Claude

• Ported a structured AI workflow to thirteen research repos at once.
• Each project now has specialist review agents, quality gates, and session management for Claude Code.
• Added Claude activity logging alongside the existing Codex diary system.
• The nightly blog digest now groups work by which AI tool did it.

Codex

• Added a first deterministic repair for disconnected observed plans in a political simulation project.
• Focused that repair on the main Utah failure case rather than widening the automatic policy.
• Mapped the next hardening pass so the repair path is more reproducible and easier to validate.
• Consolidated a replication project and verified reproducibility.
• Published a teaching post about AI on the blog.