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TASK_PHASE6_RELEASE.md

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TASK: Phase 6 — Testing, Benchmarking, Personality Layer + Release

Created: 2026-03-31 Phase: 6 of 6 (FINAL) Branch: development Status: IN PROGRESS

Goal

Full integration + adversarial test suite. Profile benchmarks. Viking/Skald persona consistency scoring. MkDocs documentation site. v1.0.0 release with CHANGELOG, updated README, and Hugging Face model card.

Deliverables

File Status
TASK_PHASE6_RELEASE.md ✅ (this file)
benchmarks/__init__.py ✅
benchmarks/benchmark_profiles.py ✅
benchmarks/persona_consistency.py ✅
locustfile.py ✅
mkdocs.yml ✅
docs/index.md ✅
docs/quickstart.md ✅
docs/hardware_profiles.md ✅
docs/api.md ✅
CHANGELOG.md ✅
MODEL_CARD.md ✅
pyproject.toml — version 0.1.0 → 1.0.0 ✅
tests/test_phase6_integration.py ✅
tests/test_phase6_adversarial.py ✅
tests/test_phase6_release.py ✅

Module Descriptions

benchmarks/benchmark_profiles.py

  • BenchmarkQuery — query text + expected topic + min word count
  • BenchmarkResult — per-profile metrics: citation_accuracy, avg_response_words, avg_latency_ms, token_efficiency, enforcement_pass_rate, quality_summary
  • ProfileBenchmark — run(profile_id, queries=None, core=None) -> BenchmarkResult Uses ThoughtForgeCore in no-model mode; records latency, citation hits, enforcement status per query

benchmarks/persona_consistency.py

  • ConsistencyResult — consistency_score, total_turns, flagged_turns, generic_phrase_hits, norse_tone_hits, citation_turns, summary
  • PersonaConsistencyScorer — score(responses: list[str]) -> ConsistencyResult Checks for hard generic AI phrases (penalty), Norse/Skald tone markers (bonus), citation presence (bonus). Designed to validate the Skald persona across 100+ turns.
  • GENERIC_PHRASES — list of phrases that break character (as an AI, I cannot, etc.)
  • NORSE_TONE_MARKERS — tone words that reinforce persona

locustfile.py

  • ThoughtForgeUser(HttpUser) — Locust load test user Simulates concurrent think() calls via HTTP interface Tasks: single query, multi-turn conversation, knowledge-only mode

MkDocs site

  • mkdocs.yml — Material theme, nav structure, plugins
  • docs/index.md — Project vision, pillars, quick start command
  • docs/quickstart.md — Step-by-step 5-minute setup
  • docs/hardware_profiles.md — All 6 profiles with specs
  • docs/api.md — API reference for key classes

Test Strategy

tests/test_phase6_integration.py

  • Full think() pipeline end-to-end (no DB fallback)
  • FinalResponseRecord completeness (all fields present)
  • Multi-call stability (same core, 3 consecutive calls)
  • Knowledge-only mode returns valid text
  • enforcement_passed always bool, enforcement_notes always str

tests/test_phase6_adversarial.py

  • Empty string input → no crash, valid FinalResponseRecord
  • All-whitespace input → handled gracefully
  • Very long query (2000+ chars) → no crash
  • SQL injection string → treated as plain text (no crash)
  • Unicode + emoji query → no crash
  • Repeated identical query → stable output
  • Query with hallucinated QIDs → enforcement gate catches
  • Genericness phrases in synthetic response → EnforcementGate flags

tests/test_phase6_release.py

  • mkdocs.yml valid YAML + required keys
  • CHANGELOG.md mentions v1.0.0
  • pyproject.toml version == 1.0.0
  • MODEL_CARD.md exists and non-empty
  • BenchmarkResult dataclass fields + score ranges
  • ConsistencyResult dataclass fields + score range
  • PersonaConsistencyScorer returns valid result on sample data
  • locustfile.py exists and importable structure check

Next

v1.0 is the milestone — public demo + benchmark report. After Phase 6: tag v1.0.0, push to main, create GitHub release.