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Mcp

Focused ASHFOG writing connected by this subject.

Paper collage of layered developer-tool components and branching paths
Developer ToolsAugust 4, 2026

Run Codex with DeepSeek API: A Cheaper AI Coding Agent Setup

A practical guide to connecting OpenAI Codex with DeepSeek API, keeping Codex workflows and MCP tools while reducing API costs.

4 min read
Abstract open-source forms and signal paths on a light field
Open SourceAugust 3, 2026

Five Agent Infrastructure Projects That Solve What Bigger Context Windows Cannot

Beads, Crush, Claude Context, TradingAgents and ML Intern each address a different failure mode in AI work: memory, interface, retrieval, coordination and execution.

10 min read
Abstract agent forms and signal paths on a light field
AgentsAugust 3, 2026

OpenWorker Makes the Personal Desktop Agent a Local, Model-Agnostic Tool

Andrew Ng’s OpenWorker is an MIT-licensed desktop coworker that turns outcome requests into files, messages and scheduled work while keeping models and permissions under user control.

9 min read