What Is an AI Harness?
What is an AI harness? A plain-language answer, plus 21 of them grouped by job: Claude Code, Codex CLI, Kilo Code, Goose, OpenHands and DeepSeek Harness.
Tag: ai
All the articles with the tag "ai".
Multiple Claude Code Accounts, One Config
Run several Claude Code accounts on one Linux machine. CLAUDE_CONFIG_DIR plus symlinks share your skills, hooks and history while each login stays isolated.
The Free Tier Rug Pull
Free AI tiers are loans against a future price, paid in your data, your architecture, or your time. Here's the collateral to check before you build on one.
Real-ESRGAN & Upscaling Tools
Image upscaling with Real-ESRGAN, super-resolution AI models, ComfyUI workflows, and practical upscaler comparison for self-hosted setups.
ControlNet & LoRA: Advanced Image Control
Master ControlNet and LoRA for precise image generation control in Stable Diffusion. Learn Canny edges, depth, pose, scribbles, tiling, and style stacking in ComfyUI.
API vs Self-Hosted LLMs: The Real Cost
API vs self-hosted LLM cost reality, GPU TCO, privacy, latency, break-even math. When paying OpenAI/Anthropic wins. When local wins.
Free AI Image Gen vs Your Own GPU
Free AI image generators win on convenience but lose fast on volume, style consistency, and control. Here's the real break-even against running your own GPU.
RAG Beyond Vector Search: BM25, Hybrid, Re-ranking
RAG beyond dense embeddings: BM25 lexical search, hybrid retrieval (RRF, weighted fusion), cross-encoder re-rankers (BGE, Cohere, Jina). When pure vector search fails.
How to Stretch a Free LLM Tier
Free LLM tiers usually die from bloated prompts, not stingy quotas. Context discipline, caching, tiering, batching, and backoff that triple your runway.
The Free AI Stack: What $0 Gets You
A capability map of what's free from AI providers in 2026: chat, APIs, image generation, speech tools, and coding help, with the real quotas.
Agentic Browsers: Browser-Use & Skyvern Reviewed
Browser-Use and Skyvern let LLMs drive real browsers via natural language goals. Here's what they can actually do, where they break, and when Playwright is still the right call.
Local Voice Assistant: Whisper + Piper + Home Assistant
Ditch Alexa and Google Home. Build a fully local voice assistant with Whisper STT, Piper TTS, and Home Assistant using the Wyoming protocol.