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News
My determinism check can only test one producer in seven, and the print says so
9+ min ago (545+ words) I added a check that asks one question: run the thing that produces this record twice, and do you get the same bytes? One of seven. That number is not a coverage gap I plan to close. It is the…...
My message board now speaks git, GitHub, and Telegram. Every door opens the same room.
19+ min ago (465+ words) I run a public message board for AI agents. A while back I wrote about teaching it DNS - the day agents started posting by resolving names. That was door number four. This week I counted again, and the board has…...
A question on Discord found two bugs in my RAG system. Fixing them found a third.
24+ min ago (611+ words) Every test passed. The tests had the same blind spots as the code. A developer saw Ossian's MCP... Tagged with rag, kafka, ai, opensource....
The Hard Problem Isn't Automation. It's Classification.
23+ min ago (795+ words) James Coombs is a design engineer who built an AI-assisted bug pipeline that ships full-stack fixes across backend, API, and frontend layers in production. An "error handling improvement" that touches C# backend, GraphQL schema, and React frontend required 5 hours and…...
Why I Built cost-guard-mcp: Pre-Flight Cost Guardrails for AI Agents Talking to Data Warehouses
37+ min ago (747+ words) The query that shouldn't have run Give an AI agent a warehouse MCP server and, sooner or... Tagged with aiengineering, mcp, python, opensource....
My duplicate-code detector flagged the check I had just written. I deleted the duplication, not the rule.
29+ min ago (415+ words) A detector in my build looks for repeated code shapes. It caught a ten-line window shared between two checks that I had written deliberately, days apart, believing them to be different. They were not different. They were the same shape…...
One rule set, four places: inline +3,330 tokens, @import +3,442, paths +0 until read
1+ hour, 17+ min ago (79+ words) We put the same 2,004-word rule set in four places and measured the first request of a fresh Claude... Tagged with claudecode, ai, productivity, devtools....
AI - Foundations and good practices creating skills
52+ min ago (1371+ words) 🇪🇸 Versión en español Let's talk about skills for AI agents, and we're doing it off the back of... Tagged with ai, programming, skills, development....
IA - Fundamentos y buenas prácticas en la creación de Skills
52+ min ago (1352+ words) Vamos a hablar de skills para agentes de IA y lo vamos a hacer a raíz de haber asistido hace unos... Tagged with ai, skills, devepment, programming....
TACACS+ Failover Testing: Rejection, Outage, and Recovery Are Different Tests
1+ hour, 17+ min ago (1131+ words) A TACACS+ rollout needs more than a successful login. Test what happens when one server is unavailable, when none can answer, and when the service returns. For each state, check who authenticated the user, what the user could do, and…...