Topics2 articles

Ai Coding

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