specialists: switch training to PyTorch, add capacity sweep infrastructure

- train_specialist_pt.py: pure PyTorch trainer replacing Fabricate binary.
  No SQLite/WAL — saves checkpoint.pt + history.json only. Fabricate was
  causing D-state IO blocking on the HDD due to continuous WAL writes.
- eval_specialist_pt.py: PyTorch eval with confusion matrix, threshold
  analysis, guardrail assessment, and deployment verdict.
- capacity_sweep.py: updated to call PyTorch scripts; TIERS now include
  heads field (4/6/8) since PyTorch supports multi-head unlike Fabricate.
- prereq_op_binary_split.py: evaluate_combined rewritten in PyTorch.
- Performance fix in train_specialist_pt.py: load training data onto GPU
  once and sample via torch.randint instead of DataLoader (eliminates
  Python/CPU overhead on tiny datasets). Fix applied, not yet timed.

Next session: time the fix, then run sweep_all_gates.sh --pilot-only.
See HANDOFF-2026-03-31.md for full context.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

specialists/data/generated/automatability_eval.tsv

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specialists/data/generated/automatability_train.tsv

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specialists/data/generated/confidence_tier_eval.tsv

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+1	0	conflicts=3 ambiguity=0 deps=0 prereqs=2 queueready=yes
+1	0	conflicts=0 ambiguity=0 deps=0 prereqs=1 queueready=no
+2	0	conflicts=1 ambiguity=2 deps=1 prereqs=4 queueready=yes
+0	0	conflicts=0 ambiguity=0 deps=2 prereqs=1 queueready=yes
+0	0	conflicts=0 ambiguity=0 deps=0 prereqs=1 queueready=yes
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+0	0	conflicts=0 ambiguity=0 deps=2 prereqs=1 queueready=yes
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+1	0	conflicts=0 ambiguity=2 deps=0 prereqs=4 queueready=yes
+1	0	conflicts=2 ambiguity=0 deps=0 prereqs=3 queueready=yes
+2	0	conflicts=7 ambiguity=1 deps=1 prereqs=2 queueready=no
+1	0	conflicts=0 ambiguity=1 deps=2 prereqs=1 queueready=yes
+2	0	conflicts=8 ambiguity=2 deps=1 prereqs=1 queueready=no
+1	0	conflicts=1 ambiguity=0 deps=1 prereqs=2 queueready=yes
+2	0	conflicts=7 ambiguity=1 deps=0 prereqs=1 queueready=no
+0	0	conflicts=0 ambiguity=0 deps=2 prereqs=2 queueready=yes
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+2	0	conflicts=9 ambiguity=3 deps=2 prereqs=3 queueready=no
+1	0	conflicts=0 ambiguity=1 deps=2 prereqs=4 queueready=yes
+0	0	conflicts=0 ambiguity=0 deps=0 prereqs=4 queueready=yes
+2	0	conflicts=0 ambiguity=0 deps=1 prereqs=3 queueready=no
+0	0	conflicts=0 ambiguity=0 deps=1 prereqs=1 queueready=yes
+1	0	conflicts=1 ambiguity=0 deps=2 prereqs=2 queueready=yes
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+1	0	conflicts=2 ambiguity=0 deps=1 prereqs=3 queueready=yes
+1	0	conflicts=2 ambiguity=0 deps=0 prereqs=3 queueready=yes
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+1	0	conflicts=2 ambiguity=0 deps=2 prereqs=4 queueready=yes
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+0	0	conflicts=0 ambiguity=0 deps=1 prereqs=1 queueready=yes
+2	0	conflicts=7 ambiguity=3 deps=2 prereqs=2 queueready=yes

specialists/data/generated/prereq_op_eval.tsv

@@ -0,0 +1,24 @@
+2	0	`whetstone_enqueue_pair_upgrade` MCP tool
+3	0	Deprecation/succession lifecycle framework
+3	0	Security scan orchestrator for generated targets
+1	0	Phase 12c Integration Tests
+2	0	Reviewer quorum policy model for critical approvals
+1	0	Phase 38a Integration
+1	0	Phase 23b Integration + Sprint Summary
+0	0	Reprojection safety policy
+2	0	Stable corpus certification suite
+0	0	Timing regression runner integration
+0	0	`whetstone_get_tool_permissions` MCP tool
+3	0	Cross-language rollout state snapshot model
+1	0	Compatibility policy profiles by interface criticality
+3	0	`whetstone_publish_roadmap_epoch` MCP tool
+2	0	Security Report Generation
+2	0	Compatibility/deprecation report artifact
+1	0	Human Review Interface via MCP
+2	0	HiveMind job publisher from editor
+1	0	Parser/AST adapter interface schema
+0	0	Sprint 76 integration summary + regression
+1	0	Scenario — Multi-Model Orchestration
+0	0	Autonomous loop controller with “green or explicit blocked” contract
+2	0	Security-Aware Routing
+0	0	Verifier trust weighting policy engine

specialists/data/generated/prereq_op_projects_eval.tsv

@@ -0,0 +1,12 @@
+0	0	Define verification and readiness surface | Build distributed rate limiter with fixed/sliding window modes and policy APIs.
+1	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+1	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+1	0	Define verification and readiness surface | Refactor billing pipeline to introduce idempotency keys and rollback checkpoints across ledger service, queue worker, re
+2	0	Plan Replace search ranking pipeline behind feature flag with | Replace search ranking pipeline behind feature flag with staged rollout, telemetry checks, and automatic abort trigger.
+0	0	Define verification and readiness surface | Build a JWT auth service with register, login, refresh token rotation, and password hashing.
+3	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua

specialists/data/generated/prereq_op_projects_train.tsv

@@ -0,0 +1,68 @@
+0	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Define verification and readiness surface | Build chat bot backend with slash commands, permission checks, and scheduled digests.
+1	0	Define verification and readiness surface | Build an order saga orchestrator with compensating actions, timeout escalation, exactly-once message handling, and deter
+2	0	Define verification and readiness surface | Build a CMS backend with posts, tags, draft/publish workflow, and role-based access control.
+0	0	Define verification and readiness surface | Build a multi-tenant limiter with token bucket + sliding window hybrid policy, burst fairness guarantees, and lock-free 
+1	0	Plan Build a CI orchestrator service triggering jobs tracking | Build a CI orchestrator service triggering jobs, tracking states, and emitting summaries.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+2	0	Define verification and readiness surface | Build a CLI password vault with encrypted local storage and master-key unlock.
+3	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Define verification and readiness surface | Build a release notes generator from commits, PR labels, and issue references.
+2	0	Define verification and readiness surface | Build a secrets rotation scheduler with lease tracking, retry plans, and notifications.
+1	0	Define verification and readiness surface | Build an order saga orchestrator with compensating actions, timeout escalation, exactly-once message handling, and deter
+2	0	Define verification and readiness surface | Build a model registry API supporting stages, approvals, rollback, and signed artifact links.
+1	0	Define verification and readiness surface | Refactor billing pipeline to introduce idempotency keys and rollback checkpoints across ledger service, queue worker, re
+1	0	Define verification and readiness surface | Refactor billing pipeline to introduce idempotency keys and rollback checkpoints across ledger service, queue worker, re
+1	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+1	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+0	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Define verification and readiness surface | Build inventory endpoints with stock reservation, release, and low-stock alerts.
+0	0	Define verification and readiness surface | Build form builder backend with schema validation, submissions, and analytics counters.
+3	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+2	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+3	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+3	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+2	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+1	0	Plan Build a CI orchestrator service triggering jobs tracking | Build a CI orchestrator service triggering jobs, tracking states, and emitting summaries.
+3	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+1	0	Plan Build a CI orchestrator service triggering jobs tracking | Build a CI orchestrator service triggering jobs, tracking states, and emitting summaries.
+3	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+1	0	Define verification and readiness surface | Build an order saga orchestrator with compensating actions, timeout escalation, exactly-once message handling, and deter
+0	0	Define verification and readiness surface | Build experiment tracking backend storing params, metrics, artifacts, and compare queries.
+3	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+0	0	Define verification and readiness surface | Build a .env manager CLI with profile switch, validation, and secure redaction in output.
+0	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Define verification and readiness surface | Build a secret rotation controller with staged rollout, canary verification, rollback triggers, and explicit blast-radiu
+0	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+1	0	Plan Build a CI orchestrator service triggering jobs tracking | Build a CI orchestrator service triggering jobs, tracking states, and emitting summaries.
+3	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build tax report backend aggregating gains/losses and generating filing-year summaries.
+1	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+0	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a realtime log viewer backend with tail sessions, regex filters, and backpressure.
+1	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+0	0	Define verification and readiness surface | Build job queue service with delayed jobs, retries, visibility timeout, and metrics.
+1	0	Define verification and readiness surface | Refactor billing pipeline to introduce idempotency keys and rollback checkpoints across ledger service, queue worker, re
+1	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+3	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+1	0	Define verification and readiness surface | Build an order saga orchestrator with compensating actions, timeout escalation, exactly-once message handling, and deter
+0	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+2	0	Define verification and readiness surface | Build LLM guardrail service for policy checks, PII filtering, and response classification.
+0	0	Define verification and readiness surface | Build telemetry collector with trace/span ingestion, sampling, and export adapters.
+3	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Define verification and readiness surface | Build a secret rotation controller with staged rollout, canary verification, rollback triggers, and explicit blast-radiu
+2	0	Plan Upgrade API contract from v1 to v2 backend | Upgrade API contract from v1 to v2: backend handlers, OpenAPI schema, generated client SDK, frontend integration, and co
+2	0	Define verification and readiness surface | Build configuration service with versioned configs, staged rollout, and validation checks.
+2	0	Define verification and readiness surface | Build access control service with RBAC roles, permissions, and resource-scoped grants.
+2	0	Define verification and readiness surface | Build a feature flag API with environments, targeting rules, and rollout percentages.
+3	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+0	0	Define verification and readiness surface | Build an event deduplicator using idempotency keys, time windows, and replay-safe writes.
+1	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.

specialists/data/generated/prereq_op_train.tsv

@@ -0,0 +1,136 @@
+2	0	`whetstone_get_constructive_rollout_status` runtime implementation
+1	0	Target projection blocker taxonomy
+2	0	Strict gate mode in production loop
+3	0	`whetstone_get_polyglot_cutover_readiness` MCP tool
+3	0	Security scan orchestrator for generated targets
+1	0	Multi-language constructive loop report artifact
+2	0	`whetstone_get_constructive_rollout_status` MCP tool
+3	0	`whetstone_get_polyglot_cutover_readiness` MCP tool
+2	0	Deprecation policy model for unstable/obsolete pairs
+0	0	Projection schema extension for run catalogs
+0	0	Panel Registration System
+0	0	Sprint 146 integration summary + regression
+3	0	`whetstone_publish_roadmap_epoch` MCP tool
+1	0	Distributed path in FeedbackLoopOrchestrator
+1	0	Continuity drill framework and scoring
+3	0	Cross-language release evidence aggregator model
+0	0	Scheme lowering/raising adapters
+3	0	Cross-language release evidence aggregator model
+3	0	`whetstone_get_polyglot_cutover_readiness` MCP tool
+1	0	Phase 13a Integration — Layout Persistence
+2	0	Security Testing Skeleton Generation
+0	0	Modifier-Edge Shortcut Notation
+1	0	Architecture Templates
+3	0	Deprecation/succession lifecycle framework
+1	0	Language-specific method body scaffolding for core patterns
+1	0	Initializer Lists + STL Patterns
+3	0	Security scan orchestrator for generated targets
+0	0	`whetstone_dry_run_patch` MCP tool
+3	0	Cross-language rollout state snapshot model
+3	0	Security scan orchestrator for generated targets
+0	0	Cost telemetry integration in metrics stack
+2	0	Constitutional invariants compliance checker
+0	0	Property-based equivalence runner
+2	0	Regional rollout profile integration
+0	0	Compile/test proof binding
+3	0	Cross-language release evidence aggregator model
+2	0	`whetstone_get_certification_status` MCP tool
+3	0	Deprecation/succession lifecycle framework
+0	0	Sprint 193 Integration Summary
+1	0	Multi-language replay corpus runtime index model
+2	0	Benchmark suite for production capability claim
+3	0	`whetstone_publish_roadmap_epoch` MCP tool
+0	0	Build output parser — GCC/Clang format
+2	0	Rollout stage model (`pilot`, `canary`, `broad`, `default`)
+2	0	`whetstone_set_language_rollout_tier` MCP tool
+0	0	Breadcrumb Navigation
+1	0	Runtime-aware lowering extension points
+1	0	Phase 15b Integration — Full Protocol Test
+3	0	`whetstone_get_polyglot_cutover_readiness` MCP tool
+0	0	Python lowering adapter v2 (dynamic shape packets)
+0	0	Canonical fixture and oracle dataset packs
+0	0	Project context auto-injection
+0	0	LTS baseline criteria schema
+3	0	Security scan orchestrator for generated targets
+0	0	`whetstone_validate_tool_contracts` MCP tool
+1	0	Phase 20a Integration
+3	0	Cross-language release evidence aggregator model
+2	0	`whetstone_publish_next_block_plan` MCP tool
+2	0	Staged cutover planner (`shadow`, `dual-run`, `cutover`)
+3	0	Security scan orchestrator for generated targets
+3	0	Security scan orchestrator for generated targets
+0	0	Locals + Watches Panel Data Model
+0	0	Context Bundle Minimizer
+2	0	`whetstone_get_compliance_evidence` MCP tool
+3	0	`whetstone_get_polyglot_cutover_readiness` MCP tool
+2	0	Security Annotation Types — Subject 10
+0	0	Benchmark scorecard generator per pair
+1	0	Runtime-specific verification plugin interface
+2	0	Certification job scheduler
+3	0	Deprecation/succession lifecycle framework
+2	0	Tiered rollout and rollback control model
+2	0	Sprint 60 integration summary + release marker
+3	0	Cross-language rollout state snapshot model
+0	0	Constraint Violation Diagnostics
+1	0	Phase 12a Integration Tests
+3	0	Cross-language rollout state snapshot model
+1	0	Deterministic blocker taxonomy extension
+0	0	`whetstone_get_regeneration_decisions` MCP tool
+1	0	Long-horizon roadmap planning engine v2
+0	0	Intake extraction confidence scoring
+1	0	Phase 18b Integration + Sprint Summary
+3	0	`whetstone_get_polyglot_cutover_readiness` MCP tool
+2	0	Certification badges for roles/workflows
+0	0	Closeout consistency gate
+3	0	Cross-language rollout state snapshot model
+1	0	Binary/interface diff engine integration
+2	0	Release Readiness Gate Pack
+0	0	Source-vs-runtime drift comparator model
+1	0	Phase 12d Integration + Sprint 12 Summary
+1	0	`whetstone_verify_architecture_consistency` MCP tool
+0	0	API/ABI preservation report artifact
+0	0	Sprint 164 Integration Summary
+3	0	`whetstone_publish_roadmap_epoch` MCP tool
+0	0	`whetstone_capture_mcp_execution_trace` MCP tool
+0	0	Template recommendation model by project fingerprint
+0	0	Kotlin Generator
+3	0	Deprecation/succession lifecycle framework
+1	0	Cross-language capability contract normalizer model
+2	0	Release certification packet model
+2	0	Rollout blast-radius estimator
+3	0	Cross-language release evidence aggregator model
+2	0	Tenant-scoped waiver/approval ledger
+1	0	Governance model refresh framework
+2	0	`whetstone_publish_next_epoch_plan` MCP tool
+3	0	Cross-language release evidence aggregator model
+0	0	Embedded migration risk report template
+1	0	Cross-language node identity preservation policy model
+0	0	Key Symbol Rendering
+1	0	Burn-down planning optimizer
+3	0	Deprecation/succession lifecycle framework
+2	0	Interop certification policy bindings
+3	0	Cross-language release evidence aggregator model
+3	0	Deprecation/succession lifecycle framework
+2	0	Production summary hardening
+3	0	`whetstone_publish_roadmap_epoch` MCP tool
+2	0	Safety-critical deployment dossier artifact
+3	0	`whetstone_publish_roadmap_epoch` MCP tool
+2	0	Security-Preserving Translation
+1	0	Swarm maintenance job decomposition model
+3	0	`whetstone_get_polyglot_cutover_readiness` MCP tool
+1	0	Polyglot project migration graph model
+1	0	Phase 10d Integration Tests
+3	0	Cross-language rollout state snapshot model
+1	0	Phase 18a Integration
+2	0	Runtime-backed constructive release certification packet model
+1	0	Phase 29a Integration
+2	0	Production loop contract preflight
+1	0	Phase 20b Integration + Sprint Summary
+2	0	Pair-upgrade queue model
+2	0	`whetstone_get_tool_deprecations` MCP tool
+0	0	Wire `ArchitectIntakeProcessor` into `whetstone_architect_intake` handler
+2	0	Contract drift classifier (`compatible`, `warning`, `breaking`)
+1	0	Phase 23c Integration (tests: integration, regression)
+1	0	`FeedbackLoopOrchestrator` core loop
+1	0	WAT Cross-Language Projection
+0	0	Sprint 187 Integration Summary

specialists/data/generated/verification_type_eval.tsv

@@ -0,0 +1,172 @@
+2	0	`whetstone_apply_text_ast_merge` MCP tool
+2	0	Role-based onboarding model
+4	0	Security hardening report artifact
+3	0	Governance and audit report bundle
+0	0	VB.NET lowering/raising adapters
+4	0	Policy tuning report artifact
+1	0	`whetstone_get_learning_progress` MCP tool
+4	0	Family-level acceptance report generator
+3	0	Sprint 178 Integration Summary
+1	0	Leak/Corruption Signal Bridge
+3	0	Regression fixtures for under-constrained vs capability-limited cases
+2	0	`TestFailureRecord` schema
+2	0	MCP tool contract schema v1 model
+1	0	`whetstone_get_debug_evidence_index` MCP tool
+2	0	Error type synthesis for drone
+3	0	Sprint 154 integration summary + regression
+4	0	`whetstone_publish_next_block_plan` MCP tool
+1	0	`RegisterCodegenTools.h` — whetstone_generate_dispatch_table
+2	0	`whetstone_get_constructive_status` MCP tool
+0	0	Generator class-child traversal fix pack
+0	0	Theme System
+4	0	API/ABI preservation report artifact
+3	0	Sprint 138 integration summary + regression
+2	0	Safety case schema (`claim`, `evidence`, `assumption`, `risk`)
+3	0	Sprint 112 integration summary + regression
+3	0	Sprint 96 integration summary + regression
+1	0	`whetstone_rank_failure_triage_actions` MCP tool
+1	0	Disassembly + Register View Baseline
+3	0	Sprint 94 integration summary + regression
+4	0	Runtime selection report artifact
+2	0	Diagram/spec artifact ingestion adapters
+4	0	Program benchmarking report bundle
+2	0	Backward-compatibility serialization path
+1	0	Forbidden API policy checker
+4	0	Hybrid mode readiness report artifact
+4	0	Swarm maintenance report artifact
+0	0	`resource_conflict_unresolved` warning class
+2	0	Resilience and continuity requirements model
+1	0	`whetstone_get_region_policy_profile` MCP tool
+3	0	Sprint 117 integration summary + regression
+3	0	Sprint 79 integration summary + regression
+0	0	Staged cutover planner (`shadow`, `dual-run`, `cutover`)
+4	0	Equivalence evidence bundle exporter
+2	0	Numerical stability canonical model
+4	0	Drift outlook report artifact
+1	0	Phase 31a Integration
+3	0	API behavior regression runner integration
+2	0	Residual risk ownership model
+4	0	Documentation pack for language support + migration playbooks
+0	0	Marketplace policy bindings for tenants
+1	0	Compliance gate integration with support tiers
+2	0	Result-to-ObservationRecord mapper
+2	0	Multimodal evidence completeness scoring model
+0	0	Pattern library governance workflow
+0	0	Breadcrumb Navigation
+2	0	Conflict region detector model
+3	0	Sprint 148 integration summary + regression
+4	0	Public spec for verification evidence bundles
+3	0	Sprint 116 integration summary + regression
+1	0	Phase 11a Integration Tests
+0	0	Context slice canonicalization for handoffs
+0	0	Approval chain policy engine
+4	0	MCP closure publication bundle
+3	0	Sprint 132 integration summary + regression
+3	0	Sprint 207 Integration Summary
+3	0	Sprint 62 integration summary + regression
+0	0	Cost Estimation + Optimization
+0	0	Theme Token System v2
+2	0	GA evidence aggregation runtime model
+1	0	`whetstone_set_workstream_capacity` MCP tool
+2	0	Multi-check gate orchestrator model
+0	0	Compile/test proof binding
+0	0	Semantic pass aggregation in summaries
+1	0	`whetstone_transpile_dynamic_family` MCP tool
+3	0	Century retrospective evidence bundle composer
+2	0	`whetstone_rollback_last_patch` MCP tool
+0	0	Policy inheritance/override resolution engine
+2	0	`whetstone_get_constructive_rollout_status` MCP tool
+2	0	Polyglot project migration graph model
+1	0	Phase 12d Integration + Sprint 12 Summary
+3	0	Dependency and supply-chain audit packet
+0	0	Swarm-to-governance gate adapter
+1	0	Allocation/Ownership Trace Hooks
+2	0	Failover orchestration policy model
+4	0	Self-Hosting Metrics Report
+4	0	Multi-adapter compatibility report artifact
+4	0	Handoff integrity report artifact
+4	0	Campaign report bundle generator
+0	0	Supply-chain integrity checks for marketplace artifacts
+1	0	Real regenerate tool binding
+3	0	Sprint 66 integration summary + regression
+4	0	Lock metadata documentation packet
+3	0	Sprint 186 Integration Summary
+0	0	Kanban-Style Task Board
+4	0	Route integrity report artifact
+1	0	`whetstone_plan_rollout_stage` MCP tool
+4	0	Compatibility/deprecation report artifact
+3	0	Sprint 139 integration summary + regression
+0	0	Parse AnnotationConflictExtended.h
+3	0	Sprint 88 integration summary + regression
+2	0	Campaign checkpoint model
+4	0	Guided Architect-to-Execution Demo Mode
+2	0	`whetstone_resume_constructive_transaction` MCP tool
+0	0	SQL Annotation Mapping
+1	0	`whetstone_get_program_kpis` MCP tool
+3	0	Regression guard planner
+1	0	Tier promotion gate runner integration
+1	0	`whetstone_label_patch_risk` MCP tool
+1	0	`whetstone_parse_build_output` MCP tool
+4	0	Runtime freshness report artifact
+2	0	Campaign progress tracker model
+2	0	MCP closure gate aggregate schema
+4	0	Multi-adapter compatibility report artifact
+1	0	Snapshot persistence (sidecar integration)
+2	0	Prolog lowering adapter v1 (query/backtracking model)
+2	0	Efficiency metric model
+4	0	LTS publication bundle + operator handbook
+4	0	`whetstone_publish_next_block_plan` MCP tool
+1	0	`whetstone_verify_financial_migration` MCP tool
+0	0	Lint diagnostics normalization
+0	0	Dependency Graph Data
+4	0	MCP closure publication bundle
+1	0	Tamper detection and forensic event pipeline
+1	0	Sprint 40 Integration + Final Summary
+0	0	Async/await state intent lowering
+1	0	`whetstone_get_debt_inventory` MCP tool
+0	0	Runtime-aware raising policy selectors
+3	0	Systemic regression detector
+3	0	Phase 20b Integration + Sprint Summary
+0	0	Review-Gate Policy Refinement
+4	0	Low-level acceptance report + waiver system
+4	0	Conflict/merge report artifact
+0	0	Borrow semantics to references/views strategy
+2	0	`EnvironmentDiff` schema and computation
+0	0	Failure-class-driven patch proposer
+0	0	Internal implementation conformance runner
+2	0	Generic regeneration policy schema
+3	0	Sprint 201 Integration Summary
+3	0	Sprint 150 integration summary + full-program regression
+4	0	Enterprise rollout report template
+4	0	Federated evidence bundle composer
+4	0	Cross-language constructive execution report artifact
+1	0	Job submission via nexus HTTP API
+2	0	`resourceLocks` schema extension
+0	0	Assurance review dossier template
+4	0	Reliability and rollback report artifact
+3	0	Sprint 87 integration summary + regression
+2	0	`DistributedFailureEvidence` schema + normalizer
+3	0	Sprint 172 Integration Summary
+0	0	Exception + Stack Trace Capture
+4	0	Conflict/merge qualification report artifact
+1	0	CI integration in build/test flow
+3	0	Phase 23c Integration (tests: integration, regression)
+0	0	Next-epoch strategy generator
+0	0	`whetstone_normalize_diagnostics` runtime implementation
+4	0	Interop publication bundle
+0	0	Auto-generated mitigation suggestions for breaches
+1	0	`whetstone_propose_patch_for_failure` MCP tool
+3	0	Phase 22b Integration + Sprint Summary
+3	0	Strictness audit utility and baseline report
+2	0	Planner-executor handoff packet
+1	0	`whetstone_cluster_failures` MCP tool
+4	0	Pattern efficacy report artifact
+1	0	`whetstone_run_certification_cycle` MCP tool
+1	0	`whetstone_verify_executable_equivalence` MCP tool
+4	0	Guided transpilation exercise framework
+1	0	`whetstone_get_top_adapter_gaps` MCP tool
+2	0	Skeleton AST Support
+1	0	`whetstone_get_lts_support_matrix` MCP tool
+4	0	Documentation pack for language support + migration playbooks
+4	0	Reporting templates for C++ review teams
+2	0	Semantic diff canonical model

specialists/data/generated/verification_type_projects_eval.tsv

@@ -0,0 +1,9 @@
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Plan Split monolithic endpoint into read/write paths while preserving | Split monolithic endpoint into read/write paths while preserving latency and memory budgets and updating observability d
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+4	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Define verification and readiness surface | Build an order saga orchestrator with compensating actions, timeout escalation, exactly-once message handling, and deter
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+3	0	Define verification and readiness surface | All core features implemented Tests passing

specialists/data/generated/verification_type_projects_train.tsv

@@ -0,0 +1,51 @@
+3	0	Define verification and readiness surface | Build backup retention manager with policy tiers, legal hold support, and deletion safety checks.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+4	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+4	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+4	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+4	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Define verification and readiness surface | Build session store service with token revocation, idle timeout, and concurrent login policy.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+4	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+4	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+4	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+4	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+3	0	Plan Build a streaming detector with keyed state windows | Build a streaming detector with keyed state windows, out-of-order event handling, watermark policy, and deterministic re
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | Build an inference API with model loading, request validation, and batch prediction endpoint.
+4	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+4	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | Build a whiteboard sync backend with operational ordering and conflict-safe patch application.
+3	0	Define verification and readiness surface | Build job queue service with delayed jobs, retries, visibility timeout, and metrics.
+4	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+4	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+4	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+4	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+4	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+4	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Define verification and readiness surface | Build calendar backend with events, recurrence rules, reminders, and timezone normalization.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+4	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | Build a CDC replication worker that handles schema evolution, backfill merges, checkpoint consistency, and deterministic
+4	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+4	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+2	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.

specialists/data/generated/verification_type_train.tsv

@@ -0,0 +1,978 @@
+3	0	Sprint 51 integration summary + regression
+4	0	Translation Report
+1	0	`whetstone_check_tool_compatibility` MCP tool
+2	0	C/C++ Constructive Edit Adapter
+3	0	Sprint 99 integration summary + regression
+2	0	Stage checkpoint and resume model
+4	0	Dynamic family acceptance report + review queue wiring
+3	0	Sprint 181 Integration Summary
+2	0	Semantic-noise diff suppressor model
+0	0	Invariant and intent-diff checks
+1	0	`whetstone_analyze_rust_semantics` MCP tool
+4	0	Program constitution + handbook publication bundle
+1	0	`whetstone_generate_patch_candidates` MCP tool
+0	0	Unmappable semantic blocklist + mandatory review gate
+1	0	Phase 15a Integration Tests
+2	0	Debug policy constraint model
+3	0	Sprint 177 Integration Summary
+3	0	Sprint 56 integration summary + regression
+0	0	Canonical fixture and oracle dataset packs
+2	0	Wire `ArchitectIntakeProcessor` into `whetstone_architect_intake` handler
+2	0	`whetstone_save_repro_packet` MCP tool
+4	0	Guided workflow state machine for self-service runs
+3	0	Sprint 64 integration summary + regression
+2	0	Auto Type Deduction
+1	0	`whetstone_get_governance_state` MCP tool
+1	0	`whetstone_verify_scientific_migration` MCP tool
+4	0	Replay and determinism report artifact
+4	0	Conflict/merge qualification report artifact
+4	0	Reviewer effectiveness report artifact
+3	0	Sprint 189 Integration Summary
+3	0	End-to-end constructive smoke scenarios per language family
+2	0	`whetstone_record_attempt` MCP tool
+3	0	Benchmark trend regression detector
+0	0	Context Window Optimization
+3	0	Sprint 191 Integration Summary
+2	0	Diagnostic normalization canonical model
+2	0	ABI and calling-convention canonical model
+0	0	Go lowering adapter v1
+1	0	`whetstone_get_mcp_closure_status` MCP tool
+2	0	Certification dashboard data model
+1	0	Phase 21a Integration
+3	0	Patch execution audit bundle
+4	0	Permission conformance report artifact
+4	0	API/ABI preservation report artifact
+1	0	Apiary browser panel
+3	0	Pair regression detector with severity levels
+3	0	Sprint 141 integration summary + regression
+2	0	Resource budget model (memory/CPU/IO)
+1	0	`whetstone_plan_budget_allocation` MCP tool
+4	0	Multi-language constructive loop report artifact
+1	0	`whetstone_list_toolchain_providers` runtime implementation
+2	0	`whetstone_capture_handoff_packet` MCP tool
+1	0	`whetstone_probe_toolchain_provider` MCP tool
+2	0	Orchestrator MCP handoff packet schema
+3	0	Sprint 71 integration summary + regression
+3	0	Sprint 55 integration summary + regression
+3	0	Sprint 68 integration summary + regression
+3	0	Sprint 142 integration summary + regression
+3	0	Sprint 169 Integration Summary
+1	0	Architect Tooling — RPC + MCP
+3	0	Sprint 129 integration summary + regression
+0	0	Decision consistency analyzer across reviewers
+2	0	Markdown Spec Parser
+0	0	Candidate generation engine from failure taxonomy
+1	0	`whetstone_get_representative_language_profile` MCP tool
+4	0	Web ecosystem migration report template
+1	0	`whetstone_architect_intake` MCP Tool
+2	0	Root-cause clustering model
+4	0	Data family acceptance report
+2	0	Escalation reason classifier model
+0	0	Cross-platform CMake target generator
+1	0	`whetstone_list_toolchain_providers` MCP tool
+1	0	Sprint 37 Integration + Summary
+1	0	`whetstone_select_language_adapter` MCP tool
+3	0	Sprint 195 Integration Summary
+0	0	Module Decomposition Engine
+0	0	Governance and safety invariant revalidation pass
+1	0	`whetstone_get_century_status` MCP tool
+2	0	Output payload shape profiler model
+1	0	Phase 23a Integration
+0	0	Background task slots (parallel agent work)
+3	0	Adapter health and conformance score model
+0	0	Placeholder/TODO detector and policy
+3	0	Phase 18b Integration + Sprint Summary
+1	0	Deterministic replay pack composer
+3	0	Sprint 125 integration summary + regression
+4	0	Route integrity report artifact
+0	0	Security scan orchestrator for generated targets
+0	0	ARM Assembly Parser
+3	0	Sprint 43 Integration Summary
+2	0	Feedback aggregation and prioritization model
+3	0	Sprint 210 Integration Summary
+0	0	Floating-point determinism risk classifier
+0	0	Package state probe
+0	0	Window Chrome + Hierarchy Pass
+1	0	`whetstone_list_language_adapters` MCP tool
+3	0	Rollout health scoring model
+3	0	Sprint 135 integration summary + regression
+0	0	Threshold recommendation engine
+4	0	Translation Report
+3	0	Timing regression runner integration
+1	0	`whetstone_assemble_fix_context` MCP tool
+4	0	Standards publication bundle
+2	0	Runtime selection decision packet model
+0	0	WAT Annotation Mapping
+2	0	Determinism qualification packet model
+3	0	Sprint 60 integration summary + release marker
+3	0	Sprint 128 integration summary + regression
+4	0	Permission conformance report artifact
+1	0	`whetstone_validate_patch_candidate` MCP tool
+0	0	Capability Discovery Panels
+4	0	Federated governance report generator
+3	0	Sprint 126 integration summary + regression
+4	0	Resilience operations report artifact
+3	0	Sprint 144 integration summary + regression
+1	0	Sprint 32 Integration + Summary
+3	0	Sprint 156 integration summary + regression
+0	0	Workflow Status Overlay
+2	0	Distributed evidence quality scorer model
+1	0	`whetstone_get_tool_deprecations` MCP tool
+1	0	`whetstone_execute_rollout_or_rollback` MCP tool
+4	0	Equivalence evidence bundle exporter
+2	0	`ArchitectIntakeProcessor` — merge all requirement kinds
+3	0	Sprint 115 integration summary + regression
+2	0	Cross-language merge policy engine model
+2	0	`run_pipeline` quality payload hardening
+4	0	Per-target projection validation report
+0	0	F# Parser
+3	0	Sprint 184 Integration Summary
+3	0	Sprint 208 Integration Summary
+2	0	Determinism gate policy model
+3	0	Sprint 120 integration summary + regression
+2	0	Strict contract mode for generation
+0	0	Traceability chain generator (origin->current)
+1	0	`whetstone_set_authoring_mode` MCP tool
+4	0	Cost Tracking + Reporting
+4	0	Regulated-domain migration report template
+1	0	`whetstone_reduce_repro_command` MCP tool
+1	0	`whetstone_preview_regeneration_diff_generic` MCP tool
+1	0	Phase 10d Integration Tests
+4	0	Replay/transaction reliability report artifact
+0	0	KPI delta analysis engine for block review
+3	0	Sprint 182 Integration Summary
+0	0	Swarm progress and fault recovery policy
+0	0	Process state probe
+2	0	Transpilation knowledge graph schema
+4	0	Lock validation aggregate report fields
+4	0	Weekly quality report artifact generator
+2	0	`whetstone_preview_text_ast_merge_generic` MCP tool
+3	0	Queue health scoring model
+3	0	Drift audit report artifact
+4	0	Evidence bundle store + deterministic ordering
+0	0	Pattern applicability matcher from graph context
+2	0	Conflict preview and impact estimator model
+2	0	Contract breach severity classifier
+0	0	Long-range benchmark corpus setup
+2	0	Debug hint template model
+3	0	Sprint 90 integration summary + full-program regression
+0	0	Recursive object/array rule generator
+4	0	HiveMind job publisher from editor
+0	0	Constraint encoding and strict scalar handling
+4	0	Runtime compatibility risk report generator
+4	0	`whetstone_get_reference_conformance_report` MCP tool
+1	0	`whetstone_build_debug_handoff` MCP tool
+3	0	Sprint 91 integration summary + regression
+1	0	`whetstone_list_campaign_checkpoints` MCP tool
+2	0	Cross-service contract checkpoint model
+0	0	Snapshot freeze workflow and integrity checks
+1	0	`whetstone_export_mcp_replay_pack` MCP tool
+1	0	Regional rollout profile integration
+3	0	Sprint 190 Integration Summary
+3	0	Phase 19b Integration + Sprint Summary
+0	0	Secure-by-Default Code Generation
+0	0	PostgreSQL Generator
+2	0	Debug session handoff model
+1	0	`whetstone_configure_hivemind` MCP tool
+1	0	`whetstone_generate_safe_patch_plan` MCP tool
+2	0	Build output parser — GCC/Clang format
+4	0	`whetstone_start_guided_migration` MCP tool
+2	0	Best-practice pack schema and versioning
+4	0	Self-service adoption report artifact
+1	0	`whetstone_get_language_matrix` MCP tool
+0	0	Calibration corpus loader
+1	0	`whetstone_score_failure_triage` MCP tool
+3	0	Full regression + architecture gate
+0	0	Event-order and state-sync verifier
+3	0	Sprint 127 integration summary + regression
+1	0	`whetstone_run_bisect_debug` MCP tool
+0	0	Cross-Language Consistency Gate
+1	0	`whetstone_get_execution_attestation` MCP tool
+4	0	Reviewer effectiveness report artifact
+3	0	Sprint 81 integration summary + regression
+0	0	WAT Cross-Language Projection
+0	0	Real provider probe execution paths
+0	0	Next-block priority planner and constraint binder
+0	0	Baseline-vs-target perf comparator
+2	0	Forecast confidence and uncertainty model
+4	0	Team onboarding readiness report artifact
+0	0	ARM assembly lowering adapter v1
+3	0	Class-heavy regression fixture suite
+1	0	Cost telemetry integration in metrics stack
+4	0	`whetstone_publish_next_epoch_plan` MCP tool
+1	0	`whetstone_get_polyglot_cutover_readiness` MCP tool
+1	0	`whetstone_list_representative_language_profiles` MCP tool
+2	0	`ABTestComparison` — compare two session records
+1	0	Strategy recommendation hooks from graph context
+0	0	Query behavior equivalence runner (set-based diff checks)
+3	0	Sprint 70 integration summary + regression
+2	0	Cross-language capability contract normalizer model
+1	0	`whetstone_attach_multimodal_evidence` MCP tool
+0	0	Deterministic fallback policy for unsupported operations
+3	0	Sprint 174 Integration Summary
+4	0	Drift outlook report artifact
+3	0	Sprint 85 integration summary + regression
+1	0	Tool reachability runner with deterministic probes
+3	0	Phase 11e Integration + Sprint Summary
+4	0	Constructive GA publication bundle artifact
+4	0	Regeneration stability report artifact
+4	0	Escalation report composer
+2	0	Migration template schema and catalog model
+4	0	Embedded migration risk report template
+4	0	Self-service adoption report artifact
+4	0	Compatibility/deprecation report artifact
+3	0	Sprint 157 integration summary + regression
+3	0	Dependency Audit Annotations
+2	0	Porting cost model v1
+1	0	Phase 26a Integration
+4	0	`whetstone_get_federated_verification_report` MCP tool
+2	0	Campaign resume planner model
+2	0	Toolchain provider interface schema
+0	0	Security-Preserving Translation
+3	0	Sprint 97 integration summary + regression
+3	0	Rebuild `whetstone_mcp` + smoke test
+4	0	Federated governance report generator
+0	0	Scenario — Legacy Modernization
+2	0	Constrained Routing Ruleset Extension
+0	0	Architecture claim linkage engine
+1	0	`whetstone_poll_iteration_job` MCP tool
+4	0	Practice adoption and outcome report artifact
+1	0	Phase 27a Integration
+1	0	`whetstone_validate_debug_action` MCP tool
+1	0	`whetstone_get_epoch_block_status` MCP tool
+4	0	Evidence bundle store + deterministic ordering
+2	0	Contract completeness validator
+3	0	Sprint 75 integration summary + regression
+2	0	External verifier adapter interface
+2	0	Recursion bound/termination contracts
+1	0	`whetstone_verify_architecture_consistency` MCP tool
+2	0	Data-model field materialization from source AST
+0	0	Route integrity gate bindings
+1	0	Phase 24a Integration
+2	0	Deprecation policy model for unstable/obsolete pairs
+4	0	`whetstone_publish_roadmap_epoch` MCP tool
+2	0	Capability decision packet model
+0	0	`whetstone_restore_hybrid_checkpoint` runtime implementation
+3	0	Sprint 53 integration summary + regression
+3	0	Sprint 164 Integration Summary
+0	0	Fine-grained capability grant engine
+0	0	Queue remediation call-plan emission
+4	0	Language capability conformance report artifact
+1	0	Phase 10e Integration Tests
+4	0	`whetstone_get_pair_scorecard` MCP tool
+1	0	`whetstone_get_session_state` MCP tool
+2	0	C++ constructive readiness scorer model
+0	0	Capability Vocabulary & Validation
+3	0	Sprint 95 integration summary + regression
+2	0	Region policy overlay model
+2	0	Bullet-list requirement extractor
+0	0	Async mapping strategy (coroutines/task runtime profiles)
+4	0	Efficiency diagnostics and trend report
+1	0	Semantic validator core API
+3	0	Sprint 77 integration summary + regression
+0	0	Scheme Generator
+3	0	Sprint 111 integration summary + regression
+2	0	`whetstone_replay_repro_packet` MCP tool
+4	0	Constructive GA publication bundle artifact
+2	0	Debug assist packet bundle model
+4	0	Tool-surface diagnostics report artifact
+2	0	Argument/result canonicalizer model
+4	0	Policy tuning report artifact
+3	0	Sprint 197 Integration Summary
+2	0	Root-cause ranking policy model
+1	0	`whetstone_plan_swarm_maintenance` MCP tool
+4	0	Weekly quality report artifact generator
+3	0	Sprint 104 integration summary + regression
+4	0	Dynamic family acceptance report + review queue wiring
+1	0	`whetstone_propose_adapter_improvements` MCP tool
+0	0	Blocked reason normalization
+4	0	Contract conformance report artifact
+0	0	Maintenance cadence scheduler
+1	0	`whetstone_get_debug_campaign_status` MCP tool
+3	0	Sprint 176 Integration Summary
+0	0	VB.NET Generator
+1	0	`whetstone_get_failure_trends` MCP tool
+3	0	Sprint 145 integration summary + regression
+1	0	Phase 14b Integration
+2	0	Governance model refresh framework
+3	0	Sprint 114 integration summary + regression
+2	0	Loop retry and timeout policy model
+4	0	Epoch kickoff report artifact
+3	0	Session state machine transitions
+2	0	Epoch-2 workstream schema and ownership map
+0	0	Reviewer-focused semantic diff summarizer
+3	0	Sprint 78 integration summary + regression
+0	0	Cross-team benchmark comparator
+0	0	Historical KPI aggregator
+0	0	x86 assembly lowering adapter v1
+0	0	Async, Parallelism & Error Handling Annotations
+4	0	Benchmark publication bundle
+1	0	Tool manifest build-gate integration
+0	0	Fix `visitModule` in Python, Rust, Go, Elisp generators
+1	0	Pipeline support for injected capability signals
+4	0	Requirements gap report
+4	0	Release readiness scoreboard
+2	0	Packet tagging integration across pipelines
+3	0	Sprint 105 integration summary + regression
+3	0	Sprint 108 integration summary + regression
+0	0	Java lowering adapter v1
+4	0	`whetstone_get_numerical_risk_report` MCP tool
+1	0	`whetstone_generate_project` MCP tool
+4	0	Representative language readiness report artifact
+0	0	`.whetstone.json` for the editor project itself
+3	0	Sprint 46 integration summary
+3	0	Audit trail and inspection
+4	0	Reviewer effectiveness report artifact
+4	0	Patch proposal review report artifact
+3	0	Sprint 58 integration summary + regression
+1	0	LTS risk watchlist and escalation hooks
+3	0	Sprint 196 Integration Summary
+4	0	Constructive GA publication bundle
+1	0	.NET Integration
+0	0	WorkerRegistry.h — Worker Abstractions
+3	0	Sprint 92 integration summary + regression
+1	0	`whetstone_marketplace_search` MCP tool
+3	0	Full Test Suite Regression
+2	0	Class-generation contract schema
+4	0	Program constitution + handbook publication bundle
+1	0	`whetstone_transpile_query_family` MCP tool
+3	0	Sprint 72 integration summary + regression
+1	0	`whetstone_export_repro_jsonl` MCP tool
+0	0	Production summary hardening
+0	0	Quarterly lock/review cadence policy
+2	0	Cross-language regeneration quality packet model
+2	0	Requirement Normalization and Conflict Detection
+4	0	Compatibility/deprecation report artifact
+0	0	`SelfContainmentScorer` — score a taskitem 0–100
+0	0	Ownership mapping policy engine (`unique_ptr/shared_ptr/value`)
+4	0	Incremental sync report artifact
+2	0	Wiring closure severity classifier
+4	0	Representative language readiness report artifact
+2	0	Recovery safety packet model
+2	0	`whetstone_get_constructive_rollout_status` runtime implementation
+3	0	Sprint 152 integration summary + regression
+4	0	Semantic memory report artifact
+0	0	Dependency Graph Visualization
+0	0	F# lowering/raising adapters
+4	0	`whetstone_get_numerical_risk_report` MCP tool
+2	0	Generic incremental edit packet schema
+0	0	Workflow Sidecar Persistence
+0	0	Key Symbol Rendering
+4	0	Multi-language constructive loop report artifact
+2	0	Call Stack and Frame Inspector
+1	0	Phase 20a Integration
+4	0	Constructive runtime readiness report bundle
+2	0	`whetstone_run_constructive_step`/`status`/`loop` runtime packet model
+4	0	Contract conformance report artifact
+4	0	Regeneration stability report artifact
+0	0	Safety case completeness checker
+4	0	Benchmark scorecard generator per pair
+0	0	Ruby lowering adapter v1 (meta-programming boundaries)
+3	0	Cost vs Quality Regression Suite
+2	0	Resume and rollback policy runtime model
+1	0	Priority-focused review queue shaping engine
+0	0	Self-Hosting Test Harness
+0	0	Scaffold File Generation
+1	0	Phase 18a Integration
+1	0	Build iteration session integration
+3	0	Profile compliance auditor integration
+1	0	Corpus ingestion tooling and normalization
+0	0	Safety-critical deployment dossier artifact
+4	0	Swarm maintenance report artifact
+2	0	MCP compatibility policy schema
+2	0	Stewardship and ownership policy model
+2	0	Serialization + Dispatch for New Nodes
+4	0	`whetstone_publish_roadmap_epoch` MCP tool
+3	0	Sprint 153 integration summary + regression
+3	0	Sprint 54 integration summary + regression
+2	0	Patch risk labeler model
+1	0	`whetstone_resume_debug_campaign` MCP tool
+4	0	Reliability operations report artifact
+2	0	`whetstone_rollback_constructive_transaction` MCP tool
+0	0	CMake generator from Whetstone project description
+3	0	Intake regression corpus loader
+2	0	Debug recipe step model
+4	0	Efficiency diagnostics and trend report
+0	0	Completion Overlay UX Hardening
+3	0	Sprint 183 Integration Summary
+2	0	Execution hint extraction from requirements
+2	0	Confidence synthesis model
+3	0	Sprint 161 Integration Summary
+0	0	Hint feature extraction from decision ledgers
+3	0	Sprint 171 Integration Summary
+0	0	Fuzz differential runner with seed replay
+1	0	`whetstone_generate_debug_hints` MCP tool
+3	0	Sprint 121 integration summary + regression
+1	0	`whetstone_list_plugins` MCP tool
+4	0	Benchmark publication bundle
+0	0	Scope & Namespace Annotations
+4	0	Campaign report bundle generator
+1	0	`whetstone_get_upgrade_queue` MCP tool
+3	0	Sprint 179 Integration Summary
+1	0	Cross-session context bridge
+4	0	Documentation + Operator Playbooks
+3	0	Sprint 80 integration summary + full-program regression
+2	0	Cross-tenant adapter sharing contract
+4	0	Cost-vs-quality tradeoff report generator
+3	0	Audit trail completeness checker
+2	0	Scheduler lock contract emitter
+1	0	Review SLA policy integration
+1	0	Approval workflow integration with governance ledger
+1	0	Static registry scanner for `register*Tools` blocks
+1	0	Phase 22a Integration
+1	0	`whetstone_set_runtime_profile` MCP tool
+2	0	Security Annotation Types — Subject 10
+0	0	Tier promotion engine (beta->stable)
+2	0	Locals + Watches Panel Data Model
+1	0	`whetstone_get_related_migration_patterns` MCP tool
+3	0	Phase 24b Integration + Sprint Summary
+2	0	Debug stop-reason classifier model
+1	0	Modernization RPC + MCP
+3	0	Sprint 194 Integration Summary
+2	0	Architect Review Interface
+3	0	Sprint 175 Integration Summary
+1	0	`whetstone_register_external_verifier` MCP tool
+4	0	Swarm maintenance report artifact
+1	0	`whetstone_capture_distributed_failure` MCP tool
+0	0	`TokenBudgetEnforcer` — trim assembled context to budget
+4	0	Plugin trust and risk report artifact
+3	0	Sprint 93 integration summary + regression
+1	0	New Languages Integration + MCP
+2	0	Pipeline promotion packet integration
+2	0	Real GA evidence packet generation
+0	0	Gate-driven remediation planner
+1	0	Migration Execution Integration
+3	0	Hint safety guardrails and audit fields
+4	0	Interop publication bundle
+4	0	Portfolio strategy report artifact
+1	0	`whetstone_set_language_rollout_tier` MCP tool
+2	0	KPI anomaly triage model
+0	0	Config file probe
+0	0	C++ runner adapter for harness
+1	0	`whetstone_explain_transpilation_decision` MCP tool
+4	0	Federated evidence bundle composer
+3	0	`whetstone_regression_guard` MCP tool
+1	0	Skill progression tracker integration
+0	0	Validation capability-signal scoring/classification
+4	0	`whetstone_publish_next_epoch_plan` MCP tool
+1	0	`whetstone_plan_tool_migrations` MCP tool
+1	0	`whetstone_get_debug_checklist` MCP tool
+2	0	`AgentSessionRecorder` — per-session tool call instrumentation
+2	0	Workspace-source freshness comparator model
+0	0	Queue+validation metadata enrichment
+1	0	`whetstone_get_debug_metrics` MCP tool
+0	0	Architecture Templates
+3	0	Sprint 185 Integration Summary
+4	0	Replay and determinism report artifact
+2	0	STL algorithm lifting from IR intent tags
+3	0	Epoch block health re-baseline model
+0	0	Alert policy engine for SLO breaches
+2	0	Validation lock name-format checks
+1	0	`whetstone_generate_inference_job` MCP tool
+0	0	Smart Pointer Patterns
+0	0	Legacy semantic recovery graph engine
+0	0	Context Bundle Minimizer
+3	0	Sprint 47 integration summary + regression
+2	0	Patch execution record model
+3	0	Sprint 137 integration summary + regression
+3	0	Sprint 163 Integration Summary
+1	0	Phase 10c Integration Tests
+2	0	Debugging metrics packet (`time_to_green`, `iterations`, etc.)
+1	0	`whetstone_export_tool_manifest` MCP tool
+1	0	`whetstone_run_continuity_drill` MCP tool
+1	0	`whetstone_get_debug_trace` MCP tool
+0	0	`PrerequisiteOpResolver` — resolve ops to workspace paths
+1	0	Phase 19a Integration
+3	0	Sprint 124 integration summary + regression
+2	0	`whetstone_get_safety_profile_requirements` MCP tool
+1	0	Generator Updates + Phase 11c Integration
+3	0	Sprint 118 integration summary + regression
+0	0	False-green diagnostic class
+2	0	Sidecar AST Persistence
+1	0	`whetstone_queue_ready` MCP Tool
+0	0	Conflict avoidance and lock orchestration engine
+3	0	Sprint 136 integration summary + regression
+3	0	Sprint 61 integration summary + regression
+4	0	Plugin trust and risk report artifact
+2	0	Bisect candidate selector model
+1	0	`whetstone_step_debug_campaign` MCP tool
+4	0	Runtime execution trace report artifact for sync/regeneration/merge tools
+4	0	Language capability conformance report artifact
+1	0	Phase 14d Integration + Sprint 14 Summary
+1	0	Phase 11b Integration Tests
+3	0	Transition plan model for Sprint 101+ workstreams
+4	0	Cost-vs-quality tradeoff report generator
+1	0	Sprint 26 Integration + Summary
+2	0	Swarm maintenance job decomposition model
+2	0	Fast rollback orchestration contract
+0	0	Continuity drill framework and scoring
+0	0	Multi-language minimal test harness runner
+1	0	`whetstone_list_distributed_failures` MCP tool
+0	0	Top-level strictness gate
+4	0	Portfolio strategy report artifact
+3	0	Century milestone publication package
+3	0	Sprint 203 Integration Summary
+3	0	Sprint 41 Integration Summary
+0	0	Failure fixture catalog for deterministic debug benchmarks
+4	0	Debt burn-down report artifact
+2	0	Minimal repro reducer model
+2	0	Result Acceptance Protocol
+2	0	Host boundary + FFI contract generator
+0	0	Workspace Onboarding Flow
+4	0	Generic sync determinism report artifact
+3	0	Post-incident continuity audit report model
+2	0	SLM debug readiness scoring model
+2	0	`whetstone_run_constructive_ga_gate` runtime implementation
+4	0	HiveMind job publisher from editor
+3	0	Docking Reliability Audit + Deterministic Layout Rules
+2	0	Pair-specific known-limitations generator
+0	0	Compliance policy binding engine
+0	0	Context Assembly + Budget
+0	0	Artifact fingerprinting and drift detection
+3	0	Sprint 131 integration summary + regression
+1	0	Verification gate integration for architecture artifacts
+0	0	Python + Java Parser Deepening
+3	0	Sprint 202 Integration Summary
+2	0	End-to-end validation with the failing A/B test spec
+2	0	Explainability compression model for rapid review
+0	0	Scheme lowering/raising adapters
+2	0	Failure trend tracker model
+2	0	Range-Based For + Structured Bindings
+3	0	Sprint 165 Integration Summary
+4	0	Marketplace governance report artifact
+3	0	Sprint 192 Integration Summary
+1	0	`whetstone_start_debug_campaign` MCP tool
+0	0	Property-based equivalence runner
+2	0	Rollback ledger model
+2	0	Capability negotiation and fallback policy model
+0	0	Trial evaluation rubric (quality/risk/cost)
+1	0	`whetstone_plan_deprecation_or_upgrade` MCP tool
+0	0	Constraint completeness diagnostics
+4	0	`whetstone_get_artifact_trust_report` MCP tool
+0	0	Find and Replace Improvements
+2	0	Compatibility simulation runner model
+1	0	Binary/footprint gate integration
+2	0	`whetstone_validate_tool_contracts` MCP tool
+2	0	JavaScript lowering adapter v2 (prototype/object model)
+2	0	Rust/Go Constructive Edit Adapter
+1	0	Phase 25b Integration
+0	0	C Generator
+1	0	`whetstone_propose_policy_tuning` MCP tool
+3	0	Scope and Milestone Decomposer
+1	0	Policy-compliance auto-checkpoint integration
+0	0	Incident containment automation for compromised components
+2	0	Worker Efficiency Dashboard Data Model
+4	0	`whetstone_get_artifact_trust_report` MCP tool
+3	0	Sprint 187 Integration Summary
+3	0	Sprint 123 integration summary + regression
+3	0	Sprint 146 integration summary + regression
+2	0	Constructive transaction schema
+2	0	Representative language conformance packet model
+0	0	Projection metadata summary export
+4	0	Data family acceptance report
+4	0	Documentation + Operator Playbooks
+1	0	`whetstone_validate_patch_proposal` MCP tool
+1	0	`whetstone_probe_tool_reachability` MCP tool
+2	0	Hybrid core contract schema v1
+2	0	IR lowering interface and adapter API
+1	0	Adoption telemetry integration
+1	0	`whetstone_select_mcp_runtime` MCP tool
+3	0	Sprint 113 integration summary + regression
+1	0	`whetstone_plan_debt_burndown` MCP tool
+4	0	Self-Hosting Progress Report + Phase Integration
+3	0	Tier transition guardrail and rollback runtime model
+1	0	`whetstone_save_campaign_checkpoint` MCP tool
+2	0	`whetstone_run_spec_conformance` MCP tool
+0	0	Kotlin lowering/raising adapters
+1	0	`whetstone_dry_run_patch` MCP tool
+4	0	Tool-surface diagnostics report artifact
+2	0	`whetstone_get_pair_stability_forecast` MCP tool
+4	0	Misclassification report export
+1	0	Phase 38a Integration
+3	0	Full historical regression + post-release checklist
+0	0	Actor-to-thread/async projection policy set
+2	0	Strict-mode escalation for low-specificity tasks
+0	0	Preventive mitigation planner
+2	0	Step Spec Expander (tests: unit, negative, boundary)
+0	0	Optimization Annotation Completion
+0	0	Parse AnnotationValidatorExtended.h
+4	0	`whetstone_get_sync_identity_report` MCP tool
+0	0	Value-Forward Onboarding Flow
+3	0	Runtime health probe runner
+3	0	Sprint 44 Integration Summary
+0	0	Federated reproducibility validator
+3	0	Sprint 89 integration summary + regression
+4	0	`whetstone_start_guided_migration` MCP tool
+2	0	Tool-surface checksum packet model
+3	0	Sprint 211 Integration Summary
+1	0	`whetstone_list_migration_templates` MCP tool
+0	0	Deterministic blocker taxonomy
+2	0	Language-neutral operation envelope model
+2	0	`whetstone_record_debug_trace` MCP tool
+1	0	`whetstone_export_debug_campaign_bundle` MCP tool
+1	0	`whetstone_run_test_iteration` MCP tool
+4	0	Hybrid mode readiness report artifact
+3	0	Sprint 140 integration summary + full-program regression
+0	0	Agent task status overlay
+1	0	Workstream drift detector integration
+4	0	Replay/transaction reliability report artifact
+1	0	Annotation RPC Methods
+4	0	Embedded migration risk report template
+4	0	Explainability report template pack
+1	0	`whetstone_install_or_disable_plugin` MCP tool
+0	0	Modernization Suggestions
+2	0	Rollout blast-radius estimator
+4	0	Handoff integrity report artifact
+1	0	`whetstone_get_runtime_fingerprint` MCP tool
+0	0	Inline Annotation Badges
+4	0	Web ecosystem migration report template
+0	0	T-SQL lowering/raising adapters
+1	0	Tool call visualization
+2	0	Ecosystem drift signal model
+4	0	Conflict/merge report artifact
+2	0	Maintenance TCO forecasting engine
+4	0	Epoch renewal publication bundle
+0	0	AppImage / .deb package generator
+3	0	Sprint 52 integration summary + regression
+3	0	Sprint 122 integration summary + regression
+4	0	Program benchmarking report bundle
+3	0	Sprint 110 integration summary + full-program regression
+1	0	`whetstone_start_onboarding_path` MCP tool
+1	0	`whetstone_transpile_systems_family` MCP tool
+0	0	ProjectionGenerator — Subject 5-8 + Semantic Visitors
+1	0	`whetstone_get_api_semantics` MCP tool
+1	0	`whetstone_optimize_review_queue` MCP tool
+0	0	Cross-language class emission parity tests
+4	0	Toolchain readiness report artifact
+1	0	`whetstone_validate_policy_tuning` MCP tool
+4	0	MCP Tool Documentation
+0	0	Queue/validation fingerprint convergence
+3	0	`TaskitemQualityAuditor` — batch report
+2	0	Runtime selection policy model
+3	0	Phase 23b Integration + Sprint Summary
+3	0	Strictness regression suite
+3	0	Sprint 48 integration summary + regression
+1	0	`whetstone_plan_polyglot_migration` MCP tool
+2	0	SQL canonical query IR layer
+4	0	C++ constructive loop report artifact
+3	0	Sprint 151 integration summary + regression
+1	0	`whetstone_generate_safety_case` MCP tool
+4	0	Runtime execution trace report artifact for sync/regeneration/merge tools
+4	0	Security hardening report artifact
+4	0	Public spec for verification evidence bundles
+3	0	Sprint 158 integration summary + regression
+0	0	KPI-to-workstream binding engine
+0	0	End-to-end replay + rollback scenario suite
+1	0	Transpilation RPC + MCP
+1	0	`whetstone_verify_handoff_integrity` MCP tool
+3	0	Phase 17b Integration + Sprint Summary
+4	0	Constructive runtime readiness report bundle
+0	0	Target projection blocker taxonomy
+1	0	Runtime `tools/list` snapshot normalizer
+0	0	C# Generator
+4	0	MCP Tool Documentation
+4	0	Generic sync determinism report artifact
+2	0	AST mutation preview
+0	0	Config auto-discovery (walk up from CWD)
+4	0	SemannoFormat.h — Comment Format Standard
+3	0	Sprint 193 Integration Summary
+1	0	Test iteration session integration
+3	0	Century milestone health scoreboard model
+2	0	Allowed-file scope policy model
+3	0	Sprint 59 integration summary + regression
+2	0	Debug recipe library model
+1	0	Real sync tool binding
+4	0	Guided workflow state machine for self-service runs
+2	0	Compatibility risk packet model
+1	0	Phase 28a Integration
+3	0	Sprint 57 integration summary + regression
+2	0	Candidate ranking and recommendation model
+4	0	Regulated-domain migration report template
+0	0	Union support (`oneOf`/`anyOf`/`allOf`)
+4	0	Reliability operations report artifact
+2	0	`whetstone_export_tool_contracts` MCP tool
+3	0	Sprint 49 integration summary + regression
+1	0	MCP replay diagnostics artifact
+0	0	Tenant isolation guardrails for logs/artifacts
+1	0	`whetstone_suggest_test_fix` MCP tool
+1	0	`whetstone_run_mcp_closure_gate` MCP tool
+3	0	Sprint 168 Integration Summary
+2	0	Pair stability forecasting engine
+3	0	Sprint 162 Integration Summary
+3	0	Sprint 206 Integration Summary
+2	0	Runtime-backed constructive release certification packet model
+0	0	Full loop driver (end-to-end stepping)
+1	0	Parallel dispatch optimizer with dependency constraints
+0	0	Queue lock-conflict detection
+2	0	Debug campaign spec model
+2	0	Representative language toolchain provider registry model
+1	0	`whetstone_run_interop_testbed` MCP tool
+3	0	Sprint 73 integration summary + regression
+2	0	Concurrency Annotations — Primitives & Memory Model
+2	0	Job schema → typed C++ structs generator
+4	0	LTS publication bundle + operator handbook
+2	0	Hint confidence + uncertainty packet format
+0	0	Workspace mode policy bindings
+0	0	Notification + Status Signaling Refresh
+1	0	`whetstone_get_portfolio_economics` MCP tool
+4	0	Setup verification report
+3	0	Sprint 76 integration summary + regression
+1	0	`whetstone_start_feedback_loop` MCP tool
+2	0	Non-C++ adapter conformance harness model
+1	0	`whetstone_generate_setup_script` MCP tool
+0	0	Java raising adapter v1
+2	0	EnvironmentSpec Schema & AST Node
+0	0	Multi-language compile gate executor
+1	0	`whetstone_normalize_diagnostics` MCP tool
+2	0	Stable include/order regeneration model
+0	0	Queue lock conflict summary metrics
+3	0	Sprint 199 Integration Summary
+3	0	Sprint 204 Integration Summary
+3	0	Sprint 119 integration summary + regression
+0	0	Test failure classifier
+4	0	Setup verification report
+4	0	Runtime selection report artifact
+1	0	`whetstone_run_build_iteration` MCP tool
+4	0	Reliability and rollback report artifact
+3	0	Sprint 209 Integration Summary
+3	0	Sprint 170 Integration Summary
+3	0	Regression watchlist for promoted pairs
+4	0	Documentation pack for language support + migration playbooks
+2	0	AST-to-text regeneration policy schema
+2	0	Nullability + optionality canonical model bridge
+1	0	Corpus version diff and migration tools
+0	0	Artifact quality scoring and ranking engine
+0	0	Kotlin Generator
+2	0	Autonomous loop controller with “green or explicit blocked” contract
+1	0	`whetstone_validate_patch_scope` MCP tool
+3	0	Sprint 198 Integration Summary
+3	0	Sprint 84 integration summary + regression
+2	0	Source-vs-runtime drift comparator model
+1	0	`whetstone_generate_reprojection_plan` MCP tool
+2	0	Localization-ready artifact schema
+0	0	Release Readiness Gate Pack
+1	0	`whetstone_apply_best_practice_pack` MCP tool
+0	0	Go + C++ + Elisp Parser Deepening
+4	0	Self-Hosting Progress Report + Phase Integration
+2	0	`whetstone_ingest_legacy_to_ir` MCP tool
+3	0	Sprint 74 integration summary + regression
+0	0	Annotate Whetstone's Own Code
+0	0	C interop adapter deepening
+2	0	Refactor pattern schema and metadata model
+2	0	Python/TypeScript Constructive Edit Adapter
+3	0	Sprint 159 integration summary + regression
+0	0	Scope ambiguity diagnostics
+4	0	Standards publication bundle
+1	0	`whetstone_set_zero_trust_policy` MCP tool
+0	0	Benchmark runner and metrics export
+0	0	Template parameter validation engine
+0	0	Transpile Whetstone Modules
+1	0	Phase 13c Integration — Keyboard Shortcuts Help Panel
+0	0	Deterministic plan fingerprinting
+3	0	Numerical regression gate integration
+3	0	Sprint 147 integration summary + regression
+2	0	Pair-specific hint model interface
+2	0	Parallel partitioning semantics model
+2	0	Node identity preservation policy model
+3	0	Sprint 83 integration summary + regression
+4	0	`whetstone_generate_localized_migration_report` MCP tool
+2	0	Determinism and recovery qualification packet model
+0	0	Starvation prevention mechanism
+3	0	Sprint 166 Integration Summary
+0	0	C# Parser
+4	0	Guided transpilation exercise framework
+3	0	Sprint 42 Integration Summary
+4	0	Runtime compatibility risk report generator
+2	0	Interrupt and ISR semantics packet model
+1	0	Loop integration for auto-fix attempt
+4	0	Marketplace governance report artifact
+2	0	`whetstone_get_language_contract` MCP tool
+2	0	Triage packet bundle model
+1	0	`whetstone_probe_toolchain_provider` runtime implementation
+4	0	Reporting templates for C++ review teams
+1	0	`whetstone_query_transpile_graph` MCP tool
+3	0	Sprint 86 integration summary + regression
+0	0	Preconditions/postconditions validator for patterns
+0	0	File Tree Panel
+4	0	Runtime selection report artifact
+0	0	Taskitem Generator v2
+4	0	Toolchain readiness report artifact
+0	0	Promotion policy for tuned packs
+4	0	Family acceptance and divergence report
+0	0	Edge Case Cleanup
+0	0	Promotion gate for accepted proposals
+4	0	Release readiness scoreboard
+3	0	Sprint 180 Integration Summary
+0	0	Interop certification policy bindings
+2	0	Threat Model Integration
+1	0	`whetstone_analyze_data_pipeline_semantics` MCP tool
+4	0	Low-level acceptance report + waiver system
+3	0	Sprint 101 integration summary + regression
+2	0	MCP initialize — add `instructions` field
+4	0	Regeneration stability report artifact
+0	0	Sprint 25 Summary + Post-25 Readiness
+0	0	Trend and recurrence detector
+3	0	Sprint 155 integration summary + full-program regression
+1	0	Sprint 30 Integration + Summary
+2	0	Environment-Aware Pipeline Hooks
+2	0	Benchmark ingestion support for projection schema
+0	0	Per-section recall/precision metrics
+1	0	`whetstone_assemble_context` MCP tool
+1	0	`whetstone_debug_until_green` MCP orchestrator tool
+4	0	Per-target projection validation report
+0	0	Queue blocker gap classifier
+1	0	Plugin sandbox execution policy
+0	0	Pattern recurrence detector from graph signals
+2	0	Pair selection strategy engine (hot pairs, random sampling, full sweeps)
+0	0	Fix candidate generator
+3	0	Rebuild whetstone_mcp + smoke test
+4	0	Explainability report template pack
+3	0	`whetstone_probe_mcp_runtime_health` MCP tool
+4	0	Family-level acceptance report generator
+3	0	Sprint 100 integration summary + full-program regression
+3	0	Sprint 98 integration summary + regression
+0	0	WorkflowState.h — Project-Level Workflow Tracking
+3	0	Sprint 205 Integration Summary
+1	0	`whetstone_get_epoch_workstreams` MCP tool
+2	0	Prioritization scoring model (impact x frequency x tier)
+4	0	Lock metadata documentation packet
+4	0	Escalation report composer
+3	0	Sprint 160 integration summary + full-program regression
+2	0	Capability declaration struct generator
+4	0	Lock validation aggregate report fields
+3	0	Sprint 167 Integration Summary
+1	0	Gold benchmark curation pipeline
+1	0	RoutingEngine.h — Annotation-to-Dispatch Logic
+4	0	`whetstone_get_federated_verification_report` MCP tool
+2	0	Generic/monomorphization intent model
+1	0	`whetstone_estimate_porting_cost` MCP tool
+4	0	C++ constructive loop report artifact
+4	0	Epoch kickoff report artifact
+4	0	Cost Tracking + Reporting
+0	0	Long-range blocker taxonomy
+4	0	Campaign report bundle generator
+4	0	`whetstone_get_sync_identity_report` MCP tool
+3	0	Sprint 45 Integration Summary
+0	0	Template Class Declarations
+1	0	Route-to-deterministic policy hook
+3	0	Sprint 103 integration summary + regression
+1	0	Pipeline summary propagation of call plan
+4	0	Patch proposal review report artifact
+2	0	Profile-backed readiness and qualification packet model
+4	0	`whetstone_generate_localized_migration_report` MCP tool
+2	0	Type System Translation
+1	0	`whetstone_get_regeneration_trace_generic` MCP tool
+4	0	Benchmark scorecard generator per pair
+4	0	Runtime freshness report artifact
+2	0	Merge impact and provenance model
+2	0	New AST Nodes — Class/Interface/Generic
+4	0	Family acceptance and divergence report
+3	0	Sprint 130 integration summary + regression
+2	0	Perf benchmark harness contract
+2	0	Data lineage canonical model
+3	0	Sprint 109 integration summary + regression
+4	0	Security Report Generation
+3	0	Safety Audit via Annotations
+0	0	Candidate auto-selector
+4	0	Practice adoption and outcome report artifact
+1	0	Sanitizer gate integration (ASan/UBSan profile hooks)
+4	0	Enterprise rollout report template
+3	0	Convention Extractor + Validator (tests: unit, negative, regression)
+4	0	Incremental sync report artifact
+1	0	Auto-containment strategy hooks
+0	0	Multi-Language Project Orchestration
+1	0	Phase 12a Integration Tests
+2	0	Integrity attestation packet schema
+3	0	Sprint 107 integration summary + regression
+2	0	Plugin manifest and capability declaration model
+2	0	Session-level mode override model
+3	0	Sprint 200 Integration Summary
+2	0	`whetstone_run_constructive_ga_gate` MCP tool
+4	0	Team onboarding readiness report artifact
+1	0	Orchestrator RPC + MCP
+3	0	Sprint 67 integration summary + regression
+0	0	Job status subscriber panel
+1	0	`whetstone_verify_simulation_port` MCP tool
+2	0	Zero-trust policy model for execution surfaces
+1	0	`whetstone_get_slm_debug_readiness` MCP tool
+3	0	Sprint 102 integration summary + regression
+4	0	Cross-language constructive execution report artifact
+0	0	MySQL lowering/raising adapters
+0	0	Accessibility Baseline Pass
+1	0	`whetstone_get_recovery_advice` MCP tool
+3	0	Sprint 106 integration summary + regression
+3	0	Sprint 143 integration summary + regression
+3	0	Sprint 133 integration summary + regression
+4	0	Replay/transaction reliability report artifact
+2	0	`whetstone_start_recording` + `whetstone_get_metrics` MCP tools
+0	0	C++ Generator — Inheritance + Templates
+2	0	`whetstone_preview_text_ast_merge` MCP tool
+1	0	tools.json refresh — add all Sprint 32-35 tools
+3	0	Sprint 65 integration summary + regression
+0	0	Generator Implementations — Python/C++/Rust/Go
+0	0	Multi-file conflict detection during execution
+1	0	`whetstone_start_iteration_session` MCP tool
+3	0	Sprint 50 integration summary + regression
+1	0	`whetstone_plan_preventive_maintenance` MCP tool
+3	0	Sprint 63 integration summary + regression
+0	0	Pre-Apply Validation Gate
+4	0	Epoch renewal publication bundle
+3	0	Sprint 173 Integration Summary
+4	0	Guided Architect-to-Execution Demo Mode
+1	0	Semanno Sidecar Integration
+4	0	Resilience operations report artifact
+2	0	Contract conformance score model
+4	0	Semantic memory report artifact
+3	0	Sprint 134 integration summary + regression
+4	0	Security Report Generation
+3	0	Sprint 188 Integration Summary
+4	0	Requirements gap report
+2	0	C++ formatting/styling guard model
+0	0	Security Testing Skeleton Generation
+3	0	Sprint 82 integration summary + regression
+4	0	`whetstone_get_reference_conformance_report` MCP tool
+0	0	Multi-service rollback choreography policy
+2	0	Test output parser — gtest format
+2	0	Language operation support policy model (`edit`, `sync`, `regenerate`, `merge`, `build_test`)
+1	0	`whetstone_get_certification_status` MCP tool
+0	0	Deterministic threshold profile selection
+3	0	Phase 21b Integration + Sprint Summary
+2	0	Real replay suite wiring to runtime traces
+0	0	Panel Registration System
+2	0	LTS baseline criteria schema
+3	0	Mode transition event packet model
+4	0	Pattern efficacy report artifact
+2	0	Campaign queue policy model
+3	0	Sprint 149 integration summary + regression
+1	0	Lint executor integration
+0	0	Task Detail View
+0	0	Distributed path in FeedbackLoopOrchestrator
+0	0	Recommendation engine for applicable packs
+4	0	Localized report generation pipeline
+2	0	Agent Chat Panel model
+2	0	Binary/interface diff engine integration
+4	0	Constructive GA publication bundle
+1	0	`whetstone_run_improvement_trial` MCP tool
+2	0	Determinism mode packet (`strict`, `best-effort`)
+4	0	Debt burn-down report artifact
+4	0	`whetstone_get_pair_scorecard` MCP tool
+0	0	Symbol Scope Extractor
+2	0	MCP execution event schema
+1	0	API Boundary Preservation
+1	0	`whetstone_transpile_low_level_family` MCP tool
+2	0	Constructive loop orchestration schema
+1	0	MCP Server Configuration + Discovery
+4	0	Program constitution + handbook publication bundle
+1	0	Operation Selector API
+4	0	Self-Hosting Metrics Report
+1	0	Phase 13d Integration + Sprint 13 Summary
+4	0	Localized report generation pipeline
+4	0	SemannoFormat.h — Comment Format Standard
+3	0	Sprint 69 integration summary + regression
+4	0	Misclassification report export
+0	0	Deterministic data-sample replay runner
+0	0	Analytics migration dossier template
+0	0	Checkpoint and rollback node insertion
+0	0	Method completion planner
+4	0	Regeneration stability report artifact
+0	0	Dynamic strictness policy engine (`lenient/balanced/strict`)

specialists/data/generated/worker_type_eval.tsv

@@ -0,0 +1,52 @@
+0	0	Snapshot persistence (sidecar integration)
+1	0	`whetstone_preview_regeneration_diff_generic` MCP tool
+2	0	Phase 25a Integration
+3	0	Sprint 116 integration summary + regression
+0	0	Debug assist packet bundle model
+1	0	`whetstone_score_failure_triage` MCP tool
+3	0	Regression watchlist for promoted pairs
+2	0	Architecture Templates
+3	0	Phase 10d Integration Tests
+2	0	Phase 21a Integration
+2	0	Result Acceptance Protocol
+2	0	Guided transpilation exercise framework
+0	0	Patch proposal schema and provenance model
+2	0	`whetstone_publish_roadmap_epoch` MCP tool
+0	0	Compliance policy binding engine
+2	0	Workflow Session Protocol
+3	0	Sprint 181 Integration Summary
+2	0	Language-specific method body scaffolding for core patterns
+0	0	Sprint 27 Integration + Summary
+3	0	Phase 15b Integration — Full Protocol Test
+0	0	Long-range edit graph planner
+3	0	Sprint 120 integration summary + regression
+0	0	Federated governance report generator
+3	0	Sprint 66 integration summary + regression
+3	0	Sprint 204 Integration Summary
+2	0	Phase 27a Integration
+1	0	Review Gates
+3	0	Sprint 55 integration summary + regression
+0	0	LTS baseline criteria schema
+0	0	Replay comparison and divergence classification runtime model
+3	0	Sprint 101 integration summary + regression
+2	0	Retry/Escalation Protocol for Constraint Failures
+0	0	Compatibility policy profiles by interface criticality
+0	0	Language support tiers + gates
+2	0	Phase 13d Integration + Sprint 13 Summary
+1	0	Deterministic triage queue planner model
+1	0	Unmappable semantic blocklist + mandatory review gate
+2	0	Phase 23a Integration
+1	0	`whetstone_preview_text_ast_merge_generic` MCP tool
+3	0	Sprint 132 integration summary + regression
+2	0	Phase 27a Integration
+3	0	Sprint 71 integration summary + regression
+2	0	Phase 14b Integration
+0	0	Epoch-2 workstream schema and ownership map
+3	0	Sprint 141 integration summary + regression
+3	0	AST-native projection benchmark suite
+0	0	Certification evidence archive format v2
+2	0	Phase 29a Integration
+0	0	Tier promotion engine (beta->stable)
+1	0	Quarterly lock/review cadence policy
+1	0	Diagnostic normalization runtime implementation model
+2	0	Phase 22a Integration

specialists/data/generated/worker_type_projects_eval.tsv

@@ -0,0 +1,63 @@
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Plan Build a streaming join worker correlating click and | Build a streaming join worker correlating click and conversion events with watermark logic.
+0	0	Define verification and readiness surface | Build a live notifications hub with subscription filters, fanout, and reconnect replay support.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+1	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | Build a secrets rotation scheduler with lease tracking, retry plans, and notifications.
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+0	0	Define verification and readiness surface | Build kanban API with boards, columns, cards, drag reorder, and activity history.
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+0	0	Plan Build an IoT telemetry gateway supporting MQTT ingestion | Build an IoT telemetry gateway supporting MQTT ingestion, validation, and stream forwarding.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a CLI todo manager with add/list/done/delete commands and JSON file storage.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+1	0	Define verification and readiness surface | Build a ledger reconciliation service with strict double-entry invariants, idempotent replay, rollback checkpoints, and 
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a whiteboard sync backend with operational ordering and conflict-safe patch application.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+0	0	Define verification and readiness surface | Build an image conversion CLI with resize, format conversion, and batch mode support.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Plan Split monolithic endpoint into read/write paths while preserving | Split monolithic endpoint into read/write paths while preserving latency and memory budgets and updating observability d
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+3	0	Define verification and readiness surface | Build portfolio tracker with holdings, transactions, PnL snapshots, and benchmark comparison.
+0	0	Define verification and readiness surface | Build checkout backend coordinating address, shipping options, totals, and payment intent creation.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+0	0	Define verification and readiness surface | Build chat bot backend with slash commands, permission checks, and scheduled digests.
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | Build a contacts service with import/export, deduplication, and fuzzy name search.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+0	0	Define verification and readiness surface | Build realtime polling backend with vote dedupe, room join, and result broadcast.
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+0	0	Plan Upgrade API contract from v1 to v2 backend | Upgrade API contract from v1 to v2: backend handlers, OpenAPI schema, generated client SDK, frontend integration, and co
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+0	0	Plan Build a streaming detector with keyed state windows | Build a streaming detector with keyed state windows, out-of-order event handling, watermark policy, and deterministic re
+0	0	Define verification and readiness surface | Build a release notes generator from commits, PR labels, and issue references.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+0	0	Define verification and readiness surface | Build a change-data-capture processor that applies upserts/deletes and checkpoints offsets.
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+0	0	Define verification and readiness surface | Build a model registry API supporting stages, approvals, rollback, and signed artifact links.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+1	0	Define verification and readiness surface | Build a ledger reconciliation service with strict double-entry invariants, idempotent replay, rollback checkpoints, and 
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua

specialists/data/generated/worker_type_projects_train.tsv

@@ -0,0 +1,361 @@
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | Build job queue service with delayed jobs, retries, visibility timeout, and metrics.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+0	0	Define verification and readiness surface | Build a CLI password vault with encrypted local storage and master-key unlock.
+0	0	Define verification and readiness surface | Build order management with status machine, cancellation rules, and shipment events.
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+1	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | Build a registry mirror service with digest verification, cache pruning, and pull-through.
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+0	0	Define verification and readiness surface | Build a websocket chat server with rooms, presence, typing indicators, and message history.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+0	0	Define verification and readiness surface | Build subscription billing engine with proration, trials, coupons, and failed-payment retries.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+0	0	Define verification and readiness surface | Build invoice generator with tax calculation, due schedules, and PDF export metadata.
+0	0	Define verification and readiness surface | Build a webhook dispatcher with retries, signature verification, dead-letter queue, and backoff.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Plan Build a ticker stream service with topic subscriptions | Build a ticker stream service with topic subscriptions and throttled update delivery.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a ledger reconciliation service with strict double-entry invariants, idempotent replay, rollback checkpoints, and 
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a CLI log tailer with multi-file follow, regex filters, and output highlighting.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a CSV analyzer CLI with schema inference, summary stats, and filter expressions.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build returns API with RMA creation, restock policy, and refund eligibility checks.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a service monitor that runs health checks, tracks SLO windows, and pages on breaches.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build expense backend with receipt OCR placeholders, category budgets, and recurring expenses.
+0	0	Define verification and readiness surface | Build a harness that transpiles class-heavy source modules across multiple target languages and validates class/method p
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+1	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+0	0	Define verification and readiness surface | Build matchmaking service with queue buckets, skill-based pairing, and timeout fallback.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+0	0	Plan Build an incremental snapshot builder that compacts event | Build an incremental snapshot builder that compacts event logs into query-optimized state.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+0	0	Define verification and readiness surface | Build a REST Todo API with CRUD, pagination, filtering by status, and SQLite persistence.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+0	0	Plan Add normalized address schema migrate legacy rows with | Add normalized address schema, migrate legacy rows with backfill job, dual-read/write transition, and rollback script.
+0	0	Define verification and readiness surface | Build a log enrichment batch job joining geo data and user agents with partitioned output.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+0	0	Define verification and readiness surface | Build a URL shortener API with custom aliases, redirect tracking, and expiration support.
+0	0	Define verification and readiness surface | Build meeting notes API with templates, attendee action items, and follow-up reminders.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build cart service with item merge, discount application, and inventory reservation integration.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build session store service with token revocation, idle timeout, and concurrent login policy.
+0	0	Define verification and readiness surface | Build a secret rotation controller with staged rollout, canary verification, rollback triggers, and explicit blast-radiu
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+1	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+1	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Plan shared sync core plus Android/Desktop/Web projections with platform-specific | Implement shared sync core plus Android/Desktop/Web projections with platform-specific persistence and transport adapter
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+1	0	Define verification and readiness surface | Build a ledger reconciliation service with strict double-entry invariants, idempotent replay, rollback checkpoints, and 
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+0	0	Define verification and readiness surface | Build LLM guardrail service for policy checks, PII filtering, and response classification.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a multi-tenant limiter with token bucket + sliding window hybrid policy, burst fairness guarantees, and lock-free 
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a Kubernetes manifest linter enforcing probes, limits, and namespace policy.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+0	0	Define verification and readiness surface | Build an API for file metadata indexing, search by attributes, and soft delete recovery.
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | Build experiment tracking backend storing params, metrics, artifacts, and compare queries.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build user profile service with avatars, privacy settings, and profile completeness scoring.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+0	0	Define verification and readiness surface | Build batch inference pipeline reading partitions, loading model, and writing scored outputs.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | Build a JWT auth service with register, login, refresh token rotation, and password hashing.
+0	0	Define verification and readiness surface | Build notification preferences API with channel rules, quiet hours, and topic subscriptions.
+0	0	Plan Build a CI orchestrator service triggering jobs tracking | Build a CI orchestrator service triggering jobs, tracking states, and emitting summaries.
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+1	0	Define verification and readiness surface | Build a ledger reconciliation service with strict double-entry invariants, idempotent replay, rollback checkpoints, and 
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | Build a harness that transpiles class-heavy source modules across multiple target languages and validates class/method p
+0	0	Plan telemetry agent for linux arduino targets using shared | Implement telemetry agent for linux + arduino targets using shared serialization core and target-specific runtime wrappe
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build prompt evaluation runner with rubric scoring, aggregate metrics, and reproducible reports.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a feature store service with online/offline reads and point-in-time correctness.
+1	0	Define verification and readiness surface | Build a ledger reconciliation service with strict double-entry invariants, idempotent replay, rollback checkpoints, and 
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build wiki backend with page versions, backlinks, and markdown rendering pipeline hooks.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build drift detection worker comparing live feature distributions against reference baselines.
+0	0	Define verification and readiness surface | Build form builder backend with schema validation, submissions, and analytics counters.
+0	0	Define verification and readiness surface | Build email campaign manager with lists, segmentation, scheduling, and bounce tracking.
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+0	0	Define verification and readiness surface | Build an access gateway that evaluates hierarchical allow/deny policies with shadow rules, policy versioning, and explai
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a presence tracker with heartbeat timeout, status transitions, and shard-safe updates.
+0	0	Define verification and readiness surface | Build payments API with idempotency keys, ledger-safe transfers, and webhook callbacks.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Plan Build a task runner CLI that reads YAML | Build a task runner CLI that reads YAML tasks and executes dependency-aware command graphs.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build configuration service with versioned configs, staged rollout, and validation checks.
+1	0	Define verification and readiness surface | Build a ledger reconciliation service with strict double-entry invariants, idempotent replay, rollback checkpoints, and 
+0	0	Define verification and readiness surface | Build warehouse picking service with wave assignment, pick confirmation, and shortage handling.
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build shipping label worker integrating carrier rates, label generation, and tracking updates.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a metrics aggregation worker with tumbling windows, late data handling, and rollups.
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+1	0	Define verification and readiness surface | Build a ledger reconciliation service with strict double-entry invariants, idempotent replay, rollback checkpoints, and 
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build backup retention manager with policy tiers, legal hold support, and deletion safety checks.
+0	0	Plan Build reconciliation service matching ledger entries to bank | Build reconciliation service matching ledger entries to bank statements with mismatch reporting.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build an ETL pipeline that ingests orders CSV, validates schema, and loads curated tables.
+0	0	Define verification and readiness surface | Build search suggest API with prefix index, typo tolerance, and popularity boosting.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+1	0	Define verification and readiness surface | Build a ledger reconciliation service with strict double-entry invariants, idempotent replay, rollback checkpoints, and 
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+1	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | Build a feature flag API with environments, targeting rules, and rollout percentages.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+0	0	Plan Replace search ranking pipeline behind feature flag with | Replace search ranking pipeline behind feature flag with staged rollout, telemetry checks, and automatic abort trigger.
+0	0	Define verification and readiness surface | Build a training scheduler with queue priorities, resource quotas, and retry policies.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+0	0	Define verification and readiness surface | Build a gateway that validates incoming payloads against versioned contracts, performs semantic constraint checks, and e
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a backup CLI with include/exclude rules, incremental snapshots, and restore command.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+0	0	Define verification and readiness surface | Build pricing engine with currency handling, promotions, and time-bound campaign rules.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+0	0	Define verification and readiness surface | Build an event deduplicator using idempotency keys, time windows, and replay-safe writes.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+0	0	Define verification and readiness surface | Build dataset version management with lineage metadata, immutable snapshots, and diff operations.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+0	0	Define verification and readiness surface | Build tax report backend aggregating gains/losses and generating filing-year summaries.
+0	0	Define verification and readiness surface | Build distributed rate limiter with fixed/sliding window modes and policy APIs.
+0	0	Define verification and readiness surface | Build telemetry collector with trace/span ingestion, sampling, and export adapters.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | Build a CRDT-based collaborative notes backend with causal metadata, merge convergence proofs, tombstone compaction, and
+0	0	Define verification and readiness surface | Build a loader from object storage to warehouse with schema evolution and retry checkpoints.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+0	0	Define verification and readiness surface | Build access control service with RBAC roles, permissions, and resource-scoped grants.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+3	0	Define verification and readiness surface | Refactor billing pipeline to introduce idempotency keys and rollback checkpoints across ledger service, queue worker, re
+0	0	Define verification and readiness surface | Build a CDC replication worker that handles schema evolution, backfill merges, checkpoint consistency, and deterministic
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+1	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+0	0	Plan Build drift detection comparing desired and observed infra | Build drift detection comparing desired and observed infra states with actionable diff reports.
+1	0	Define verification and readiness surface | Build a ledger reconciliation service with strict double-entry invariants, idempotent replay, rollback checkpoints, and 
+0	0	Define verification and readiness surface | Build product catalog API with variants, facets, search indexing hooks, and soft delete.
+0	0	Define verification and readiness surface | Build a realtime log viewer backend with tail sessions, regex filters, and backpressure.
+1	0	Define verification and readiness surface | Build audit log service with immutable events, filtering, export, and retention policies.
+1	0	Define verification and readiness surface | Build localization service with key bundles, fallback locales, and missing-key diagnostics.
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a realtime cursor service broadcasting positions with rate limiting and stale cleanup.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+0	0	Define verification and readiness surface | Build a text diff CLI with unified output, word-level mode, and ignore-whitespace option.
+0	0	Define verification and readiness surface | Build calendar backend with events, recurrence rules, reminders, and timezone normalization.
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build inventory endpoints with stock reservation, release, and low-stock alerts.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+0	0	Define verification and readiness surface | Build an inference API with model loading, request validation, and batch prediction endpoint.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+0	0	Define verification and readiness surface | Build recommendation API combining collaborative and rule-based fallback candidate generation.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build an order saga orchestrator with compensating actions, timeout escalation, exactly-once message handling, and deter
+2	0	Plan Introduce deny-by-default RBAC policy and propagate through backend | Introduce deny-by-default RBAC policy and propagate through backend auth middleware, endpoint guards, frontend route gua
+2	0	Plan Build a generator that scaffolds Terraform modules with | Build a generator that scaffolds Terraform modules with inputs, outputs, and policy checks.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build a .env manager CLI with profile switch, validation, and secure redaction in output.
+1	0	Define verification and readiness surface | Build fraud rules engine with rule evaluation graph, score thresholds, and audit trails.
+0	0	Define verification and readiness surface | Build a CMS backend with posts, tags, draft/publish workflow, and role-based access control.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+1	0	Define verification and readiness surface | Build review moderation with profanity checks, spam heuristics, and moderation queue endpoints.
+0	0	Define verification and readiness surface | Build a log shipping agent with offset persistence, multiline parsing, and retries.
+0	0	Define verification and readiness surface | Build a data quality checker with null, range, uniqueness, and referential integrity rules.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+0	0	Define verification and readiness surface | Build payout scheduler with settlement windows, minimum thresholds, and retry-safe processing.
+3	0	Define verification and readiness surface | All core features implemented Tests passing
+2	0	Align docs with bootstrap architecture | Build KYC workflow with document checks, status transitions, and reviewer assignment queues.
+1	0	Define verification and readiness surface | Build a distributed scheduler with per-resource mutex locks, lease renewal, deadlock avoidance ordering, and determinist
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+1	0	Define verification and readiness surface | Build an incremental build executor over a DAG with content-hash invalidation, topological scheduling, cycle diagnostics
+2	0	Align docs with bootstrap architecture | Build document search service with indexing, permissions filtering, and ranking features.
+3	0	Define verification and readiness surface | Build a CRDT-based collaborative notes backend with causal metadata, merge convergence proofs, tombstone compaction, and
+0	0	Define verification and readiness surface | Build a notes sync API with optimistic concurrency, conflict detection, and change feed endpoints.
+0	0	Define verification and readiness surface | Build OCR queue processor with job retries, dead-letter handling, and extraction status API.
+0	0	Define verification and readiness surface | Build shared core and projections but omit projection contract fields intentionally.
+1	0	Define verification and readiness surface | Build a PII redaction pipeline masking emails, phones, and IDs with audit logging.
+3	0	Define verification and readiness surface | All core features implemented Tests passing

specialists/data/generated/worker_type_train.tsv

@@ -0,0 +1,300 @@
+1	0	`whetstone_get_sync_diagnostics` MCP tool
+3	0	Regression fixtures for under-constrained vs capability-limited cases
+3	0	Sprint 83 integration summary + regression
+1	0	Audit trail and inspection
+3	0	Sprint 99 integration summary + regression
+3	0	Security Testing Skeleton Generation
+2	0	Phase 25b Integration
+3	0	Sprint 115 integration summary + regression
+0	0	Feedback Loop — Rejection Re-Routing
+2	0	Long-horizon roadmap planning engine v2
+2	0	Retry/Escalation Protocol for Constraint Failures
+0	0	`BuildErrorRecord` schema
+2	0	Phase 26a Integration
+3	0	Sprint 179 Integration Summary
+0	0	Policy-compliance auto-checkpoint integration
+2	0	Refactor grammar generator to use normalized schema IR
+3	0	Intake-to-Queue Simulation Harness
+3	0	Sprint 50 integration summary + regression
+1	0	Human review queue generator from ambiguities
+2	0	Scaffold File Generation
+3	0	Sprint 85 integration summary + regression
+0	0	`whetstone_get_swarm_maintenance_status` MCP tool
+3	0	Sprint 157 integration summary + regression
+3	0	Full historical regression + post-release checklist
+1	0	`whetstone_normalize_diagnostics` runtime implementation
+3	0	End-to-end — Python PriorityQueue → C++, Rust, Go
+2	0	Phase 12d Integration + Sprint 12 Summary
+1	0	False-green diagnostic class
+3	0	Sprint 86 integration summary + regression
+3	0	Sprint 64 integration summary + regression
+3	0	Sprint 142 integration summary + regression
+1	0	Priority-focused review queue shaping engine
+1	0	Efficiency diagnostics and trend report
+0	0	Context slice canonicalization for handoffs
+0	0	Context Bundle Format
+3	0	Reference implementation harness for IR/evidence specs
+1	0	Constraint completeness diagnostics
+1	0	Porting review board model
+0	0	Maintenance demand estimator
+0	0	`whetstone_get_program_kpis` MCP tool
+1	0	Tool-surface diagnostics report artifact
+3	0	Rust runner adapter for harness
+2	0	`whetstone_verify_architecture_consistency` MCP tool
+1	0	Security scan orchestrator for generated targets
+1	0	Strictness audit utility and baseline report
+0	0	Sprint pipeline summary enrichment
+0	0	C Parser — Functions, Structs, Enums
+1	0	Call Stack and Frame Inspector
+3	0	Sprint 74 integration summary + regression
+2	0	Phase 25b Integration
+0	0	Binary/interface diff engine integration
+3	0	Sprint 125 integration summary + regression
+1	0	Reviewer quorum policy model for critical approvals
+1	0	Conflict preview and impact estimator model
+3	0	Test failure classifier
+3	0	Benchmark ingestion support for projection schema
+0	0	Artifact quality scoring and ranking engine
+3	0	Sprint 47 integration summary + regression
+0	0	`whetstone_assemble_context` MCP tool
+0	0	Legacy modernization dossier generator
+0	0	Step Engine
+1	0	Agent role contract schema (`analyzer`, `patcher`, `verifier`, `reviewer`)
+0	0	`whetstone_trigger_porting_incident_drill` MCP tool
+1	0	Lint diagnostics normalization
+1	0	AST mutation preview
+2	0	Burn-down planning optimizer
+1	0	KPI delta analysis engine for block review
+2	0	Long-horizon roadmap planning engine v2
+0	0	`whetstone_rollback_constructive_transaction` MCP tool
+2	0	Deterministic blocker taxonomy
+1	0	Docking Reliability Audit + Deterministic Layout Rules
+0	0	`whetstone_run_build_iteration` MCP tool
+1	0	Divergence triage model for interop failures
+2	0	Phase 36a Integration
+0	0	Language capability conformance report artifact
+3	0	`whetstone_run_pair_benchmark` MCP tool
+1	0	`whetstone_optimize_review_queue` MCP tool
+3	0	Sprint 205 Integration Summary
+1	0	Loop summary contract diagnostics
+2	0	Phase 13a Integration — Layout Persistence
+3	0	Sprint 189 Integration Summary
+2	0	Continuity drill framework and scoring
+2	0	Deterministic blocker taxonomy extension
+3	0	Cross-team benchmark comparator
+0	0	VB.NET lowering/raising adapters
+1	0	Review-Gate Policy Refinement
+2	0	Phase 14d Integration + Sprint 14 Summary
+0	0	Multi-language compile gate executor
+1	0	Dependency and supply-chain audit packet
+1	0	Reviewer-focused semantic diff summarizer
+1	0	Architect Review Surface for Intake
+2	0	Phase 24a Integration
+2	0	Long-range blocker taxonomy
+2	0	Result Acceptance Protocol
+1	0	Patch proposal review report artifact
+1	0	Parity diagnostics export
+3	0	Debug benchmark harness for fixture suites
+1	0	Triage packet bundle model
+1	0	Incremental sync diagnostics model
+2	0	Swarm maintenance job decomposition model
+0	0	Epoch kickoff report artifact
+3	0	Sprint 96 integration summary + regression
+2	0	Phase 32a Integration
+2	0	Self-Hosting Progress Report + Phase Integration
+2	0	Phase 13a Integration — Layout Persistence
+0	0	Sprint 28 Integration + Summary
+2	0	Migration Plan Generator
+2	0	Phase 20a Integration
+3	0	End-to-end replay + rollback scenario suite
+3	0	C++ runner adapter for harness
+1	0	Safety Audit via Annotations
+2	0	Phase 33a Integration
+3	0	Sprint 79 integration summary + regression
+0	0	Lisp lowering/raising adapters
+0	0	`whetstone_run_porting_gates` MCP tool
+1	0	Explainability compression model for rapid review
+2	0	Phase 32a Integration
+3	0	Sprint 51 integration summary + regression
+3	0	Sprint 175 Integration Summary
+3	0	Sprint 146 integration summary + regression
+2	0	Deterministic blocker taxonomy extension
+3	0	Sprint 139 integration summary + regression
+3	0	Sprint 90 integration summary + full-program regression
+3	0	Benchmark publication bundle
+2	0	Transpilation failure taxonomy schema
+3	0	Sprint 138 integration summary + regression
+1	0	Architect Review Interface
+1	0	Real adapter diagnostics in status tool
+0	0	Kotlin Parser
+1	0	Remediation router from gate diagnostics to tool actions
+0	0	Family promotion checks (experimental->beta)
+2	0	Phase 16a Integration
+3	0	Sprint 73 integration summary + regression
+2	0	Phase 13d Integration + Sprint 13 Summary
+0	0	AnnotationValidator — Subject 5-8 Rules
+0	0	Deterministic replay pack composer
+1	0	Assurance review dossier template
+3	0	Auto-tuning proposal generator from benchmark deltas
+1	0	`whetstone_get_distributed_triage_queue` MCP tool
+1	0	KPI anomaly triage model
+2	0	Phase 36a Integration
+2	0	Module Decomposition Engine
+1	0	Scope ambiguity diagnostics
+2	0	Phase 38a Integration
+1	0	Governance and audit report bundle
+2	0	Phase 13b Integration — Visual Consistency
+3	0	CI integration in build/test flow
+0	0	Zero-trust policy model for execution surfaces
+1	0	Patch execution audit bundle
+2	0	Phase 30a Integration
+1	0	Drift audit report artifact
+0	0	`whetstone_marketplace_search` MCP tool
+3	0	Cross-language class emission parity tests
+3	0	Test output parser — gtest format
+0	0	`whetstone_get_debug_campaign_status` MCP tool
+1	0	Dynamic family acceptance report + review queue wiring
+3	0	Sprint 191 Integration Summary
+2	0	Generator Updates + Phase 11c Integration
+1	0	Review effort estimator from ambiguity/risk packets
+3	0	Sprint 152 integration summary + regression
+2	0	Candidate generation engine from failure taxonomy
+0	0	Ambiguity packet model (`assumed`, `unknown`, `conflict`)
+3	0	Sprint 198 Integration Summary
+1	0	Memory Inspector UI Model
+0	0	Argument/result canonicalizer model
+3	0	Sprint 89 integration summary + regression
+1	0	Divergence classification and triage model
+0	0	`whetstone_run_constructive_loop` MCP tool
+1	0	Dependency Audit Annotations
+3	0	Benchmark runner and metrics export
+3	0	Sprint 62 integration summary + regression
+1	0	Review Comparison View
+1	0	Review SLA policy integration
+0	0	Failure injection and safety validation model
+1	0	Intent drift diagnostics export
+3	0	Sprint 186 Integration Summary
+0	0	Auto Type Deduction
+2	0	Scope and Milestone Decomposer
+2	0	Phase 25a Integration
+1	0	Constraint Violation Diagnostics
+2	0	Refactor pattern schema and metadata model
+1	0	`whetstone_normalize_diagnostics` MCP tool
+0	0	Replay/transaction reliability report artifact
+1	0	Reviewer effectiveness report artifact
+1	0	Post-incident continuity audit report model
+1	0	Entropy scanner — editor-side
+2	0	Phase 13c Integration — Keyboard Shortcuts Help Panel
+3	0	Test gate runner and minimal harness injection
+2	0	Backend framework adapter hooks
+0	0	Enhanced evidence requirements engine
+1	0	`whetstone_preview_regenerated_diff` MCP tool
+1	0	Hint safety guardrails and audit fields
+2	0	Refactor intent annotation model
+3	0	Sprint 137 integration summary + regression
+1	0	Reporting templates for C++ review teams
+0	0	Generic/monomorphization intent model
+0	0	`whetstone_compare_mcp_replays` MCP tool
+0	0	Memory Model Translation
+0	0	Schema evolution compatibility checker
+0	0	Closeout consistency gate
+0	0	Real-time constraint model (`deadline`, `jitter`, `period`)
+2	0	Workflow Session Protocol
+0	0	Include/import ordering normalization model
+2	0	Deprecation/succession lifecycle framework
+0	0	Trace Timeline Model
+1	0	Decision consistency analyzer across reviewers
+1	0	Profile compliance auditor integration
+0	0	`whetstone_plan_rollout_stage` MCP tool
+0	0	Top-level strictness gate
+0	0	Strict queue gate for execution contracts
+3	0	Sprint 58 integration summary + regression
+3	0	Sprint 48 integration summary + regression
+0	0	`whetstone_detect_text_ast_conflicts_generic` MCP tool
+2	0	Phase 19a Integration
+1	0	`whetstone_get_review_load_status` MCP tool
+3	0	Phase 19b Integration + Sprint Summary
+3	0	Sprint 200 Integration Summary
+0	0	Async/await state intent lowering
+1	0	Failure triage score model
+0	0	Plan fingerprinting and replay checks
+1	0	MCP replay diagnostics artifact
+0	0	Plugin compatibility resolver (core/API/version)
+1	0	Diagnostic normalization canonical model
+3	0	Test-to-source locator
+0	0	Debug action budget model
+2	0	Scaffold File Generation
+1	0	Canonical diagnostic normalization from provider/LSP output
+2	0	Backend framework adapter hooks
+3	0	Sprint 162 Integration Summary
+2	0	Phase 39a Integration
+0	0	ADT + pattern matching canonical lowering
+2	0	Verification gate integration for architecture artifacts
+0	0	Modernization RPC + MCP
+2	0	Phase 19a Integration
+3	0	Convention Extractor + Validator (tests: unit, negative, regression)
+1	0	`whetstone_preview_text_ast_merge` MCP tool
+0	0	ABI gate bindings to tier promotions
+2	0	Architecture claim linkage engine
+0	0	Permission conformance report artifact
+2	0	Phase 20a Integration
+2	0	Governance model refresh framework
+1	0	Sync diagnostics normalization model
+3	0	Sprint 63 integration summary + regression
+0	0	`whetstone_suggest_build_fix` MCP tool
+3	0	A/B + benchmark validation artifact update
+0	0	`whetstone_plan_tool_migrations` MCP tool
+3	0	Full regression + architecture gate
+0	0	C interop adapter deepening
+3	0	Phase 10e Integration Tests
+2	0	Phase 29a Integration
+2	0	Scope and Milestone Decomposer
+0	0	Multi-check gate orchestrator model
+1	0	Lint executor integration
+3	0	Sprint 118 integration summary + regression
+1	0	Dropped-content diagnostics packet
+0	0	Execution trace and recovery packet export
+2	0	Phase 18a Integration
+3	0	Sprint 45 Integration Summary
+2	0	Deterministic blocker taxonomy
+2	0	Refactor pattern schema and metadata model
+1	0	Reviewer decision ledger integration
+2	0	Phase 28a Integration
+2	0	Phase 37a Integration
+3	0	Sprint 114 integration summary + regression
+2	0	`whetstone_publish_roadmap_epoch` MCP tool
+1	0	`whetstone_review_porting_decision` MCP tool
+2	0	Language-specific method body scaffolding for core patterns
+1	0	Audit trail completeness checker
+1	0	C++ include fixer from gate diagnostics
+3	0	End-to-end capability inventory and gap scan
+1	0	Static registry scanner for `register*Tools` blocks
+2	0	Phase 31a Integration
+1	0	`whetstone_rank_failure_triage_actions` MCP tool
+3	0	Timing regression runner integration
+2	0	Phase 40a Integration
+1	0	Reviewer load and fatigue model
+2	0	Swarm maintenance job decomposition model
+2	0	Target projection blocker taxonomy
+0	0	Annotate Whetstone's Own Code
+2	0	Phase 15c Integration + Sprint 15 Summary
+0	0	Epoch block health re-baseline model
+3	0	Sprint 159 integration summary + regression
+1	0	Human Review Interface via MCP
+0	0	Transpile Whetstone Modules
+0	0	Capability matrix model
+2	0	Phase 14d Integration + Sprint 14 Summary
+3	0	Prior-Step Context Injector (tests: unit, integration)
+0	0	Unsafe-practice detection and quarantine
+3	0	Sprint 127 integration summary + regression
+1	0	`TaskitemQualityAuditor` — batch report
+3	0	Systemic regression detector
+0	0	Debug campaign spec model
+3	0	`whetstone_get_execution_attestation` MCP tool
+3	0	Sprint 72 integration summary + regression
+2	0	Self-Hosting Progress Report + Phase Integration
+0	0	C# Parser
+1	0	Ambiguity triage UI model and API
+0	0	F# Parser
+0	0	Result-to-ObservationRecord mapper
+0	0	Self-service escalation handoff hooks