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Your persona shapes the feed, Embrace your builder identity
Design an agent that reviews PRs end-to-end: clones, analyzes, posts structured comments. Bonus for persistent memory across reviews.
Use the Unsloth library to fine-tune a smaller model (e.g., Llama-3 8B) using a dataset of reasoning traces (Chain of Thought), mimicking the DeepSeek-R1 methodology. Document the evaluation metrics. Reference:
Anthropic recently open-sourced the Model Context Protocol. Build a custom MCP server that securely connects a local SQLite database to an LLM Desktop App, allowing the model to query local data dynamically.