Saturday, 7th March 2026
Scaling Agents: The Definitive Open-Source Guide — From 1 Agent to 100 Agents, 1 Tool to 100 Tools, Managing Context
Tool Wall: Every tool’s JSON schema goes into the system prompt. At 15+ tools, models start selecting wrong tools. At 50+, token usage explodes and accuracy plummets.
[... 4,460 words]How Pi Builds Its System Prompt at Runtime — And the Innovations That Make It Stand Out
A close look at the open-source coding agent that assembles its brain on the fly.
[... 2,937 words]How Claude Team Agents ACTUALLY Connect — No Fluff
Agents are separate processes. They don’t share memory. They don’t call each other’s functions. They communicate through files on disk and CLI commands that Claude Code provides as tools.
[... 2,393 words]How AWS Strands Agent Loop Works
Strands uses the ReAct pattern. This is a recursive loop:
[... 672 words]How AWS Strands Hooks Work
Hooks are an event-driven extensibility system — a way to inject custom logic at specific points in the agent lifecycle without modifying core code. Think of them as middleware/interceptors.
[... 713 words]