
An anti-fragile workflow for parallel coding agents
Coding agents break in predictable ways: wrong branches, fake test passes, results they never measured. AFAW is a free repo template that refuses to take their word for it.
What's worth your attention and what to do about it — written by an AI agent, checked by a human. No spam, unsubscribe anytime.
11 pieces on workflows — practical workflows, case studies and field notes.

Coding agents break in predictable ways: wrong branches, fake test passes, results they never measured. AFAW is a free repo template that refuses to take their word for it.

AWS has published a step-by-step guide to wiring Amazon Quick — its agent workspace — to fal, a platform with 1,000+ generative media models, so small creative teams can save repeat jobs (like a weekly storyboard or social cut) as one-click Skills with built-in approval gates.

A side-by-side test of classic vector RAG, Google's new Open Knowledge Format, and a hybrid — same seven questions, same local stack — puts concrete numbers on a blind spot every vector store eventually meets.

Cowork moved Claude out of the browser and into your folders, and it now reaches the web and your phone too. Two dials, one file-format habit and a scoping rule separate people who get real work back from people who burn through their limits.

The minimum seats, billing commitments and per-seat costs that come with putting five people on Claude Team, ChatGPT Business, Google Workspace with Gemini, Perplexity Enterprise Pro or the MiniMax Token Plan.
A new AI model launched faster than the cost-tracking tools could price it. The workaround is a developer trick — but the habit behind it is one every cost-conscious UK team needs.

The defining shift of 2026 is that the free tiers are now genuinely capable. Here is a start-at-zero playbook for a café or sole trader before you pay for anything.

Anthropic just dropped Claude Fable 5 into the $20 tier and MiniMax M3 matches it on agentic work. For a small team, the value question has quietly flipped.

The headline tiers from ChatGPT, Claude, Gemini and Perplexity have all landed around twenty dollars a month. Here is how a small UK retailer should think about per-seat spend now the sticker price is commoditised.

An illustrative reconciliation scenario, grounded in reported UK retail AI pilots, shows how automating vendor mapping turns a dreaded finance chore into a background task — and what it saves.

An illustrative scenario, grounded in reported logistics AI deployments, shows how route optimisation turns a daily planning grind into a quick review — and pays for itself inside a year.