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README.md

@@ -14,6 +14,8 @@ tags:
 
 # BusyBeaver-50M
 
+![BusyBeaver](busybeaver.jpeg)
+
 BusyBeaver-50M is a compact agent-policy model for strict JSON tool-call prediction. It is not a general chatbot. It takes a compact agent state, task goal, recent observations, and available tool schemas, then predicts exactly one next tool call for a local agent harness.
 
 This repository is the canonical packaging of the internally tracked V10 checkpoint 200 run.
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 model.eval()
 ```
 
+## Harness Integration
+
+BusyBeaver can be exposed to normal agent harnesses through the included OpenAI-compatible adapter server. The model still emits only strict JSON tool-policy objects; it should be used as a tool-call policy helper, not as the main chat model.
+
+```bash
+python scripts/busybeaver_openai_server.py \
+  --model GestaltLabs/BusyBeaver-50M \
+  --host 127.0.0.1 \
+  --port 8765
+```
+
+Use `http://127.0.0.1:8765/v1` as the OpenAI-compatible base URL and `BusyBeaver-50M` as the model id. Native support in engines such as llama.cpp, vLLM, or Ollama requires either a BusyBeaver architecture adapter or a future export to a standard runtime format.
+
 ## Safety
 
 BusyBeaver-50M predicts tool calls; it does not execute them. Production harnesses should: