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News
Designing a Multi-Layer Privacy Sanitization Pipeline for LLM Applications
4+ hour, 58+ min ago (163+ words) Modern AI applications process large volumes of unstructured and semi-structured data. This data may contain personally …...
Why a PR walkthrough can pass validation and still be hard to read
12+ hour, 40+ min ago (770+ words) I made an HTML guide for reading pull requests. When I shared it with coworkers, the visual feedback was encouraging, but I still felt that parts were hard to follow. One person wanted to see the explanation before the code…...
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…...
Every AI Tool Gives You the Same Result You’d Get From a Bad Prompt. Nobody Talks About That.
8+ hour, 6+ min ago (308+ words) There’s a pattern I’ve noticed across every AI tool I’ve used — text, images, music, doesn’t matter which one.Continue reading on Medium » Every AI Tool Gives You the Same Result You’d Get From a Bad Prompt. Nobody Talks About That....
TrueFoundry vs OpenRouter: Which AI Gateway Fits Your Stack?
12+ hour, 29+ min ago (949+ words) TrueFoundry and OpenRouter both solve the same problem, routing your app to the right model, but they solve it for different teams. One bets on enterprise control. The other bets on scale and speed. We tested both to find out…...
Writing More Secure Code with LLMs: Why "Make No Mistakes" Falls Short
13+ hour, 47+ min ago (928+ words) What actually makes an AI write safer code, measured on one build task with validated vulnerability counts. First in a multi-part series from the Monad Foundation engineering team. The same task and model, two prompts, two different security outcomes. We…...
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…...
Your AI Demo Works. Here's What Can Break in Production
13+ hour, 2+ min ago (528+ words) The gap between a working demo and a system people can actually depend on. A demo proves a concept. Production proves everything else. When you build a demo, you're answering one question: can this work at all? You pick clean…...
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 …...