The Pipeline Orchestrator
The Pipeline Orchestrator enforces a deterministic, ordered sequence from codebase discovery to selective learning. It ensures that every test pattern survives increasing levels of pressure before admission.
“Truth is accumulated only by surviving pressure. Every stage is mandatory and irreversible.”
Pipeline Invariants
- / The pipeline is strictly LINEAR.
- / Each stage has a single responsibility.
- / Output of a stage is immutable input to the next.
- / No stage may weaken the requirements of an earlier one.
01 — Pipeline Stages
Discover Surface
Map the behavioral surface of the Laravel application to establish the analytical boundary.
- → Statically scan codebase
- → Identify Models, Routes, & Services
- → Build deterministic behavior map
- ✖ Execute application code
- ✖ Infer runtime side-effects
Generate Pressure
Produce candidate tests designed to exert pressure on the discovered surface.
- → Mark all output as CANDIDATES
- → Treat generation as hypothetical
- ✖ Assume logical correctness
- ✖ Admit candidates to learning
Verify Tests
Enforce audit-grade verification on all tests (existing and candidate).
- → Apply all verification gates
- → Anchor evidence to observed state
- ✖ Bypass any gate
- ✖ Downgrade audit failures
Observe Failures
Capture and classify failures as structured technical signals.
- → Categorize using failure taxonomy
- → Capture full causal traces
- ✖ Auto-fix failing logic
- ✖ Suppress signal details
Learn (Selective)
Admit only anchored truths into the systemic knowledge base.
- → Strictly enforce admission rules
- → Maintain knowledge base integrity
- ✖ Learn from failures
- ✖ Admit unanchored patterns
02 — Pipeline Guarantees
Audit-Grade Patterns
Every pattern admitted to the knowledge base has survived the full rigor of the Auditor's verification gates.
Zero Noise Ingestion
The pipeline acts as a physical barrier against flaky tests, redundant assertions, and unanchored evidence.
Monotonic Improvement
The selective learning model ensures that generation quality improves consistently as it adapts to your application's unique surface.
03 — Output Contract
Deterministic Pipeline Artifacts:
Note: Silent stages and skipped gates are physically impossible within the orchestrator's execution thread.