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
Refresh Kaiju Coder 7 release metadata and RMDW logo
Browse files- FINAL_RELEASE_REPORT.md +5 -3
- GOAL_COMPLETION_AUDIT.md +3 -3
- PUBLIC_TESTING_QUICKSTART.md +35 -5
- README.md +2 -0
- assets/RMDWlogo.png +0 -0
FINAL_RELEASE_REPORT.md
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# Kaiju Coder 7 Final Release Report
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Generated: `2026-06-
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Product name: `Kaiju Coder 7`
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Public model id: `kaiju-coder-7`
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python3 scripts/check_kaiju_public_release_readiness.py --mode local
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python3 scripts/install_kaiju_opencode_profile.py
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mkdir -p /tmp/kaiju-public-smoke
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opencode run -
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python3 scripts/run_kaiju_public_opencode_smoke.py
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python3 scripts/run_kaiju_opencode_customer_pack.py --mode harnessed
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bash scripts/prepare_hf_merged_model_metadata.sh
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## Changed Files
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# Kaiju Coder 7 Final Release Report
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Generated: `2026-06-04T02:34:32Z`
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Product name: `Kaiju Coder 7`
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Public model id: `kaiju-coder-7`
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python3 scripts/check_kaiju_public_release_readiness.py --mode local
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python3 scripts/install_kaiju_opencode_profile.py
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mkdir -p /tmp/kaiju-public-smoke
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opencode run --dir /tmp/kaiju-public-smoke --dangerously-skip-permissions 'Create hello.txt with exactly: Kaiju Coder 7 public smoke ok'
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python3 scripts/run_kaiju_public_opencode_smoke.py
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python3 scripts/run_kaiju_opencode_customer_pack.py --mode harnessed
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bash scripts/prepare_hf_merged_model_metadata.sh
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## Changed Files
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`git status --short` currently reports `128` changed paths.
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GOAL_COMPLETION_AUDIT.md
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# Kaiju Coder 7 Goal Completion Audit
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Generated: `2026-06-
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Overall: `complete`
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Summary: `18 passed / 0 blocked / 0 manual`
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| Area | Requirement | Status | Evidence | Blocker |
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| Identity | Product name is Kaiju Coder 7 and public/API model id is kaiju-coder-7. | `passed` | scripts/check_kaiju_public_release_readiness.py --mode local; release/PUBLIC_TESTING_QUICKSTART.md | |
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| OpenCode |
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| OpenCode | Customer-readiness pack passes without wrong-directory output, fake compaction completion, missing files, or secret leakage. | `passed` | runs/opencode-customer-readiness/20260603T185835Z/summary.md | |
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| Runtime | Direct API smoke passes using model=kaiju-coder-7. | `passed` | runs/benchmarks/20260603T223337Z-kaiju-coder-7-serving/summary.md | |
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| Runtime | 12k, 16k, 24k, and 32k context benchmarks are recorded with a recommended default. | `passed` | release/SERVING_BENCHMARKS.md records 12288, 16384, 24576, 32768 and recommends 16k live default | |
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# Kaiju Coder 7 Goal Completion Audit
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Generated: `2026-06-04T02:34:32Z`
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Overall: `complete`
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Summary: `18 passed / 0 blocked / 0 manual`
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| Area | Requirement | Status | Evidence | Blocker |
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| Identity | Product name is Kaiju Coder 7 and public/API model id is kaiju-coder-7. | `passed` | scripts/check_kaiju_public_release_readiness.py --mode local; release/PUBLIC_TESTING_QUICKSTART.md | |
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| OpenCode | Kaiju-specific OpenCode config installs the model, default agent, hidden artifact routing, and no-autocontinue loop guard. | `passed` | .opencode/agents/kaiju-coder-7.md; scripts/opencode-kaiju-no-autocontinue.mjs; scripts/install_kaiju_opencode_profile.py | |
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| OpenCode | After install, plain opencode/opencode run works from this Mac with Kaiju as the selected/default model. | `passed` | runs/public-opencode-smoke latest passing summary; scripts/run_kaiju_public_opencode_smoke.py | |
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| OpenCode | Customer-readiness pack passes without wrong-directory output, fake compaction completion, missing files, or secret leakage. | `passed` | runs/opencode-customer-readiness/20260603T185835Z/summary.md | |
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| Runtime | Direct API smoke passes using model=kaiju-coder-7. | `passed` | runs/benchmarks/20260603T223337Z-kaiju-coder-7-serving/summary.md | |
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| Runtime | 12k, 16k, 24k, and 32k context benchmarks are recorded with a recommended default. | `passed` | release/SERVING_BENCHMARKS.md records 12288, 16384, 24576, 32768 and recommends 16k live default | |
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PUBLIC_TESTING_QUICKSTART.md
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Then run OpenCode inside the project you want to edit:
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```bash
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opencode
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```
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For a bounded smoke test:
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```bash
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mkdir -p /tmp/kaiju-public-smoke
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opencode run -
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--dir /tmp/kaiju-public-smoke \
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"Create hello.txt with exactly: Kaiju Coder 7 is ready"
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```
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The helper installer adds:
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- the `kaiju` OpenAI-compatible provider
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- the lean `kaiju-coder-7` OpenCode agent
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- a scoped no-autocontinue plugin that prevents false completion loops after
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### Path 2: Full Local Weights
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Use this if the full `RMDWLLC/kaiju-coder-7` Hugging Face repo has been
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- Current reliable product path: model plus deterministic business-owner
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harness/router plus verifier
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- Raw multi-file OpenCode generation: still too slow for broad paid claims;
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-
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- Paid API: not public until launch preflight passes and the Stripe live-mode
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switch is deliberately completed
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- Kaiju Coder 7 has a working local/OpenCode release candidate
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- the current tested OpenCode default is 16k context
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- the helper package includes a lean agent and compaction loop guard
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- the fast proxy keeps OpenCode tool calls intact while forcing bounded,
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non-thinking generation
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- the paid API scaffold has tests and a launch preflight, but is not yet public
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Then run OpenCode inside the project you want to edit:
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```bash
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opencode
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```
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The installer sets `kaiju/kaiju-coder-7` as the OpenCode model and
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`kaiju-coder-7` as the default agent. You can still select
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`kaiju/kaiju-coder-7` manually from OpenCode's model picker if you switch away.
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For a bounded smoke test:
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```bash
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mkdir -p /tmp/kaiju-public-smoke
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opencode run --dir /tmp/kaiju-public-smoke \
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"Create hello.txt with exactly: Kaiju Coder 7 is ready"
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```
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The helper installer adds:
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- the `kaiju` OpenAI-compatible provider
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- `model: kaiju/kaiju-coder-7` and `default_agent: kaiju-coder-7`
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- the lean `kaiju-coder-7` OpenCode agent
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- Kaiju as the default primary agent, so selecting Kaiju Coder 7 uses the
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hidden fast artifact path without requiring `/kaiju`
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- the `kaiju-coder-7-run` router command for fast websites, owner packs, and
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Desktop artifact folders
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- the `kaiju_artifact` OpenCode custom tool and `/kaiju` command for routing
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large artifact prompts through the fast local router
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- a scoped no-autocontinue plugin that prevents false completion loops after
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compaction or output limits
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For a fast website or owner-pack artifact without waiting on raw OpenCode
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multi-file streaming, run:
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```bash
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kaiju-coder-7-run \
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--no-planner \
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--kind website \
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--out-dir "$HOME/Desktop/Kaiju-Coder-7-Test" \
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--prompt "Build a premium one-page website for Harborline Bookkeeping with pricing, FAQ, and a cleanup-call CTA."
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```
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OpenCode should use this same command internally for large website,
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business-pack, and Desktop-output requests after the helper is installed.
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Inside OpenCode, `/kaiju` is optional for large generated artifacts. The command
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is prompt-backed, but it points the Kaiju agent at the `kaiju_artifact` custom
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tool instead of making the model hand-write every file.
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### Path 2: Full Local Weights
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Use this if the full `RMDWLLC/kaiju-coder-7` Hugging Face repo has been
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- Current reliable product path: model plus deterministic business-owner
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harness/router plus verifier
|
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- Raw multi-file OpenCode generation: still too slow for broad paid claims;
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use `kaiju-coder-7-run` for fast public website and owner-pack tests while
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broader raw-model latency gates continue
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- Paid API: not public until launch preflight passes and the Stripe live-mode
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switch is deliberately completed
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- Kaiju Coder 7 has a working local/OpenCode release candidate
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- the current tested OpenCode default is 16k context
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- the helper package includes a lean agent and compaction loop guard
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- the helper package includes the `kaiju-coder-7-run` router command for fast
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artifact generation
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- the fast proxy keeps OpenCode tool calls intact while forcing bounded,
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non-thinking generation
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- the paid API scaffold has tests and a launch preflight, but is not yet public
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README.md
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# Kaiju Coder 7 by Kiyomi - Model Card Draft
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This is a draft. Do not publish until the current eval gate passes, final license files are attached, and the exact trained checkpoint is recorded.
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## Model Summary
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# Kaiju Coder 7 by Kiyomi - Model Card Draft
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This is a draft. Do not publish until the current eval gate passes, final license files are attached, and the exact trained checkpoint is recorded.
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## Model Summary
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assets/RMDWlogo.png
ADDED
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