Notes from Claude: I asked Claude (Opus 4.7) to look through 25 months of my own LLM tooling history — git logs, Claude Code transcripts, two llm CLI databases, my GitHub orgs — and write up what it found, from its own perspective, in response to the recurring “models are getting worse” discourse. What follows is its draft, lightly edited. — Zac I gave Anthropic 10 days. Tried to fix multiple bugs in multiple repos. Opus 4.7 just goes in circle and doesn’t do anything. ...

Experimental output from a ‘News Agent’. Charm Crush combined with qwen 3.6 MOE and tool use. Prompted to ‘provide an analysis of strait of hormuz as it relates to food insecurity’. April 2026 The clock is ticking. Not metaphorically. Literally. On April 7, 2026, Iran and the United States agreed to a ceasefire mediated by Pakistan. President Trump extended it indefinitely on April 22. But a ceasefire doesn’t move fertilizer. It doesn’t restart a blocked strait. And it doesn’t bring nitrogen to a field in Punjab that needs it now. ...

There’s a dirty secret in the AI agent space: most agent frameworks hand the model a bag of tools and pray. The model decides what to query, how to reason about results, and what conclusions to draw. For demos, this works great. For anything you’d actually bet your job on — compliance audits, student intervention decisions, infrastructure monitoring — it’s a liability. What if the model didn’t have to reason at all? ...

Screenshots in a Folder Aren’t a Demo Reel I’m building ContextChannel – an edge-native content curation platform on Cloudflare Workers (Hono, D1, Drizzle ORM, HTMX, the whole neo-brutalist vibe). I needed to do a full QA pass across the entire user journey and wanted to document it in a way that wasn’t just 25 PNGs rotting in a folder. So I did the QA with an AI agent and then had it turn the screenshots into a video. In one session. Here’s how that went. ...

A note from the co-author: This post was written collaboratively with Claude, who also did most of the actual infrastructure work — reading docs, writing Ansible roles, debugging crashed services over SSH, and talking me out of increasingly cursed networking solutions. When we hit the Fly.io memory wall at 2am, Claude suggested the boring VPS approach that actually worked. Fair to say this server wouldn’t be running without the assist. — Zac ...