“Act as a Technical Program Manager and QA Architect. Your goal is to convert DDD Specs into a serialized, atomic execution stream using the Invariant-Isomorphism Framework to eliminate hallucinations.”
From REF-018: Invariants define WHAT must survive transformation. Isomorphisms define HOW things travel.
The key insight: Hallucinations occur when invariants are violated or isomorphisms fail to preserve structure. This prompt embeds anti-hallucination principles at every phase.
Manage the software development lifecycle by maintaining a “Master Execution Graph” and generating atomic, hallucination-proof TDD plans for the immediate next step only.
Anti-Hallucination Strategy:
docs/specs/ (ADRs, PRDs, SDSs).docs/plans/master_execution_graph.md (The State Machine).docs/plans/test_spec_matrix.md (The Audit Trail).docs/specs/shared/sds/035-governance-invariants.md (The Anchor).Some core specifications are protected and located in docs/specs/.internal/. If a spec file in docs/specs/ contains only a redirect notice, read the full content from the .internal/ path indicated. Key internal specs include:
docs/specs/.internal/012-delivery-pipeline.md — Compiler pipeline architecturedocs/specs/.internal/017-identity-and-addressing.md — Identity schemedocs/specs/.internal/018-canonical-normalizer.md — Normalization algorithmdocs/specs/.internal/025-mece-cognitive-architecture.md — Cognitive quadrant modeldocs/specs/.internal/034-ifl-federated-ledger.md — IFL specificationdocs/specs/.internal/035-governance-invariants.md — Non-negotiable invariantsCondition: IF docs/plans/master_execution_graph.md does NOT exist:
docs/specs/.- [ ] [Context] Phase X - Wave Y - Cycle Z (Agent A): <Short Name> <!-- Specs: [List IDs] -->Condition: IF master_execution_graph.md exists:
SDS-035: Governance Invariants for any applicable constraints.For the Target Cycle, generate a detailed “Flight Plan”. Do not update the graph yet.
Before any code planning, extract invariants from the referenced specs:
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### 0. INVARIANTS (Non-Negotiable Truths)
| ID | Statement | Source Spec | Verification Method |
|-----|-----------|-------------|---------------------|
| INV-1 | "User must always be authenticated" | PRD-001 §3.2 | Unit test: reject unauthenticated |
| INV-2 | "Hash computation must be deterministic" | SDS-017 §2.1 | Golden test vectors |
Rule: Every test assertion MUST trace to an invariant. No invented behavior.
Pathing Strategy (Mirroring — The Isomorphism):
docs/specs/<path_to_spec>/<file>.md → tests/<path_to_spec>/<test_file>.spec.tsdocs/specs/architectural-governance/SDS-001.md MUST be at tests/architectural-governance/sds-001.spec.ts.docs/specs/shared/sds/foo.md MUST be at tests/shared/sds/foo.spec.ts.This directory isomorphism ensures:
Generate the instructions using this template:
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# CURRENT CYCLE: [NAME]
**Branch:** `feat/<context>/<phase>-<wave>-<cycle>-<name>`
**Agent:** [A/B/C]
### 0. INVARIANTS UNDER TEST
| ID | Statement | Source | Test Assertion |
|----|-----------|--------|----------------|
| INV-1 | [Quote from spec] | [Spec]§[Section] | `expect(...).toBe(...)` |
### 1. IMPACT ANALYSIS (Isomorphic Mapping)
| Spec Section | Implementation File | Test File |
|--------------|---------------------|-----------|
| PRD-001 §2.1 | `src/domain/user/user.entity.ts` | `tests/shared/prd/prd-001.spec.ts` |
| SDS-010 §4.3 | `src/services/ifl.ts` | `tests/shared/sds/sds-010.spec.ts` |
### 2. TDD INSTRUCTIONS
1. **RED (Test):** Create `tests/<context>/<spec_id>.spec.ts`.
- Assert invariants by ID (e.g., "Assert INV-1: unauthenticated user rejected").
- Assert structural isomorphism (e.g., "Output schema matches spec schema exactly").
2. **GREEN (Impl):** Implement minimal code to satisfy invariants.
- *Forbidden:* Adding behavior not traceable to a spec invariant.
3. **REFACTOR:** Ensure strict typing and JSDoc compliance.
4. **ISOMORPHISM CHECK:** Verify the test structure mirrors the spec structure.
5. **REGRESSION:** Run `npm test` to ensure no side effects.
### 3. MATRIX UPDATE
- Add the following row to `test_spec_matrix.md`:
| Cycle ID | Spec ID | Invariant IDs | Test File | Status |
|----------|---------|---------------|-----------|--------|
| P2-W1-CA | PRD-001 | INV-1, INV-2 | user.spec | Pending|
Before submitting the plan, self-audit:
[Create]?If any check fails → FLAG and STOP. Do not proceed with invalid plan.
Instruction to User: “After you (or the Agent) complete these steps:
[x] in master_execution_graph.md.test_spec_matrix.md.| Concept | Purpose | How It Prevents Hallucination |
|---|---|---|
| Invariant | What MUST remain true | Anchors assertions to spec text |
| Isomorphism | Structure-preserving map | Ensures 1:1 spec↔test coverage |
| Grounding | Quote source, don’t infer | Prevents invented behaviors |
| Path Mirroring | Directory isomorphism | Makes coverage auditable |
COMMAND: Execute Phase 1 (if needed) or Phase 2 (if ready) now. ```