Insights
A closer look at the AI industry
We don't chase trends. We document the methods and judgments actually validated through diagnosis, design, and delivery.
Latest articles
Talk with usAllDigital Employee DesignAI Consulting MethodCase StudiesTools & WorkflowAI Coding & Agent Engineering
AI Coding & Agent Engineering
Behind Claude Code v2.1.280: AI Coding Is Moving From “Writing Code” to “Sustained Work”
Claude Code v2.1.280 shows how AI Coding is shifting from “writing better code” to “working reliably for longer.” As Claude Code and Codex add persistent sessions, better task visibility, human controls, and parallel Agent workflows, the real competition is becoming clear: which AI can developers trust with real software engineering work?
2026-09-238 min.
AI Coding & Agent Engineering
Agents are not chatbots: three common misreadings
Field notes on state, tool-calling, and failure recovery.
2026-06-186 min read
Get the latest insights every week
Weekly Insights, once a week.