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Learning AI Multi-Agent Systems - Part 2: The Coordination Tax

 2026.5.16  engineering ● ai-workflows ● multi-agent  2296  11 mins
Part 2 of a practical learning diary on multi-agent AI systems. This time: what must exist around agents so the system does not become a polite distributed hallucination machine - handoffs, shared state, verification, observability, permissions, and cost
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Introducing JustOpinion: Lightweight Comments for Static Sites

 2026.5.10  product ● engineering ● writeups ● release  1004  5 mins
JustOpinion is a lightweight commenting system for static websites: register your site, add two lines of HTML, and start receiving comments without auth walls or heavy tooling.
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Learning AI Multi-Agent Systems - Part 1: Do We Really Need an AI Justice League?

 2026.5.2  engineering ● ai-workflows ● multi-agent  1778  9 mins
Part 1 of a a practical learning diary on what are multi-agent systems, when multi-agent setups are useful, when they are probably overkill, what shapes they usually take, and what types of applications may benefit from them.
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How I am using Cursor as a PR Self-Review Sidekick and Memory Bank

 2026.4.25  engineering ● developer-productivity ● ai-workflows  1163  6 mins
A practical workflow for using Cursor skills, global rules, and context journaling to reduce PR review churn and preserve decision history.
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