“This turns a 60-minute watch into a 5-minute read.” I documented six AI interactions building a YouTube-to-article tool: AI search for discovery, Copilot agent scaffolding, transcript API workarounds, and Gemini Flash for generation. A real look at AI-assisted dev.
robintegg.com/2026/06/12/y...
I was tired of rebuilding the same Copilot setup for every new repo.
So I created my own ai-toolkit: versioned bundles of prompts, agents, skills and instructions, installable via JBang in minutes.
jbang AiToolkit.java install discovery
robintegg.com/2026/05/24/c...
Discovery before planning is now default in my AI workflow. Load context, run discovery, write plan, implement. Simple and repeatable.
My May 2026 AI retrospective: robintegg.com/2026/06/01/m...
Great news if this is true? Free? Hopefully won’t need to worry about using my copilot tokens? x.com/israfill/sta...
“Plan mode reflects whatever the model thought at first glance rather than what the problem actually requires.”
Built a VSCode Discovery Agent — investigation without committing to a solution. Explores, maps, asks, then briefs. ⬇️
robintegg.com/2026/05/13/a...
Agents fail at stateful workflows not because they can’t call endpoints, but because they can’t tell if a call is valid right now. Hypermedia APIs publish valid next actions alongside current state. Less prompt engineering, fewer invalid transitions. Worth a look. robintegg.com/2026/06/03/h...
"MCP defines four primitives a server can expose: Tools, Resources, Prompts, and Apps."
New post exploring MCP with Spring AI — Boot starters, annotations & a working notebook example 📓
robintegg.com/2026/04/26/e...
“Sessions end, context windows close, but the wiki persists and compounds.” My April AI retrospective — Granola, persistent knowledge bases, Emdash & more.
robintegg.com/2026/05/06/a...
AI writing assistance has a hidden cost: your voice gets lost. Em dashes, long lists, filler everywhere. A reusable writing skill fixes that. Do this early if you publish with AI support.
robintegg.com/2026/04/23/c...