Field notes from the work.

Forty-two agents on our own codebase, and the call they couldn't make.

We pointed Claude Opus 4.8 and Claude Code's new dynamic workflows at our own website — 42 agents, ~14 minutes, one production deploy. The workflow surfaced a genuinely high-value fix and then nearly fooled itself. The judgment that caught it is the whole point.

Claude Opus 4.8, and the discipline it asks for.

Anthropic shipped Opus 4.8 today — around four times less likely to let its own code flaws pass, paired with dynamic workflows that orchestrate hundreds of subagents from a single session. The capability stopped being the constraint a while ago. What is left is whether you can describe the work and discern the output — the disciplines, not the model.

Software after software, and the record so far.

Twelve theses on what software becomes when intelligence is abundant — and the empirical record from the last six months that says they are no longer speculative.

Anthropic's enterprise playbook, read from Muscat.

AI is not a software business anymore.

The capability overhang is no longer theoretical.

Model Context Protocol, plainly explained.