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Sprint 003 findings + Sprint 004 pipeline decision audit plan - split_prereq_op_dataset.py: extract accepted/rejected/schema-drift rows per gate - gen_prereq_op_rsa_data.py: convert accepted rows to Fabricate TSV format - 1000-run extracted dataset: 1297 accepted prereq_op rows, 24 schema-drift - Key finding: needs_validate_intake always True; effective gate is binary (needs_resolve_dependencies 77%, needs_architect_review 20%) - Key finding: run corpus text is template-driven (17 unique inputs) — not suitable for text-based training; RSA exists before ideal input is available - ROADMAP: gate lifecycle framing — goal is choice of backend, not forced determinism; RSA operates on imperfect/mixed/incomplete input by design - training_data_strategy.md: taskitem-as-self-contained-work-unit constraint - SPRINT-003: updated with 1000-run results, text audit findings, design constraints - SPRINT-004: pipeline decision audit — manual walkthrough of every decision from project description to generated artifact; execute next session Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-12 21:43:17 -06:00
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: scenario 1 given when then; scenario 2 given when then; required artifacts and pass conditions | constraints: language runtime constraints; forbidden dependencies apis; determinism replay requirements
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: scenario 1 given when then; scenario 2 given when then; required artifacts and pass conditions | constraints: language runtime constraints; forbidden dependencies apis; determinism replay requirements
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one event; at least one event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language java; available libraries spring boot jackson jooq flyway; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: all sprint step tests pass; no regression in existing mcp tool behavior; generated task queue is ready or blockers are explicit | constraints: follow architecture gate requirements from sprint plan; keep changes deterministic and test backed
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one event; at least one event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: all sprint step tests pass; no regression in existing mcp tool behavior; generated task queue is ready or blockers are explicit | constraints: follow architecture gate requirements from sprint plan; keep changes deterministic and test backed
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: all sprint step tests pass; no regression in existing mcp tool behavior; generated task queue is ready or blockers are explicit | constraints: follow architecture gate requirements from sprint plan; keep changes deterministic and test backed
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language rust; available libraries axum serde tokio sqlx; use library apis explicitly where suitable in execution contracts
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language java; available libraries spring boot jackson jooq flyway; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language rust; available libraries axum serde tokio sqlx; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: scenario 1 given when then; scenario 2 given when then; required artifacts and pass conditions | constraints: language runtime constraints; forbidden dependencies apis; determinism replay requirements
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language rust; available libraries axum serde tokio sqlx; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: all sprint step tests pass; no regression in existing mcp tool behavior; generated task queue is ready or blockers are explicit | constraints: follow architecture gate requirements from sprint plan; keep changes deterministic and test backed
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: all sprint step tests pass; no regression in existing mcp tool behavior; generated task queue is ready or blockers are explicit | constraints: follow architecture gate requirements from sprint plan; keep changes deterministic and test backed
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language node; available libraries express zod prisma bullmq; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: generate deterministic taskitems with strict execution contracts; include selected library and preferred apis per task where applicable | constraints: primary language cpp; available libraries boost nlohmann json fmt; prefer explicit use of selected library apis in task execution contracts
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language node; available libraries express prisma zod
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language node; available libraries express prisma zod
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: generate deterministic taskitems with strict execution contracts; include selected library and preferred apis per task where applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy; prefer explicit use of selected library apis in task execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language node; available libraries express zod prisma bullmq; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: generate deterministic taskitems with strict execution contracts; include selected library and preferred apis per task where applicable | constraints: primary language cpp; available libraries boost nlohmann json fmt; prefer explicit use of selected library apis in task execution contracts
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: scenario 1 given when then; scenario 2 given when then; required artifacts and pass conditions | constraints: language runtime constraints; forbidden dependencies apis; determinism replay requirements
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language node; available libraries express zod prisma bullmq; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language node; available libraries express zod prisma bullmq; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts | constraints: primary language cpp; available libraries cublas nlohmann json numpy
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: all sprint step tests pass; no regression in existing mcp tool behavior; generated task queue is ready or blockers are explicit | constraints: follow architecture gate requirements from sprint plan; keep changes deterministic and test backed
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path
0 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: scenario 1 given when then; scenario 2 given when then; required artifacts and pass conditions | constraints: language runtime constraints; forbidden dependencies apis; determinism replay requirements
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language node; available libraries express zod prisma bullmq; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language node; available libraries express prisma zod
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language java; available libraries spring boot jackson jooq flyway; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: all sprint step tests pass; no regression in existing mcp tool behavior; generated task queue is ready or blockers are explicit | constraints: follow architecture gate requirements from sprint plan; keep changes deterministic and test backed
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: depends_on_prior_tasks | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language python; available libraries fastapi pydantic sqlalchemy requests; use library apis explicitly where suitable in execution contracts
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
0 0 title: Execution Readiness Primary | reasons: high_confidence_clear_path | accepts: at least one tool selection event; at least one tool execution event; no malformed mcp payloads; no unbounded loops
1 0 title: Intake Foundation Primary | reasons: high_confidence_clear_path | accepts: deterministic taskitems with strict execution contracts; include selected library and preferred apis when applicable | constraints: primary language go; available libraries gin sqlx zap segmentio kafka go; use library apis explicitly where suitable in execution contracts
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