MULTIPITA: Reorganizing Compute Without Compressing Identity
How NINMENI approaches the computational cost of native character-identity modeling Large language models usually make an implicit compromise: text…
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Every Layer of Your AI Stack Is an Attack Vector. Count Them.
From the team at Backboard.io . We build AI infrastructure, so we have a position here. We state it at the end, clearly labeled. Everything before t…
A Wider Computer, Not a Bigger One: Modeling AI Inference Across Millions of Homes
I modeled an AI inference fleet distributed across ordinary homes. What survived was narrower—and more plausible—than what I started with. Picture a…
AIOps Is More Than Just a Chatbot
It started with a Discord bot React ChatBotify is an open-source project I maintain, and part of that meant looking after its websites and serv…
How AI Is Changing SRE Workflows (Without Replacing SREs)
I get asked this question a lot: 'Is AI going to replace SREs?' Short answer: no. Long answer: AI is changing what SREs spend their time on, and the…
Snap a Dish, Get a Recipe: Building GraceSoft DishLens Solo
This week the recording of GraceSoft CMS's "vibe coding" series is on pause. Something more exciting pulled my attention: my first venture into mobi…
Building a Production-Safe AI Remediation Firewall for Amazon EKS
A reproducible multi-AZ resilience walkthrough: spread a service across simulated zones, kill one under load, and measure the dropped requests — plu…
Why Must AIOps Move from Processing Alerts to Understanding Business Service Relationships?
The alerts have been processed, but the business problem remains A critical business system begins responding slowly, and the monitoring environment…
I Spent a Week Fixing the Wrong Skill (And Other Lessons from Evaluating an AI PR Reviewer)
TLDR The baseline model (Claude Opus, no guidance) already catches ~65% of textbook bugs. The plugin's value comes from false positive suppression a…
As SpaceX deal looms, Cursor partners with Chainguard to secure open-source dependencies in AI-built code
Cursor has spent the past week in headlines after confirming a partnership with SpaceX that could eventually lead to a $60 billion acquisition . The…
How context travels in a multi-agent world
Engineering teams building with AI agents have largely solved the single-agent problem. The harder challenge arrives when capabilities get split acr…
Planning network checks before running them: a local-first workflow pattern
Many operations tasks do not begin as tickets, dashboards, or scripts. They begin as intent. Someone says: Check whether this subnet looks normal. O…
Your agents keep making the same mistakes. Nobody has time to fix it.
Your agents keep making the same mistakes. Nobody has time to fix it. AI coding agents are getting better at the tasks you give them direct feedback…
How I Built a Persona Chat Agent and Fought Hallucination — A RAG Story
I wasn't building another AI chatbot. I was building an AI persona. Someone users could actually have conversations with. A fictional person with: a…
How Small Can an Agent Model Get? The Nemotron Floor
Most model comparisons ask which model is best. This one starts with a model that never even produced a single result. We tested NVIDIA's open-weigh…
AI Agent Governance: 10 Takeaways from Engineering Leaders on Agentic Development
Agentic development starts as a productivity story, but at scale it quickly becomes a governance problem. At AI Native DevCon London, we hosted a se…
Best of AI is now open source!
We started Best of AI about a year ago as a curated list of AI tools worth using. Today the whole thing is open source on GitHub — data, site, scrip…
Evaluating Kimi 2.5 vs Kimi 2.6: What happens to agent skills when the model gets smarter?
When a stronger model ships, there are two questions every skill author should want answered, and evals are the only honest way to answer either: Wh…
How I Built an Autonomous Incident Investigation Agent That Reduced MTTR by 65%
Series: AI-Native SRE Table of Contents The Problem Every On-Call Engineer Knows What FRIDAY Does Architecture Overview Key Design Decisions The Too…
Introducing *beta* Remogram: forge facts for agents, without the workflow baggage
If you've ever pointed an AI coding agent at a pull request and watched it confidently merge based on a stale title, a truncated API response, or pr…
When the conclusion comes first
A sponsored benchmark is just an experiment with a sponsor. So read it like one. I read a lot of vendor benchmarks. Most are fine. They are marketin…
Scarab Field Test #022 — Playwright Worker Response Header Hang
Target: microsoft/playwright Issue: microsoft/playwright#39948 Status: local patch prepared and validated Patch commit: 269228a88 — fix(chromium): r…
The MCP Rug Pull - When the Tool You Trusted Yesterday Becomes Malicious Today
The Model Context Protocol (MCP) is having its npm moment. Hundreds of community-built servers expose database access, GitHub APIs, Slack, Notion, y…
Turning OpenClaw Governance Into an Operating Layer
In my last article, I wrote about a practical lesson from end-to-end testing inside OpenClaw: proving that a command exists is not the same thing as…
Agentic Ops: How I Shipped My Vibe-Coded Game to Production
Over the weekend, I vibe coded a cooking game. You combine random ingredients, and the game generates a dish with a score and a snarky review — stuf…
JaisCloud — A Free, Single-Binary AWS Emulator in Go
Why We Built JaisCloud — A Free, Single-Binary AWS Emulator in Go If you've ever tried to test AWS-dependent code locally, you've probably reached f…
AWS Summit Seoul 2026: Korean Enterprises And Agentic AI
Over the last few years, people have been asking the same question about AI: with so much money going into models, GPUs, and data centers, when will…
The iam: PassRole Nightmare - 3 Weeks of My Life I Will Never Get Back
Let me tell you the story of three weeks of my life I will never get back. We were building an AI agent on AMAZON Bedrock — an autonomous system tha…
Two SQL primitives for when alert clustering gets it wrong
Originally published at theculprit.ai/blog/sql-primitives-for-incident-split-merge . Every alert-correlation system gets things wrong. The interesti…
I Injected Three Faults. The Agent Found All of Them.
Overview Let's get our hands dirty. This part covers the full setup and the actual demo: deploy PayLedger to both regions, wire up Route 53 failover…