Text Generation
Transformers
Safetensors
English
qwen3_5
image-text-to-text
kaiju-coder-7
coding
local-ai
business
opencode
tool-use
conversational
Instructions to use RMDWLLC/kaiju-coder-7 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use RMDWLLC/kaiju-coder-7 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="RMDWLLC/kaiju-coder-7") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("RMDWLLC/kaiju-coder-7") model = AutoModelForMultimodalLM.from_pretrained("RMDWLLC/kaiju-coder-7") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use RMDWLLC/kaiju-coder-7 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "RMDWLLC/kaiju-coder-7" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "RMDWLLC/kaiju-coder-7", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/RMDWLLC/kaiju-coder-7
- SGLang
How to use RMDWLLC/kaiju-coder-7 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "RMDWLLC/kaiju-coder-7" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "RMDWLLC/kaiju-coder-7", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "RMDWLLC/kaiju-coder-7" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "RMDWLLC/kaiju-coder-7", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use RMDWLLC/kaiju-coder-7 with Docker Model Runner:
docker model run hf.co/RMDWLLC/kaiju-coder-7
File size: 13,868 Bytes
9afd28d b040ee3 9afd28d e693f91 00ba859 9afd28d 4ca1eb4 9afd28d 00ba859 5c7ac60 00ba859 9afd28d e693f91 8d4bfdb e693f91 d23eed9 e693f91 9afd28d 00ba859 9afd28d 00ba859 9afd28d 00ba859 9afd28d e693f91 9afd28d 4ca1eb4 9afd28d 38fd27e 9afd28d e693f91 9afd28d 38fd27e 9afd28d 5c7ac60 4ca1eb4 9afd28d 4ca1eb4 9afd28d 4ca1eb4 9afd28d 4ca1eb4 9afd28d 4ca1eb4 9afd28d e693f91 9afd28d 38fd27e 9afd28d 4ca1eb4 9afd28d 5c7ac60 9afd28d 4ca1eb4 e693f91 9afd28d 4ca1eb4 9afd28d 4ca1eb4 9afd28d 4ca1eb4 9afd28d 38fd27e 9afd28d 4ca1eb4 5c7ac60 00ba859 9afd28d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 | # Kaiju Coder 7 Final Release Report
Generated: `2026-06-04T02:44:04Z`
Product name: `Kaiju Coder 7`
Public model id: `kaiju-coder-7`
Current source branch: `codex/kaiju-business-owner-rc`
Current HEAD: `3d57eae92ad523519473f0ff3eca6661a9736de3`
Current `origin/main`: `3d57eae92ad523519473f0ff3eca6661a9736de3`
## Current Verdict
Kaiju Coder 7 is a public Hugging Face release candidate, not a fully public
commercial API launch yet. The local model path, OpenCode profile, harnessed
business-owner evals, staged helper repos, runtime-quantized recipe, and paid
API scaffold are in place. The adapter, OpenCode helper, runtime helper, and
merged 53.8GB model are uploaded under `RMDWLLC` with public visibility. The
paid API has human approval, a custom API domain, live Cloudflare bindings,
Worker-to-Gojira proof, rollback proof, latency evidence, and Stripe test-mode
Checkout/webhook evidence. Real customer charging still requires a deliberate
Stripe live-mode switch and controlled live payment verification.
## Runtime
| Field | Value |
|---|---|
| Status | `pass` |
| Base URL | `http://127.0.0.1:18181/v1` |
| Model id | `kaiju-coder-7` |
| Max model length | `16384` |
| Detail | `` |
Recommended default today: `16k` context through `kaiju-coder-7`. Higher
context has benchmark evidence, but the currently parked default is 16k for
stability and speed.
## Readiness Summary
| Area | Result |
|---|---|
| Local public-testing readiness | `ready=True pass=24 fail=0 manual=0 rc=0` |
| Hugging Face release readiness | `ready=True pass=24 fail=0 manual=0 rc=0` |
| Public launch readiness | `ready=True pass=24 fail=0 manual=0 rc=0` |
| Hugging Face staging integrity | `ready=True pass=6 fail=0 manual=0 rc=0` |
| Paid API launch readiness | `ready=True pass=27 fail=0 manual=0 rc=0` |
## Hugging Face Upload Evidence
| Field | Value |
|---|---|
| Evidence file | `release/HF_UPLOAD_EVIDENCE.md` |
| Small helper repos uploaded | `True` |
| Merged model uploaded | `False` |
| Merged repo | `RMDWLLC/kaiju-coder-7` |
| Merged repo SHA | `not recorded` |
| Merged upload size | `39 files / 53.8G / 14 safetensors shards recorded` |
| Download status | `public downloads verified; no active private-storage blocker recorded` |
| Visibility decision | `PUBLIC`; `HF_VISIBILITY_DECISION: PUBLIC` recorded in human review |
## Hugging Face Release Blockers
- No matching checks.
## Public Launch Blockers
- No matching checks.
## Paid API Launch Blockers
- No matching checks.
## Evidence Paths
| Evidence | Path |
|---|---|
| Completion audit | `release/COMPLETION_AUDIT.md` |
| Goal completion audit | `release/GOAL_COMPLETION_AUDIT.md` |
| Release evidence refresh runner | `scripts/refresh_kaiju_release_evidence.py` |
| Eval scoreboard | `release/EVAL_SCOREBOARD.md` |
| Public testing quickstart | `release/PUBLIC_TESTING_QUICKSTART.md` |
| Serving benchmarks | `release/SERVING_BENCHMARKS.md` |
| Hugging Face release draft | `release/HUGGINGFACE_RELEASE_DRAFT.md` |
| Hugging Face upload evidence | `release/HF_UPLOAD_EVIDENCE.md` |
| Hugging Face release bundle | `release/bundles/LATEST.md` |
| Hugging Face bundle integrity checker | `scripts/check_hf_release_bundle_integrity.py` |
| Hugging Face permission evidence template | `release/hf-release-permission-evidence.example.json` |
| Hugging Face permission evidence collector | `scripts/collect_hf_release_permission_evidence.py` |
| Hugging Face permission evidence checker | `scripts/check_hf_release_permission_evidence.py` |
| Merged-model metadata prep | `scripts/prepare_hf_merged_model_metadata.sh` |
| Human release review gate | `release/HUMAN_RELEASE_REVIEW.md` |
| Paid API readiness | `release/PAID_API_READINESS.md` |
| Paid API evidence collector | `scripts/collect_paid_api_launch_evidence.py` |
| Paid API launch evidence template | `release/paid-api-launch-evidence.example.json` |
| Cloudflare bindings template | `release/cloudflare-bindings.example.json` |
| Cloudflare bindings applier | `scripts/apply_paid_api_cloudflare_bindings.py` |
| Latest direct API smoke | `runs/benchmarks/20260603T223337Z-kaiju-coder-7-serving/summary.md` |
| Latest OpenCode customer pack | `runs/opencode-customer-readiness/20260603T185835Z/summary.md` |
| Latest public OpenCode smoke | `runs/public-opencode-smoke` |
## What Richard Should Test First
```bash
python3 scripts/check_kaiju_public_release_readiness.py --mode local
python3 scripts/install_kaiju_opencode_profile.py
mkdir -p /tmp/kaiju-public-smoke
opencode run --dir /tmp/kaiju-public-smoke --dangerously-skip-permissions 'Create hello.txt with exactly: Kaiju Coder 7 public smoke ok'
python3 scripts/run_kaiju_public_opencode_smoke.py
python3 scripts/run_kaiju_opencode_customer_pack.py --mode harnessed
bash scripts/prepare_hf_merged_model_metadata.sh
bash scripts/prepare_hf_release_staging.sh
python3 scripts/check_hf_staging_integrity.py --require-checksums
python3 scripts/create_hf_release_bundle.py
python3 scripts/check_hf_release_bundle_integrity.py
python3 scripts/check_kaiju_goal_completion.py --write
python3 scripts/refresh_kaiju_release_evidence.py --skip-opencode-smoke
python3 scripts/collect_hf_release_permission_evidence.py
python3 scripts/collect_hf_release_permission_evidence.py --apply --write
python3 scripts/check_hf_release_permission_evidence.py
python3 scripts/check_hf_uploaded_release.py --namespace RMDWLLC --apply --require-public
python3 scripts/check_kaiju_public_release_readiness.py --mode hf-release
python3 scripts/check_kaiju_public_release_readiness.py --mode public
cp release/cloudflare-bindings.example.json release/cloudflare-bindings.json
# Replace placeholder D1/KV IDs in release/cloudflare-bindings.json first.
python3 scripts/apply_paid_api_cloudflare_bindings.py --bindings-file release/cloudflare-bindings.json
cp release/paid-api-launch-evidence.example.json release/paid-api-launch-evidence.json
python3 scripts/collect_paid_api_launch_evidence.py --help
python3 scripts/check_paid_api_readiness.py --mode launch --evidence-file release/paid-api-launch-evidence.json
```
Do not expose the paid hosted API until `python3
scripts/check_paid_api_readiness.py --mode launch` has no failures and the
human release review explicitly approves public paid API launch.
## Changed Files
`git status --short` currently reports `128` changed paths.
| State | Path |
|---|---|
| M | `.gitignore` |
| M | `LICENSE_NOTES.md` |
| M | `README.md` |
| M | `datasets/schema.json` |
| M | `docs/custom-harness.md` |
| M | `evals/BAKEOFF_CURRENT.md` |
| M | `evals/run_openai_compat_smoke.py` |
| M | `evals/run_router_static_checks.py` |
| M | `evals/tasks/router-hard-harness.jsonl` |
| M | `gateway/README.md` |
| M | `gateway/cloudflare-worker/README.md` |
| M | `gateway/cloudflare-worker/migrations/0001_paid_api.sql` |
| M | `gateway/cloudflare-worker/package.json` |
| M | `gateway/cloudflare-worker/src/index.js` |
| M | `gateway/cloudflare-worker/test/index.test.js` |
| M | `gateway/cloudflare-worker/wrangler.jsonc` |
| M | `gateway/gojira-local/server.py` |
| M | `kaiju_harness/router.py` |
| M | `kaiju_harness/verification.py` |
| M | `kaiju_harness/website.py` |
| D | `models/README.md` |
| D | `models/qwen3.6-27b-base.md` |
| D | `models/qwen3.6-27b-fp8.md` |
| M | `prompts/kaiju-coder-api-system.md` |
| M | `prompts/kaiju-coder-speed-system.md` |
| M | `release/DATA_PROVENANCE_DRAFT.md` |
| M | `release/MODEL_CARD_DRAFT.md` |
| M | `scripts/build_sft_dataset.py` |
| M | `scripts/check-gojira-b-capacity.sh` |
| M | `scripts/check_kaiju_gateway_policy.py` |
| M | `scripts/run-gojira-b-qwen36-lora-eval.sh` |
| M | `scripts/run-gojira-b-qwen36-lora-sglang-eval.sh` |
| M | `scripts/run-gojira-b-qwen36-lora-train.sh` |
| M | `scripts/run_kaiju_api_harness_smoke.py` |
| M | `scripts/run_kaiju_router.py` |
| M | `scripts/start-qwen36-lora-sglang.sh` |
| M | `scripts/stop-qwen36-lora-sglang.sh` |
| M | `scripts/validate_training_data.py` |
| M | `scripts/watch-gojira-b-qwen36-lora-train.sh` |
| M | `tests/test_website_harness.py` |
| ?? | `.opencode/` |
| ?? | `datasets/candidates/v1.7-rmdw-business-owner-suite.jsonl` |
| ?? | `datasets/v1.7-targets.json` |
| ?? | `evals/tasks/business-owner-v18-comparison.jsonl` |
| ?? | `evals/tasks/business-owner-v18-smoke.jsonl` |
| ?? | `evals/tasks/opencode-customer-readiness.jsonl` |
| ?? | `kaiju_harness/business_suite.py` |
| ?? | `release/COMPLETION_AUDIT.md` |
| ?? | `release/EVAL_SCOREBOARD.md` |
| ?? | `release/FINAL_RELEASE_REPORT.md` |
| ?? | `release/GOAL_COMPLETION_AUDIT.md` |
| ?? | `release/HF_ADAPTER_MODEL_CARD.md` |
| ?? | `release/HF_UPLOAD_EVIDENCE.md` |
| ?? | `release/HUGGINGFACE_RELEASE_DRAFT.md` |
| ?? | `release/HUMAN_RELEASE_REVIEW.md` |
| ?? | `release/LOCAL_TEST_INSTRUCTIONS.md` |
| ?? | `release/PAID_API_READINESS.md` |
| ?? | `release/PUBLIC_TESTING_QUICKSTART.md` |
| ?? | `release/QUANTIZATION_PLAN.md` |
| ?? | `release/SERVING_BENCHMARKS.md` |
| ?? | `release/SOURCE_INVENTORY.md` |
| ?? | `release/UPSTREAM_LICENSE_CHECK.md` |
| ?? | `release/assets/` |
| ?? | `release/bundles/` |
| ?? | `release/cloudflare-bindings.example.json` |
| ?? | `release/gguf/` |
| ?? | `release/hf-release-permission-evidence.example.json` |
| ?? | `release/hf-release-permission-evidence.json` |
| ?? | `release/huggingface/` |
| ?? | `release/opencode/` |
| ?? | `release/paid-api-launch-evidence.example.json` |
| ?? | `release/paid-api-launch-evidence.json` |
| ?? | `release/quantized-runtime/` |
| ?? | `release/source-inventory.json` |
| ?? | `release/upstream/` |
| ?? | `scripts/apply_paid_api_cloudflare_bindings.py` |
| ?? | `scripts/benchmark_kaiju_serving.py` |
| ?? | `scripts/build_source_inventory.py` |
| ?? | `scripts/build_v17_business_owner_sft_dataset.py` |
| ?? | `scripts/check_hf_release_bundle_integrity.py` |
| ?? | `scripts/check_hf_release_permission_evidence.py` |
| ?? | `scripts/check_hf_release_permissions.sh` |
| ?? | `scripts/check_hf_staging_integrity.py` |
| ?? | `scripts/check_hf_uploaded_release.py` |
| ?? | `scripts/check_human_release_review.py` |
| ?? | `scripts/check_kaiju_goal_completion.py` |
| ?? | `scripts/check_kaiju_public_release_readiness.py` |
| ?? | `scripts/check_kaiju_quantization_prereqs.py` |
| ?? | `scripts/check_paid_api_readiness.py` |
| ?? | `scripts/collect_hf_release_permission_evidence.py` |
| ?? | `scripts/collect_paid_api_launch_evidence.py` |
| ?? | `scripts/create_hf_release_bundle.py` |
| ?? | `scripts/generate_kaiju_final_report.py` |
| ?? | `scripts/gojira-b-ssh-lib.sh` |
| ?? | `scripts/install_kaiju_opencode_profile.py` |
| ?? | `scripts/kaiju_opencode_fast_proxy.py` |
| ?? | `scripts/make_hf_release_public.sh` |
| ?? | `scripts/opencode-kaiju-no-autocontinue.mjs` |
| ?? | `scripts/prepare_hf_merged_model_metadata.sh` |
| ?? | `scripts/prepare_hf_release_staging.sh` |
| ?? | `scripts/prepare_paid_api_cloudflare_resources.sh` |
| ?? | `scripts/probe-gojira-b-kaiju-quantization.sh` |
| ?? | `scripts/probe-gojira-b-persisted-quantization.sh` |
| ?? | `scripts/refresh_kaiju_release_evidence.py` |
| ?? | `scripts/run-gojira-b-kaiju-gguf-convert.sh` |
| ?? | `scripts/run-gojira-b-qwen36-lora-merge.sh` |
| ?? | `scripts/run-gojira-b-vllm-serving-benchmark.sh` |
| ?? | `scripts/run_kaiju_business_owner_rc_smoke.py` |
| ?? | `scripts/run_kaiju_opencode_customer_pack.py` |
| ?? | `scripts/run_kaiju_public_demo_pack.py` |
| ?? | `scripts/run_kaiju_public_opencode_smoke.py` |
| ?? | `scripts/run_kaiju_quantized_opencode_smoke.sh` |
| ?? | `scripts/start-qwen36-merged-sglang.sh` |
| ?? | `scripts/start-qwen36-merged-vllm.sh` |
| ?? | `scripts/stop-qwen36-merged-sglang.sh` |
| ?? | `scripts/stop-qwen36-merged-vllm.sh` |
| ?? | `scripts/upload_hf_merged_model_from_gojira_b.sh` |
| ?? | `scripts/upload_hf_release_staging.sh` |
| ?? | `tests/test_kaiju_opencode_fast_proxy.py` |
| ?? | `tests/test_kiyomi_business_suite.py` |
| ?? | `tests/test_release_package.py` |
| ?? | `tests/test_source_inventory.py` |
| ?? | `tests/test_training_provenance.py` |
| ?? | `tests/test_v17_business_dataset.py` |
| ?? | `training/configs/qwen36-27b-lora-v1.7.example.json` |
| ?? | `training/configs/qwen36-27b-lora-v1.8-business-owner.example.json` |
| ?? | `training/scripts/qwen36_lora_merge.py` |
| ?? | `training/v1.7-business-owner-runbook.md` |
## Commands Run During Report Generation
| Label | Command | Return code |
|---|---|---|
| git branch | `git branch --show-current` | 0 |
| git HEAD | `git rev-parse HEAD` | 0 |
| git origin/main | `git rev-parse origin/main` | 0 |
| git status | `git status --short` | 0 |
| local readiness | `/opt/homebrew/opt/python@3.14/bin/python3.14 scripts/check_kaiju_public_release_readiness.py --mode local --json --base-url http://127.0.0.1:18181/v1 --live-timeout 5 --staging-dir /tmp/kaiju-coder-7-hf-staging` | 0 |
| HF release readiness | `/opt/homebrew/opt/python@3.14/bin/python3.14 scripts/check_kaiju_public_release_readiness.py --mode hf-release --json --base-url http://127.0.0.1:18181/v1 --live-timeout 5 --staging-dir /tmp/kaiju-coder-7-hf-staging` | 0 |
| public readiness | `/opt/homebrew/opt/python@3.14/bin/python3.14 scripts/check_kaiju_public_release_readiness.py --mode public --json --base-url http://127.0.0.1:18181/v1 --live-timeout 5 --staging-dir /tmp/kaiju-coder-7-hf-staging` | 0 |
| HF staging integrity | `/opt/homebrew/opt/python@3.14/bin/python3.14 scripts/check_hf_staging_integrity.py --staging-dir /tmp/kaiju-coder-7-hf-staging --require-checksums --json` | 0 |
| paid API launch readiness | `/opt/homebrew/opt/python@3.14/bin/python3.14 scripts/check_paid_api_readiness.py --mode launch --json` | 0 |
## Report Safety
This generator intentionally avoids secret-bearing commands such as auth token
lists, environment dumps, process command-line scans, Wrangler secret lists, and
payment-provider credential output.
|