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⚡ AI Lessons
Dev.to · Syed Anzar
8h ago
The 3-File Local MCP Server That Tames Your Agent's Tool Sprawl
Build a secure, local Model Context Protocol server in 3 files with the official Python SDK v2. Verified, copy-paste code.
Dev.to · Syed Anzar
2d ago
Your LLM Returns JSON That Isn't JSON: A Robust Structured-Output Pipeline for Local Models
Stop trusting your local LLM's JSON. Combine Ollama schema-constrained decoding with a resilient parser, Pydantic validation, and feedback-driven retries for bu
Dev.to · Syed Anzar
2d ago
Your Agent's Memory Is a Lie: A Durable, Queryable Memory Layer for Local LLM Agents
Stop using self.memory = [] for your LLM agent. Build durable, semantic memory with SQLite + sqlite-vec + local Ollama embeddings — no cloud, no vector DB.
Dev.to · Syed Anzar
2d ago
Your Cron Job Is Lying to You: A Dependency-Free Watchdog for Silent Failures
Three dependency-free guards that stop cron jobs from silently failing: pipefail, unbuffered output, and a progress watermark + heartbeat.
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