A deep-dive on building a local-first hub to manage AI agents, rules, and confidence thresholds—so voice unloads flow from capture → storage → action without manual shuffling.
Why most tools fail when bolted on top of old habits—and how I’m reshaping my own workflows so agents become part of the operating system, not another inbox.
Minimizing Redundancy: Why Automation and AI Should Precede Insight
Exploring the design principle that executional intelligence delivers more value than repetitive insight, and how to structure systems so AI becomes an active operator rather than a passive commentator.
How I bounce between conversational problem-solving in ChatGPT and in-editor flow with GitHub Copilot, plus what’s working and what I’d like to improve.