CHANNEL / ACTIVE
An agent's model is only one part of its behavior. Prompts, tools, context, recovery, evaluation, and memory form the harness around it. What current research says, and how to measure its effect on quality and token use.
CCToggle is a small command-line utility for temporarily disabling Claude Code plugins and user-scope MCP servers, then restoring the state it changed. Its commands, configuration scope, and operational limits.
A practical guide to connecting an OpenAI-compatible GonkaGate endpoint to command-line agents. How to create and protect an API key, test the endpoint, configure a custom provider, and verify models and costs before a workload.
A practical graphify setup for Claude Code: build a searchable map of a repository, keep extraction separate from the main session, update the graph carefully, and check it before committing.
A practical, measurement-first guide to lower context cost in Claude Code: smaller sessions, focused delegation, retrieval, compact tool output, caching, and API batching.