SEA-3.1-COMPLETE
- File: `[home-path]` — **created** (220 lines) - Imports `load_embeddings()` + `call_ollama_embedding()` from embedding_indexer.py - `route_message()` — vectorized cosine similarity, returns ranked candidates with tier labels - `FAST_PASS_THRESHOLD = 0.6` for high-confidence fast routing - `run_validation()` — 15-case routing accuracy suite - CLI: `--message`, `--threshold`, `--top-k`, `--validate`, `--json`
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SEA-3.1-COMPLETE
## Summary
Extended Tier 2 scoring to all 13 SEA skill entities. Built `tier2_scorer.py` with rich skill descriptions, hot/cold topic injection from state.json, and a 15-case validation suite covering every skill. Also built `tier1_router.py` (embedding-based fast routing) as the prerequisite Tier 1 component. All 13 profiles validate cleanly in dry-run mode.
## Changes
- File: `[home-path]` — created (380 lines)
- Scoring prompt template (battle-tested from SEA-0.2 benchmark)
- Rich `SKILL_DESCRIPTIONS` dict for all 13 skills (derived from SKILL.md + state.json)
- `score_skill()` / `score_skills()` — calls MiniMax with hot/cold topics from state.json
- `_parse_score_json()` — robust JSON extraction with markdown/noise tolerance
- `run_validation()` — 15-case suite testing all 13 skills against calibrated messages
- `dry_run_profiles()` — offline validation of all skill profile loading
- CLI: `--skill`, `--skills`, `--all`, `--validate`, `--dry-run`, `--json`
- File: `[home-path]` — created (220 lines)
- Imports `load_embeddings()` + `call_ollama_embedding()` from embedding_indexer.py
- `route_message()` — vectorized cosine similarity, returns ranked candidates with tier labels
- `FAST_PASS_THRESHOLD = 0.6` for high-confidence fast routing
- `run_validation()` — 15-case routing accuracy suite
- CLI: `--message`, `--threshold`, `--top-k`, `--validate`, `--json`
Skill Coverage (All 13)
| Skill | Description | Hot Topics | Cold Topics | Profile |
|---|---|---|---|---|
| phi:veritas | Truth & intellectual integrity | truth-seeking, fact verification, discernment | intuition, revelation | OK |
| phi:paradox | Contradictions & paradoxes | contradictions, assumption-challenging, ambiguity | hidden wisdom, tension | OK |
| phi:metaphysical | Cosmic interconnectedness | interconnectedness, unity, cosmic harmony | vibrations, duality | OK |
| art:creative | Idea generation & innovation | brainstorming, SCAMPER, innovation | mind mapping, creative feedback | OK |
| art:convergent | Merging diverse ideas | merging ideas, consensus building, unification | collaborative synergy | OK |
| art:divergent | Divergent thinking & branching | divergent thinking, multiple pathways | concept convergence | OK |
| art:synthesis | Multi-method synthesis | triangulation, fractal/metaphor synthesis | hyper synthesis, causal synthesis | OK |
| art:snark | Witty remarks & clever comebacks | witty remarks, game theory, strategic comm | payoff matrices, Nash equilibrium | OK |
| art:movement | Embodied sensor-spatial interaction | embodied cognition, kinesthetic learning | gesture recognition | OK |
| art:dj | Music composition & DJ | music composition, songwriting, soundscapes | genre blending | OK |
| nav:nonlinear | Chaos navigation & uncertainty | chaos navigation, serendipity, uncharted | order within chaos | OK |
| nav:organic | Organic growth & cultivation | organic growth, resilience, adaptive systems | idea nurturing | OK |
| nav:perspective | Viewpoint transformation | perspective shifting, multidimensional seeing | serendipitous discovery | OK |
## RTD Verification
- [x] Structure: both scripts exist at [home-path] follow existing patterns
- [x] Compilation: both import cleanly, all 13 profiles load
- [x] Integration: tier1_router imports from embedding_indexer, tier2_scorer reads state.json
- [x] Content: all 13 skills have rich descriptions, validation suites cover every skill
- [x] User Journey: `--dry-run` validates offline, `--validate` tests with live MiniMax
- [x] Deployment: committed with conventional commit
## Cross-Pollination
N/A — no cross-track dependencies
Promotion Decision
Promote into a technical note or architecture paper with implementation anchors.
Source Anchor
skill-entity-architecture/SEA-3.1-COMPLETE.md
Detected Structure
Method · Evaluation · Code Anchors · Architecture