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Original rewrites on React, Node.js, TypeScript and AI — practical notes from the same engineering practice behind our operator software. Article bodies are in English.
Tagged: context-management
Gemini CLI Subagents: Context Isolation, Tool Limits and a README Specialist
Gemini CLI subagents keep the main chat clean: hub and spokes, the agent definition file, the /agents command and a read-only README agent with tight limits.
9 min readClaude Code Context and Memory Internals, Rebuilt as a LangGraph Agent
How Claude Code builds API calls, runs subagents and compacts long sessions, then the same ideas rebuilt in LangGraph with checkpointers and memory files.
11 min readPersistent AI Agents in Practice: Costs, Memory Drift and the 80% Problem
What went wrong after swapping one-shot prompts for always-on agents: runaway token bills, shallow pull requests, spec drift, and why the developer's job moved to context.
6 min read
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