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Split Generate and Apply Into Two Planes
You should not generate on the canonical tree. Generation and apply remain separate failure domains …
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…
Top 5 Model Routing Platforms in 2026
TL;DR Production model routing platforms direct queries across large language models to balance co…
MiniZinc MCP for your AI Agent
Hello Again! 👋 I just want to share a new tool I've been developing for the community: a MiniZinc …
5 Best Model Routing Tools in 2026
TL;DR Model routing tools eliminate single-provider points of failure by dynamically directing inf…
CVE-2026-81578: AI Agents Exploit PaperCut in 395-Org Campaign
Forensic Summary A likely Russian-speaking threat actor deployed hundreds of AI agents—combining O…