Insights

Field notes from real AI engagements.

Short, practical posts on how we scope, deliver, and operate AI work for small teams — plus development updates from the AI LangRenSha arena.

Recent posts

New entries appear roughly every month. Each post is written by the founder and reflects work actually delivered in the period.

Cover illustration for: Scoping a two-week AI pilot for a five-person agency

Scoping a two-week AI pilot for a five-person agency

How we took a broad "we want to use AI more" brief and narrowed it into a single measurable outcome — first-reply time on customer emails — before any tool was chosen.

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Cover illustration for: AI LangRenSha February arena update

AI LangRenSha — February arena update

Notes on changes to the agent memory window, cost per match, and the new spectator replay view. What improved, what regressed, and what we are watching next.

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Cover illustration for: A minimum-viable AI automation for a solo consultant

A minimum-viable AI automation for a solo consultant

The smallest workflow worth building first: structured intake form → prompt library → draft deliverable. What it replaces, what it costs, and where it still needs a human in the loop.

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Cover illustration for: Handing over an AI workflow without creating a vendor dependency

Handing over an AI workflow without creating a vendor dependency

What a clean handover package looks like — credentials, runbooks, monitoring — so the client's team actually owns the workflow after we leave.

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Cover illustration for: AI LangRenSha first public demo retrospective

AI LangRenSha — first public demo retrospective

What we learned from opening the arena to the public for the first time: load patterns, unexpected agent behaviours, and the small UI changes that made the match easier to follow.

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Cover illustration for: Why small businesses should resist AI transformation

Why small businesses should resist "AI transformation"

Enterprise transformation programmes assume budget, staffing, and runway that micro-businesses do not have. A counter-argument, with a more realistic alternative.

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