Duplicate Orders Are a Spec Bug, Not a Model Bug
You should freeze idempotency rules before a coding agent writes POST /orders, because retries will …
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Duplicate Orders Are a Spec Bug, Not a Model Bug
You should freeze idempotency rules before a coding agent writes POST /orders, because retries will …
Stop Scoring Prose. Start Diffing Tool Shapes.
Fluent agent answers are a weak merge signal today. You should gate on tool-call shapes, not prose. …
From AI Experiments to Real-World Products: Building Practical AI for Modern Businesses
By Mian Usman Khalid — Founder & CEO, XICTEK Systems Artificial Intelligence is no longer just a re…
AI video reject-if line
Do-nots are bans on what we generate. Reject-if is when I throw the take without a taste fight. Pas…
Name the Mutation or Don't Merge: A Fail-Closed Side-Effect Checklist
If a pull request can mutate anything outside the process, you do not merge it until every write has…
Black Hat USA 2026 | The 'Breaking' News: The OpenAI–Hugging Face Incident
This article previews a Black Hat USA 2026 presentation detailing the technical reconstruction of a …
Who Owns the Failed Agent Run? Score Free Shared Compute Against a Box You Control
The timeline keeps arguing whether models already write better code than most working software devel…
We don’t need AI regulation — leave safety to us, Nvidia’s Jensen Huang says
AI isn't some new form of "alien mind," according to Jensen Huang. It's just hardware and software, …
Investors initiated discussions to give OpenAI more money at a $1.2 trillion valuation
https://www.bloomberg.com/news/articles/2026-09-15/openai-weighing-funding-round-at-over-1-2-trillio…
not to look a gift horse in the mouth...
but i don't understand why openai is giving me money? submitted by /u/TryAndStopMeSpez [link…
The AI data center boom is colliding with cities scarred by big industry
National outcry against data center construction has spread to Philadelphia, where officials suggest…
Top 5 Model Routing Platforms in 2026
TL;DR Production model routing platforms direct queries across large language models to balance co…