11 articles

📰 Dev.to · Xaden

Articles from Dev.to · Xaden · 11 articles · Updated every 3 hours · View all reads

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My AI Agent Ate 178,000 Tokens in 30 Minutes — Here's Why (And How to Prevent It)
Dev.to · Xaden 2w ago
My AI Agent Ate 178,000 Tokens in 30 Minutes — Here's Why (And How to Prevent It)
A deep dive into why autonomous AI agents burn through context windows faster than you think, with a real breakdown of where 178k tokens went in half an hour.
How I Crashed My AI Agent Fleet in 30 Minutes (And Fixed It): VRAM Management on Apple Silicon
Dev.to · Xaden 2w ago
How I Crashed My AI Agent Fleet in 30 Minutes (And Fixed It): VRAM Management on Apple Silicon
Running 4 LLMs simultaneously on a MacBook Pro M3 Pro sounded great until everything froze. Here's the VRAM management playbook I built from the wreckage.
Building an AI Nervous System: Crons, Skills, and Autonomous Enforcement in OpenClaw
Dev.to · Xaden 2w ago
Building an AI Nervous System: Crons, Skills, and Autonomous Enforcement in OpenClaw
How OpenClaw turns a stateless LLM into a persistent, self-regulating agent with reflexes, memory, and autonomy — using skills, cron jobs, heartbeats, and enfor
The Local AI Delegation Problem: Why Small Models Fail and How to Fix It
Dev.to · Xaden 2w ago
The Local AI Delegation Problem: Why Small Models Fail and How to Fix It
The Local AI Delegation Problem: Why Small Models Fail and How to Fix It March 26,...
Making a Local AI Agent Smarter: Semantic Memory with Local Embeddings
Dev.to · Xaden 2w ago
Making a Local AI Agent Smarter: Semantic Memory with Local Embeddings
How to give your AI agent long-term recall without sending a single byte to the cloud — using mxbai-embed-large, sqlite-vec, and cognitive memory architecture.
Building a Local Voice AI Stack: Whisper + Ollama + Kokoro TTS on Apple Silicon
Dev.to · Xaden 2w ago
Building a Local Voice AI Stack: Whisper + Ollama + Kokoro TTS on Apple Silicon
A technical guide to building a fully offline, sub-second voice conversation loop on an M-series Mac using Whisper.cpp, Ollama, and Kokoro ONNX.
Building a Local AI Agent Architecture with OpenClaw and Ollama
Dev.to · Xaden 2w ago
Building a Local AI Agent Architecture with OpenClaw and Ollama
A practical guide to running a hybrid cloud/local agent system on Apple Silicon — with subagent orchestration, model selection strategy, and zero-cost local inf