Let me craft a headline that captures the key facts: hit Claude API session limit, switched to Ollama local models for git commit messages.

Short summary

After hitting Claude's API session limit during automated git commit message generation, a developer switched to Ollama local models, documenting the technical journey. The post covers quantization principles, Modelfile configuration, context window tuning (8KB vs Ollama's 4KB default on 8GB VRAM), temperature optimization for determinism, and iterative prompt engineering to overcome partial-context hallucinations—achieving better accuracy without API dependency or costs.

• •Hit Claude API limit and discovered Ollama as cost-effective alternative
• •Detailed quantization, Modelfile configuration, and context window tuning for local models
• •Iterated on prompts and model parameters to overcome hallucinations and achieve accurate commit messages

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