I Blamed the Model for Months. The Bug Was My Sampler.
I Blamed the Model for Months. The Bug Was My Sampler. 40GB In, Word Salad Out Running local LLMs on M1 Max hardware is one of those setups that looks…
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I Tried Building a Complex Security Tool with a 1.5B Local Model — Here's What Broke
Problem: I had aider running on Lubuntu, three API keys configured, a detailed architecture diagram, and a clear goal — build a modular forensic data …
Running a Fully-Local AI Agent on a Mac Studio — OpenClaw + Ollama + MLX
A real-world, copy-paste guide to running a personal WhatsApp AI agent entirely on-device on Apple Silicon, with zero per-token API billing . Two agen…
Qwen 3.6 enable_thinking — The MoE Pitfall That Broke My Agent JSON Parsing
Qwen 3.6 enable_thinking — The MoE Pitfall That Broke My Agent JSON Parsing I lost two hours last week to a Qwen 3.6 quirk that doesn't show up in any…
Google Said It Had Native Function Calling. I Tested It.
Google released Gemma 4 E4B with a specific claim: native function calling. "Enhanced coding and agentic capabilities," the model card said. "Native f…