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How skills and MCPs actually work
We’ve been working on a project called Extensions: customers can now connect their MCPs into our platform then load skills that tell us how to use them, with both skills and connectors (our word for a connected MCP or API) woven into all our agent surface…
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Building AI skills like checklists
Every weekday morning, someone on the AI team at incident.io kicks off our spend report skill.
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Looking back at 2025
Last year I wrote this from an empty office on New Year’s Eve.
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Why change role to AI Engineering
We’ve just launched an AI Engineer role, and Pete’s written a post explaining why we’ve created the role which goes nicely with our blog series “Building with AI” that the team released the other week.
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AI Innovator's Dilemma
I’m currently building an AI-powered incident investigation product that automatically debugs and triages production issues when incidents are declared.
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You don't need Python to build AI products
“If you want to build AI products, you need to use Python.”
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Beyond the AI MVP: What it really takes
Most companies building AI products today are stuck in the experimental phase, lacking the basic tooling and infrastructure needed to build reliable systems.
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Looking back at 2024
I’m determined to make a tradition of this, which is why I find myself in an empty office on New Years Eve trying to remember what’s gone by these last twelve months.
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When Game Days go wrong
It was the week before pandemic lockdowns began.
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Learn one thing at a time
Of the mental models and rules I use in my life, by far the most useful is to learn only one thing at any given time.
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Looking back at 2023
Last year I wrote “Looking back at 2022” and found it valuable to reflect and celebrate a year of work, even if just as a reminder of the things that happened before going into the next.
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Adding concurrency control to HTTP APIs
Recently, I’ve needed to add concurrency protections to several HTTP APIs.
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Use your database to power state machines
Most people are familiar with state machines and know their value.
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Screw DRY – copy-paste is the goal
From the moment you learn programming people tell you “don’t repeat yourself!”
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Three months building a catalog
For the last three months I’ve been working on a team building the incident.io Catalog: read the announcement post here.