| --- |
| language: en |
| license: apache-2.0 |
| base_model: Qwen/Qwen3-14B |
| tags: |
| - tool-calling |
| - routing |
| - code-generation |
| - typescript |
| - healthcare |
| - aac |
| - qwen3 |
| - gguf |
| --- |
| |
| # prism-coder:14b — Dual-Purpose: Tool Routing + Healthcare TypeScript Coder |
|
|
| Fine-tuned Qwen3-14B for the [Prism AAC](https://github.com/dcostenco/prism-aac) / Synalux healthcare platform. |
|
|
| Two trained capabilities in one model family: |
| - **Routing** (v36): 6-tool routing for Prism MCP sessions — 100% BFCL |
| - **Coding** (v42): Synalux-pattern TypeScript code generation — 22/22 checks (100%) |
|
|
| --- |
|
|
| ## Coding Eval — v42 (Current Production Coder) |
|
|
| **22/22 (100%)** on the Synalux healthcare TypeScript eval. |
|
|
| Task: write a production Next.js API route for X12 835 ERA reconciliation against existing 837P claims. |
|
|
| | Check | Pass | |
| |-------|------| |
| | withAudit wrapper | ✓ | |
| | authenticateRequest | ✓ | |
| | supabaseAdmin (not client) | ✓ | |
| | cross-tenant guard (workspace_members + BILLING_ROLES) | ✓ | |
| | UUID_RX validation | ✓ | |
| | decryptPhi before PHI access | ✓ | |
| | HIPAA audit (hipaa_access_log) | ✓ | |
| | HIPAA non-blocking (.then) | ✓ | |
| | 409 already-reconciled guard | ✓ | |
| | 422 no CLP segments | ✓ | |
| | parse CLP segment | ✓ | |
| | parse SVC segment | ✓ | |
| | parse CAS CO (contractual) adjustment | ✓ | |
| | parse CAS PR (patient responsibility) | ✓ | |
| | GL cash_received entry | ✓ | |
| | GL contractual_adjustment entry | ✓ | |
| | GL patient_ar entry | ✓ | |
| | claim status map (1=paid) | ✓ | |
| | claim status map (4=denied) | ✓ | |
| | no postgres detail in 500 | ✓ | |
| | belt-and-suspenders workspace_id eq on update | ✓ | |
| | marks ERA file reconciled | ✓ | |
| |
| Training chain: Qwen3-14B → v34 (1000-iter routing, 18/22) → v39 (HIPAA+CAS patch, 20/22) → v42 (claim status patch, 22/22). |
| |
| ### v42 Training Details |
| - **Base**: Qwen/Qwen3-14B (BF16) |
| - **Corpus**: v28 Synalux codebase SFT + targeted patch (claim status × 50 examples, resume from v39) |
| - **Training**: MLX LoRA, rank=16, 8 layers, 100 iters, LR=5e-7 |
| - **Final loss**: 0.036 (converged) |
| - **Merge**: direct safetensors LoRA merge → GGUF F16 → Q4_K_M |
| |
| --- |
| |
| ## BFCL Routing Benchmark — v36 |
| |
| **Mean: 100.0% PERFECT** (3-seed average, seeds 2027/2028/2029, 102 cases each) |
| |
| | Category | Accuracy | |
| |----------|:--------:| |
| | aac (AAC phrase requests) | 100% | |
| | cmpct (ledger compaction) | 100% | |
| | edge (multi-step compound) | 100% | |
| | hand (agent handoff) | 100% | |
| | info (general facts) | 100% | |
| | irrel (irrelevant/live queries) | 100% | |
| | know (knowledge base search) | 100% | |
| | load (session context loading) | 100% | |
| | pred (factual queries) | 100% | |
| | save (session ledger save) | 100% | |
| | smem (session memory search) | 100% | |
| | tran (translation) | 100% | |
| |
| ### Tools (routing model) |
| | Tool | Trigger | |
| |------|---------| |
| | `session_load_context` | Load/resume project context | |
| | `session_save_ledger` | Note/log/record/remember | |
| | `session_save_handoff` | Pass state to next agent/session | |
| | `session_compact_ledger` | Shrink/prune ledger | |
| | `session_search_memory` | Recall prior session discussions | |
| | `knowledge_search` | Search stored knowledge base | |
|
|
| --- |
|
|
| ## Version History |
|
|
| | Version | Eval | Type | Notes | |
| |---------|------|------|-------| |
| | v42 | **22/22 coding (100%)** | Coder | Claim status patch on v39; zero tolerance policy | |
| | v39 | 20/22 coding | Coder | HIPAA non-blocking + CAS CO/PR fixes | |
| | v36 | **100% BFCL routing** | Router | smem boundary + hand trigger fixes | |
| | v34 | 98.0% BFCL routing | Router | hand/save/smem fixes | |
| | v33 | 97.1% BFCL routing | Router | irrel/tran/smem fixes | |
|
|
| ## GGUF Files |
|
|
| | File | Use | Size | |
| |------|-----|------| |
| | `qwen3-14b-v42-q4km.gguf` | **Coding** — production Synalux TypeScript | ~9 GB | |
| | `prism-coder-14b-v36-q4km.gguf` | **Routing** — Prism MCP tool routing | ~9 GB | |
| | `qwen3-14b-v34-q4km.gguf` | Routing (prior) | ~9 GB | |
|
|
| ## Usage |
|
|
| ```bash |
| # Load as coding model |
| ollama pull dcostenco/prism-coder-14b |
| # Then use qwen3-14b-v42-q4km.gguf Modelfile |
| |
| # Load as routing model |
| # Use prism-coder-14b-v36-q4km.gguf Modelfile |
| ``` |
|
|
