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whetstone_DSL/specialists/data/generated/prereq_op_train.tsv

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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>
2026-03-31 22:55:51 -06:00
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
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