Tool use design: enabling real agent actions
Learn how the Thought-Action-Observation loop powers 177,000+ tools, shifting agents from static text to modifying external system states safely.
Learn how the Thought-Action-Observation loop powers 177,000+ tools, shifting agents from static text to modifying external system states safely.
Stripe deployed Claude Code across 1,370 engineers to complete a 10,000-line migration in four days, marking a shift to agentic execution.
JobHunter scores listings locally and pushes review cards to Telegram, requiring explicit user input before any application submission occurs.
Learn why OpenHands SDK requires uv version 0.8.13 and matched packages to prevent runtime import failures in agent workflows.
Brunelly replaces generic outputs with architecture-aware planning to fix fragmented engineering pipelines and restore lost system context.
Learn how 57% of firms now use multistep workflows to replace fragile prompts with a self-correcting Researcher and Judge pipeline.
Giant prompts collapse; modular skills with SKILL.md files separate logic from user data for stable, scalable agent behavior.
See how distinct agents for research and SEO eliminate errors in one-pass generation, turning a 30-article backlog into a predictable assembly line.
Learn how function calling uses structured JSON to anchor AI to real data, eliminating hallucinations through a strict four-step execution cycle.
Manage OpenHands, Claude Code, and Codex in one self-hosted interface. Learn how the system handles 16.1K-view workflows without cloud lock-in.
LangChain offers 1000+ integrations to swap models without rewriting code. Its durable runtime ensures persistence and checkpointing for production agents.
Alice Labs analyzed 18+ deployments showing Eve reduces mental load by swapping chains for a single runtime dependency and file conventions.
OpenCode hit 147,000 GitHub stars by April 2026, proving that autonomous coding agents are no longer experimental novelties but essential...
Stop re-explaining conventions to your agent. This guide uses Hindsight's LongMemEval benchmark results to fix OpenHands context loss.
Most agent projects fail by 2027 due to bad architecture. Learn why static prompts collapse and how an external loop fixes real tasks.
Commit 0c522c2 locks the agent server image to version 1.23.1. I break down why this hard stop on drift matters for your Docker sandboxes.
Apple's M3 Ultra delivers 819 GB/s bandwidth, proving unified memory outperforms discrete VRAM for running large local models without latency.
Stop runaway LLMs from crashing your host. Set MemoryHigh at 12G and MemoryMax at 14G to throttle processes before the kernel kills them.