What's New
This release restructures the pipeline around two frameworks from Anthropic's AI courses, plus integrates 16+ new pipeline enhancement features.
4 Ds + 4 Core Properties Integration
The pipeline now embeds Anthropic's frameworks as structural patterns, not bolt-on phases:
- The 4 Ds (human competencies): Delegation, Description, Discernment, Diligence
- The 4 Core Properties (machine behaviors): Next Token Prediction, Knowledge, Working Memory, Steerability
Concrete changes
- New
.claude/lib/framework.md— Reference document mapping all 8 principles to specific pipeline mechanics - All 12 phase prompts restructured to
CONSTRAINTS → CONTEXT → TASK → FORMAT → VERIFYorder- Constraints first exploits Next Token Prediction (model commits to limits before generating)
- VERIFY last anchors output structure (final tokens have strongest influence)
- Per Anthropic prompting docs: queries at the end can improve response quality by up to 30%
- Phase 0 Task Triage — Pre-Check now outputs Complexity, Risk, Recommended Profile, and Human Review fields. Orchestrator warns on profile mismatch but never auto-overrides — the human decides (Delegation principle)
- Compressed context passing — Phases 1, 3-5, 7-11 now receive
grep/sedextractions of just the sections they need, instead of fullcatartifact dumps. Reduces context rot. Phases 2 and 6 keep full artifacts as documented exceptions - Phase 6 Traceability matrix — build-report now contains explicit Critique Coverage and Requirements Coverage tables. Every issue from the adversarial review and every success criterion from the brief is mapped to the build step that addresses it
- 3 new cross-phase SOFT validators in
validator.md:critique_addressed— every HIGH/MEDIUM critique issue is addressed in build traceabilityrequirements_covered— every numbered success criterion is verified in builduncertainty_resolved— no NEEDS_RESEARCH/NEEDS_DETAIL/NEEDS_INPUT verdicts remain in design or plan- All section-scoped (not file-wide grep) to avoid false positives from prose mentions
config.mdFramework Principles section — codifies the prompt structure pattern + Context Budget Strategy table + Delegation Triage references
16+ Pipeline Enhancement Features (also merged in this release)
- New flags:
--dry-run,--fast,--fix,--auto,--quiet,--only,--preview,--test,--branch,--pr,--resume,--template - New commands:
/pipeline-undo,/pipeline-history,/pipeline-estimate,/pipeline-scan - New hooks:
notify.sh(cross-platform notifications),detect-project.sh(smart defaults from project type) - New templates: api-endpoint, auth-flow, crud-page, webhook
- New agents: suggestion-engine, code-scanner
- New lib files: error-patterns, next-steps, improvement-patterns, context-engine
fastprofile — skips QA phases 7-10, keeps safety checks- Intelligent suggestions — error-based fix recommendations with file:line references; context-aware next-step suggestions
Cleanup
CLAUDE.mdandREADME.mdreset to portable example templates so the pipeline framework drops cleanly into any project- Pipeline visualization (
pipeline-viz/) pixel-art reskin
Why It Matters
Each of the 8 framework principles now has a concrete pipeline mechanic:
| Principle | Mechanism |
|---|---|
| Delegation | Phase 0 Task Triage + profile-mismatch warning (advisory, never auto-overrides) |
| Description | CONSTRAINTS-first prompt structure across all phases |
| Discernment | Cross-phase validators check critique→build and requirements→build coverage |
| Diligence | Phase 6 Traceability matrix maps every issue and criterion to its resolution |
| Next Token Prediction | CONSTRAINTS at start, VERIFY at end (last tokens anchor output) |
| Knowledge | [UNCERTAIN]/[REVIEW_NEEDED] flags + design phase docs citation |
| Working Memory | Shell extractions instead of full artifact dumps |
| Steerability | Explicit output schemas + anti-pattern examples in each prompt |
Built By Itself
This release was built using the pipeline itself. Pre-check, brief, design, critique, plan, drift report, build report, and qa report are preserved at:
.claude/artifacts/20260507-220310-integrate-4ds-4-core-properties-into/
🤖 Generated with Claude Code