Model card, license, provenance chain, and receipts

LICENSE

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+   ================================================================
+
+   ATTRIBUTION
+
+   This artifact is a derivative of Qwen2.5-Coder-14B-Instruct
+   (Copyright Alibaba Cloud, Apache-2.0), merged with a locally trained
+   QLoRA continued-pretraining adapter (checkpoint-2020).

MODEL_CARD.md

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+# Flywheel-Local-Coder-14B Model Card
+
+Status: draft, not publish-ready. Identity and provenance are verified; benchmark evidence is pending.
+
+## Model identity
+
+- Release name: `Flywheel-Local-Coder-14B`
+- Artifact file: `telos-coder-14b-cpt2020-q4_k_m.gguf`
+- Base model: `Qwen2.5-Coder-14B-Instruct` (Alibaba Cloud / Qwen team, Apache-2.0)
+- Adapter: `checkpoint-2020`, QLoRA continued pretraining, train_loss 0.035
+- Composition: base weights merged with the adapter, then quantized
+- Quantization: Q4_K_M (GGUF)
+- Size: 8,988,110,880 bytes
+- Artifact SHA-256: `613db240e3efc6730f24042a4602d1f12f1c6b397af1d5a4d74f4e064d4064be`
+- Adapter SHA-256: `4de07c6ea342d1cc200d4a6e2b28a63f6ee37f34c5c0926c35d8c7db74d38d0f`
+- LoRA GGUF SHA-256: `c89091709d7f385226000091dca976b7ce68086255e78af96599d06b6b52f547`
+- Artifact location: `E:\local-model-run\release\flywheel-local-coder-14b\telos-coder-14b-cpt2020-q4_k_m.gguf`
+- Local serving name: Ollama `flywheel-local-coder-14b`
+- Manifest: `C:\dev\local-model\tasks\research\gguf_ship_manifest_checkpoint2020.json` (schema `telos.model-artifact/v1`)
+
+## Training data
+
+Continued pretraining on the operator's `C:\dev` ecosystem corpus. Pack numbers (verified in `HANDOFF.md` and `E:\local-model-run\data\packed\PACK_COMPLETE.json`): 66,158,592 tokens, 8 shards, 16,152 sequences, seq_len 4096, from 17,997 corpus files. Corpus content hash `68345cdc6667f20d1678ac0a9139edc170348dfdebb9ae6045cde3d204f4fe62`; pack shards hash `018798dfce7d4c86f5a6ea502a383553220f2e76facfe76acbe52b1c278ae543`. Dataset receipt: `tasks/research/dataset_receipt_checkpoint2020.json`. Corpus source identifiers stay proprietary.
+
+## Intended use
+
+Local-first agentic coding inside the flywheel harness, served via Ollama or llama.cpp on the operator's Windows machine. Receipts, endpoint gates, and benchmark evidence are required before any wider publication.
+
+## Limitations
+
+- Q4_K_M quantization; quantization loss relative to the merged fp16 weights is not measured.
+- Built and tested for Windows local serving only.
+- No benchmark evidence exists yet. Benchmarks are pending. No capability uplift over the base model is claimed.
+- Deterministic smoke (llama-completion, temp 0, seed 7, byte-identical reruns, MATCH) is the only behavioral evidence recorded.
+
+## License
+
+Apache-2.0 derivative. Base model `Qwen2.5-Coder-14B-Instruct` is Copyright Alibaba Cloud, Apache-2.0. This artifact merges a locally trained QLoRA adapter into those weights and retains the Apache-2.0 license with attribution. See the LICENSE file shipped next to the artifact.
+
+## Current benchmark status
+
+Benchmarks are pending. No benchmark result is recorded for this artifact.
+
+## Current publication verdict
+
+Do not publish. Blocked on benchmark evidence, endpoint gate history, and explicit operator approval.

Modelfile

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+FROM E:\local-model-run\release\flywheel-local-coder-14b\telos-coder-14b-cpt2020-q4_k_m.gguf

README.md

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+---
+license: apache-2.0
+base_model: Qwen/Qwen2.5-Coder-14B-Instruct
+tags:
+  - code
+  - gguf
+  - qlora
+  - local-first
+  - verified-inference
+pipeline_tag: text-generation
+library_name: gguf
+---
+
+# Flywheel-Local-Coder-14B Release README
+
+Status: staged, awaiting operator upload approval. Trained artifact, endpoint gate evidence, and first benchmark evidence exist.
+
+## What this release is
+
+`Flywheel-Local-Coder-14B` is the release name for a trained 14B artifact:
+
+- Artifact file: `telos-coder-14b-cpt2020-q4_k_m.gguf` (Q4_K_M GGUF, 8,988,110,880 bytes).
+- SHA-256: `613db240e3efc6730f24042a4602d1f12f1c6b397af1d5a4d74f4e064d4064be`
+- Identity: base `Qwen2.5-Coder-14B-Instruct` merged with QLoRA continued-pretraining adapter `checkpoint-2020` (train_loss 0.035), then quantized to Q4_K_M.
+- Artifact location: `E:\local-model-run\release\flywheel-local-coder-14b\telos-coder-14b-cpt2020-q4_k_m.gguf`
+- Local serving: Ollama model name `flywheel-local-coder-14b`, created from the Modelfile in the same directory.
+
+## What evidence exists
+
+- Provenance chain, recorded in `C:\dev\local-model\tasks\research\gguf_ship_manifest_checkpoint2020.json`, each layer re-derivable:
+  - corpus_content_hash `68345cdc6667f20d1678ac0a9139edc170348dfdebb9ae6045cde3d204f4fe62` (17,997 corpus files)
+  - pack_shards_hash `018798dfce7d4c86f5a6ea502a383553220f2e76facfe76acbe52b1c278ae543`
+  - checkpoint_adapter_sha256 `4de07c6ea342d1cc200d4a6e2b28a63f6ee37f34c5c0926c35d8c7db74d38d0f`
+  - GGUF sha256 `613db240e3efc6730f24042a4602d1f12f1c6b397af1d5a4d74f4e064d4064be`
+- Deterministic smoke: `llama-completion` at temp 0, seed 7, byte-identical reruns (MATCH). Output sha256 `970af540244384407918aa3b0172b403c24d17800e3c514c3c19937d88c7e636`.
+
+## What is still missing
+
+- Benchmark evidence. No benchmark has been run against this artifact. All benchmark claims are pending. No capability uplift over the base model is claimed.
+- Endpoint gate history (`harness.model-endpoint-gate/v1` artifacts attached to the release row).
+- Explicit operator approval for upload. Never auto-approved.
+
+## Publication rule
+
+This release stays blocked until every gate in `RELEASE-CHECKLIST.md` is satisfied by artifact paths, not narrative claims.

benchmark-summary.json

@@ -0,0 +1,39 @@
+{
+  "benchmark_artifact_count": 4,
+  "benchmark_artifacts": [
+    {
+      "content_read": false,
+      "name": "flywheel-local-coder-14b-benchmark-ci.json",
+      "path": "C:\\dev\\local-model\\artifacts\\flywheel-local-coder-14b-benchmark-ci.json",
+      "size_bytes": 2222,
+      "suffix": ".json"
+    },
+    {
+      "content_read": false,
+      "name": "flywheel-local-coder-14b-benchmark-ci.md",
+      "path": "C:\\dev\\local-model\\artifacts\\flywheel-local-coder-14b-benchmark-ci.md",
+      "size_bytes": 992,
+      "suffix": ".md"
+    },
+    {
+      "content_read": false,
+      "name": "flywheel-local-coder-14b-benchmark-m7-hard-scorecard.json",
+      "path": "C:\\dev\\local-model\\artifacts\\flywheel-local-coder-14b-benchmark-m7-hard-scorecard.json",
+      "size_bytes": 1226,
+      "suffix": ".json"
+    },
+    {
+      "content_read": false,
+      "name": "flywheel-local-coder-14b-benchmark-m7-scorecard.json",
+      "path": "C:\\dev\\local-model\\artifacts\\flywheel-local-coder-14b-benchmark-m7-scorecard.json",
+      "size_bytes": 1221,
+      "suffix": ".json"
+    }
+  ],
+  "candidate_name": "Flywheel-Local-Coder-14B",
+  "generated_utc": "2026-07-09T20:32:36.042999Z",
+  "model": "14B",
+  "note": "Benchmark execution is intentionally separate from repository staging.",
+  "schema": "harness.model-repo-stage.benchmark-summary/v1",
+  "status": "BENCHMARK_EVIDENCE_ATTACHED"
+}

checksums.sha256

@@ -0,0 +1,11 @@
+2af5ee89816a9b703f6a2bf5cb42a0d83aee699904bb5f7ca89981e62cde72b8  LICENSE
+6d9f6ff635f6f0793ec2dbec67a54fb00a9c5e2cc0244da27ea3a480d3e57669  MODEL_CARD.md
+89deb42a68f75c3706a742b7cc5a6cdcc1125025a626a4bbdbb0584d5e4a9e40  README.md
+1e8ee7e5c08c1e1b8f0699b44250d8c5fbdc794ad546958348a37a7586f35c9c  WEIGHT-CHECKSUMS-PENDING.md
+24bc5108d3d550e7835852e18705c48ecf45e13d87532a35c6f8379e4e22d5b7  benchmark-summary.json
+958764b5464c37a9f2a12544663ad27882a471855a562de96adb4dbfcd5370e1  endpoint.json
+ced7c4545b433756704b7c00a780d8cbe97c7b6ca529a4a7b4d16fa0b2a455bd  provenance.json
+55aff1c68e3ea175d36a0ebb34d97da5e5e8951e155e3fae83d9370eb9541275  release-checklist.md
+92ec7167cf750000034fd63512f4b9fa8ae2159207dfa5e8f88aefd1ee04bf54  safety.md
+613db240e3efc6730f24042a4602d1f12f1c6b397af1d5a4d74f4e064d4064be  telos-coder-14b-cpt2020-q4_k_m.gguf
+3ff5ab42283f72d64c26ee7aacf280556cffc65d14a47e5f553ac7eddd9ec95c  usage.md

endpoint.json

@@ -0,0 +1,62 @@
+{
+  "candidate_name": "Flywheel-Local-Coder-14B",
+  "endpoint_gate_generation_ok_count": 1,
+  "endpoint_gate_rows": [
+    {
+      "backend": "ollama",
+      "failure_class": "endpoint_error",
+      "generation_ok": false,
+      "health_ok": true,
+      "profile_id": "ollama-14b",
+      "provider_role": "ollama_local",
+      "quality_score": 0.0,
+      "receipt_hash": "f151e2702024952fe9fc78488a6b1b731b228406bb3465f12c6313506bac7715"
+    },
+    {
+      "backend": "ollama",
+      "failure_class": "",
+      "generation_ok": true,
+      "health_ok": true,
+      "profile_id": "ollama-release-14b",
+      "provider_role": "ollama_local",
+      "quality_score": 1.0,
+      "receipt_hash": "1dd9849a468be4369eb1eb5313578e9757ccf506cb3fc02b58f7c3bec6658dee"
+    }
+  ],
+  "endpoint_profiles": [
+    {
+      "agentic_backend": "harness.local_agent.ServeBackend",
+      "backend": "serve",
+      "content_read": false,
+      "endpoint_url": "http://127.0.0.1:8765",
+      "live_probed": false,
+      "profile_id": "serve-14b",
+      "provider_role": "flywheel",
+      "root_exists": true
+    },
+    {
+      "agentic_backend": "harness.local_agent.OllamaBackend",
+      "backend": "ollama",
+      "content_read": false,
+      "endpoint_url": "http://127.0.0.1:11434",
+      "live_probed": false,
+      "profile_id": "ollama-14b",
+      "provider_role": "ollama_local",
+      "root_exists": true
+    },
+    {
+      "agentic_backend": "harness.local_agent.OllamaBackend",
+      "backend": "ollama",
+      "content_read": false,
+      "endpoint_url": "http://127.0.0.1:11434",
+      "live_probed": false,
+      "profile_id": "ollama-release-14b",
+      "provider_role": "ollama_local",
+      "root_exists": true
+    }
+  ],
+  "generated_utc": "2026-07-09T20:32:36.042999Z",
+  "model": "14B",
+  "publication_note": "Endpoint profiles are local defaults. Public upload remains blocked until endpoint generation gates pass.",
+  "schema": "harness.model-repo-stage.endpoint/v1"
+}

provenance.json

@@ -0,0 +1,36 @@
+{
+  "candidate_name": "Flywheel-Local-Coder-14B",
+  "candidate_slug": "flywheel-local-coder-14b",
+  "content_policy": "Model weight bodies were not read, copied, or hashed by this metadata staging command.",
+  "generated_utc": "2026-07-09T20:32:36.042999Z",
+  "model": "14B",
+  "publish_policy": "Do not publish until benchmark, endpoint, checksum, provenance, and operator approval gates pass.",
+  "release_identity": {
+    "adapter": "checkpoint-2020 (QLoRA CPT, train_loss 0.035)",
+    "artifact_kind": "gguf-qlora-cpt-merge",
+    "artifact_name": "telos-coder-14b-cpt2020-q4_k_m.gguf",
+    "base_license": "Apache-2.0",
+    "base_model": "Qwen2.5-Coder-14B-Instruct",
+    "declared_artifact_sha256": "613db240e3efc6730f24042a4602d1f12f1c6b397af1d5a4d74f4e064d4064be",
+    "no_artifact_reason": "",
+    "public_name": "Flywheel-Local-Coder-14B",
+    "ship_manifest": "tasks/research/gguf_ship_manifest_checkpoint2020.json",
+    "trained": true
+  },
+  "repo_id": "HarperZ9/flywheel-local-coder-14b",
+  "schema": "harness.model-repo-stage.provenance/v1",
+  "source_model_root": "E:\\local-model-run\\release\\flywheel-local-coder-14b",
+  "source_verdict": "MODEL_RELEASE_READY_STATIC",
+  "trained": true,
+  "trained_artifact_present": true,
+  "weight_file_count": 1,
+  "weight_files": [
+    {
+      "content_read": false,
+      "name": "telos-coder-14b-cpt2020-q4_k_m.gguf",
+      "size_bytes": 8988110880,
+      "suffix": ".gguf"
+    }
+  ],
+  "weight_total_size_bytes": 8988110880
+}

release-checklist.md

@@ -0,0 +1,18 @@
+# Flywheel-Local-Coder-14B Release Checklist
+
+Status: blocked. The trained artifact exists; endpoint gate history and benchmark evidence do not.
+
+Gate ids match `scripts/run_model_publish_plan.py` and `scripts/run_model_release_readiness.py`.
+
+| Gate id | Status | Evidence |
+| --- | --- | --- |
+| `trained_artifact_present` | DONE | `E:\local-model-run\release\flywheel-local-coder-14b\telos-coder-14b-cpt2020-q4_k_m.gguf`, sha256 `613db240e3efc6730f24042a4602d1f12f1c6b397af1d5a4d74f4e064d4064be`. |
+| `root_exists` | DONE | `E:\local-model-run` and the release directory exist. |
+| `weights_present` | DONE | GGUF weight file present at the artifact path above (8,988,110,880 bytes). |
+| `endpoint_profiles_present` | pending | `harness.model-endpoint-profiles/v1` artifact attached to the release row (backend ollama, model `flywheel-local-coder-14b`, `http://127.0.0.1:11434`). |
+| `endpoint_generation_ok` | pending | `harness.model-endpoint-gate/v1` artifact with generation_ok for this model. |
+| `benchmark_evidence_present` | pending | Executed benchmark artifacts attached to the release row. None exist yet. |
+| `release_docs_complete` | pending | All required release docs present and scored 1.0 by the readiness run. |
+| Operator upload approval | pending, NEVER auto-approved | Explicit operator approval after all gates pass. |
+
+Verdict: do not publish.

safety.md

@@ -0,0 +1,25 @@
+# Flywheel-Local-Coder-14B Safety and Accountability Notes
+
+Status: draft. Provenance and determinism receipts exist; behavioral and benchmark evidence is pending.
+
+## Accountability posture
+
+This release makes no capability claims. It states what the artifact is, how it was built, and which receipts back each statement. Anything without a receipt is labeled pending.
+
+## Receipts that exist
+
+- Provenance chain (`C:\dev\local-model\tasks\research\gguf_ship_manifest_checkpoint2020.json`, schema `telos.model-artifact/v1`), each layer re-derivable:
+  corpus_content_hash `68345cdc6667f20d1678ac0a9139edc170348dfdebb9ae6045cde3d204f4fe62` -> pack_shards_hash `018798dfce7d4c86f5a6ea502a383553220f2e76facfe76acbe52b1c278ae543` -> checkpoint_adapter_sha256 `4de07c6ea342d1cc200d4a6e2b28a63f6ee37f34c5c0926c35d8c7db74d38d0f` -> GGUF sha256 `613db240e3efc6730f24042a4602d1f12f1c6b397af1d5a4d74f4e064d4064be`.
+- Deterministic smoke: llama-completion, temp 0, seed 7, n 48; reruns byte-identical (MATCH); output sha256 `970af540244384407918aa3b0172b403c24d17800e3c514c3c19937d88c7e636`.
+
+## Receipts required before publication
+
+- Endpoint gate artifacts (`harness.model-endpoint-gate/v1`) with generation_ok for this model.
+- Benchmark evidence artifacts attached to the release row. Benchmarks are pending; no benchmark result exists yet.
+- Receipt-backed limitations and known failure modes.
+- Refusal/friction behavior, if measured.
+- Secret-handling boundary check on all shipped examples.
+
+## Capability claims
+
+None. No uplift over the base `Qwen2.5-Coder-14B-Instruct` is claimed. Any comparison against the base model must come from executed benchmark artifacts, which do not exist yet.

usage.md

@@ -0,0 +1,42 @@
+# Flywheel-Local-Coder-14B Usage
+
+Status: draft. The commands below were exercised locally this session; benchmark-grade usage examples are pending.
+
+## Ollama
+
+The Modelfile lives next to the artifact:
+
+```text
+E:\local-model-run\release\flywheel-local-coder-14b\Modelfile
+```
+
+Create and run:
+
+```powershell
+ollama create flywheel-local-coder-14b -f E:\local-model-run\release\flywheel-local-coder-14b\Modelfile
+ollama run flywheel-local-coder-14b
+```
+
+## llama.cpp
+
+Direct completion against the GGUF, matching the deterministic smoke configuration (temp 0, seed 7):
+
+```powershell
+llama-completion -m E:\local-model-run\release\flywheel-local-coder-14b\telos-coder-14b-cpt2020-q4_k_m.gguf --temp 0 --seed 7 -n 48 -p "<prompt>"
+```
+
+Reruns at temp 0, seed 7 are byte-identical (smoke verdict MATCH).
+
+## Harness endpoint profile
+
+The flywheel harness reaches the model through this endpoint profile:
+
+- backend: `ollama`
+- model: `flywheel-local-coder-14b`
+- base URL: `http://127.0.0.1:11434`
+
+## Required before publishing usage examples
+
+- Endpoint gate passes or the failure mode is clearly documented.
+- Prompt examples use the same task-set contract as benchmark runs.
+- No examples require secrets or private files.