Fine-tune Whisper for domain-specific speech recognition to cut errors by 30-60% using just 1-3 hours of labeled audio and a single consumer GPU.
AI
Hands-on guides to LLMs, agents, prompt engineering, and the AI tools Botmonster runs every day for real work, not demos.
OpenAI Codex CLI: the Rust-powered terminal agent taking on Claude Code
A Rust terminal coding agent with OS sandboxing and CI integration. A technical breakdown of its architecture, security model, and Claude Code.
Qwen3.6-35B-A3B: Alibaba's open-weight coding MoE
Alibaba's sparse Mixture-of-Experts: 35B total parameters, 3B active per token. Q4 quantization runs on a MacBook Pro M5 and matches Claude Sonnet.
Structured output from LLMs: JSON schemas and the Instructor library
Instructor patches LLM clients to return validated Pydantic models from JSON schemas. Define output as a Python class, get back typed, checked data.
Gemini CLI: Google's free AI coding agent with 1,000 requests per day
Gemini CLI is Google's free AI coding agent with 1,000 daily requests, 1M token context, and 97K GitHub stars. Extend it with custom MCP servers.
MiniMax M2.7: model that almost matches Claude Opus 4.6
MiniMax M2.7 review: 230B Mixture-of-Experts reasoning model with strong benchmarks, self-hosting options, and a tenth the cost of Claude Opus 4.6.
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