Shane Logsdon
@shane.logsdon.io
Founder @ LeadSurface · Surfacing in-market buyers from the forums where they’re already talking · Developer Advocacy @ Global Payments · buying signals, intent data
I thought the AI was failing. It was doing exactly what I'd set it up to do.
Every output gap traced back to a decision I hadn't made. What counts as a failed fetch versus an incomplete one? Which fields are required? Who owns retry behavior? I hadn't decided, so the agent decided for me.
Every output gap traced back to a decision I hadn't made. What counts as a failed fetch versus an incomplete one? Which fields are required? Who owns retry behavior? I hadn't decided, so the agent decided for me.
May 13, 2026 at 12:35 AM
I thought the AI was failing. It was doing exactly what I'd set it up to do.
Every output gap traced back to a decision I hadn't made. What counts as a failed fetch versus an incomplete one? Which fields are required? Who owns retry behavior? I hadn't decided, so the agent decided for me.
Every output gap traced back to a decision I hadn't made. What counts as a failed fetch versus an incomplete one? Which fields are required? Who owns retry behavior? I hadn't decided, so the agent decided for me.
68 of 124 skills in my Claude Code setup had never fired.
I audited every one. Mined six weeks of session transcripts. Scored each on trigger clarity, instruction quality, output spec, and anti-pattern density. Then ranked them by composite score against actual usage.
I audited every one. Mined six weeks of session transcripts. Scored each on trigger clarity, instruction quality, output spec, and anti-pattern density. Then ranked them by composite score against actual usage.
May 9, 2026 at 12:23 AM
68 of 124 skills in my Claude Code setup had never fired.
I audited every one. Mined six weeks of session transcripts. Scored each on trigger clarity, instruction quality, output spec, and anti-pattern density. Then ranked them by composite score against actual usage.
I audited every one. Mined six weeks of session transcripts. Scored each on trigger clarity, instruction quality, output spec, and anti-pattern density. Then ranked them by composite score against actual usage.
Where are you still designing for yourself when you should be designing for your agent?
shane.logsdon.io/articles/tec...
shane.logsdon.io/articles/tec...
May 3, 2026 at 5:23 AM
Where are you still designing for yourself when you should be designing for your agent?
shane.logsdon.io/articles/tec...
shane.logsdon.io/articles/tec...