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News
Wrong Identity
14+ hour, 5+ min ago (205+ words) "The optimize part is exactly why I'm doing this," Curtis said. He stepped back, his movements fluid and precise, his gaze locked on the gold eyes of the man who had curated his life. "The 'Jake' layers identified a redundancy…...
The Steelman: When an AI Agent Actually Earns Its Complexity
8+ hour, 5+ min ago (468+ words) A while back I wrote that most “AI agents” are just pipelines in a trench coat — deterministic workflows with an LLM call in them …...
Agent orchestrators and agent coordinators are not the same layer
12+ hour, 19+ min ago (702+ words) If you only ever run one coding agent, you do not need either of these. Close the tab, you are fine. For everyone else: I maintain Foremerge, and a couple of weeks ago I submitted it to a list called…...
Whose Memory Is It? Building Multi-Tenant, Multi-Tier Memory for AI Agents (Part 4)
22+ hour, 41+ min ago (1782+ words) This is a 4-part series on how agents remember:building short-, medium- and long-term memory thatscales across users, agents, and kubernetes clusters. Alice and Bob both use our agent platform. On Monday, Alice worked on a support incident, and the…...
Moving Away from S3 & Athena: Why We Migrated Our Analytics Pipeline to PostgreSQL
8+ hour, 5+ min ago (29+ words) A real-world look at architecture redesign, ingestion layers, and performance wins in a Food-Tech SaaS …...
Documentation — Compaos
21+ hour, 3+ min ago (63+ words) Type a topic, command, or integration. Documentation, guides, and references for the Compaos Operating System. Compaos is open source and API-first. Everything you need to build, integrate, and run AI-native companies. Compaos coordinates people, AI agents, tools, and systems through…...
From AWS Security Hub to Client-Ready HTML: A Private AI Reporting Pipeline
12+ hour, 45+ min ago (1177+ words) Security scope: This walkthrough is for authorised defensive reporting in AWS accounts you own or operate. It uses only synthetic names and example paths. Do not place real customer findings, account identifiers, IP addresses, or internal hostnames into public examples....
Vector Databases Explained: Powering AI with Open Source Data Storage
1+ week, 3+ day ago (1717+ words) What do vector databases do? Why did they show up when they did? Which open source ones are worth your time? How do you use them? Here are some answers… It was a fair question. And I realised I’d never…...
How I ended up with a 2.9 kB GZip reactive UI engine that runs from a static file
13+ hour, 29+ min ago (565+ words) A few weeks ago, I was working on a side project. Nothing fancy — just a small dashboard with a form, a list, and a few buttons. The kind of thing that should take an afternoon. But I caught myself opening…...
Where LLMs Break on Data: Dates, Joins, and the Illusion of Understanding
9+ hour, 40+ min ago (1436+ words) Almost everyone who builds on top of a language model hits the same wall eventually. You ask it something that looks trivial …...