Configuring Data Access Control (DAC) Team Level Visibility for Enterprise AI Governance
How Bifrost Enterprise combines Data Access Control (DAC), Role Based Access Control (RBAC), Access...
Tutorials
I finally figured out what Claude Artifacts are actually for
I've been using Claude for a long time and mostly ignored Artifacts. Fine for a quick React demo. Not...
Coding Agents Evolved. Our Repositories Didn’t.
Why giant AGENTS.md files may be wasting context, hurting maintainability, and making AI-assisted...
Cursor Keeps Skipping Rate Limits on Login Routes (CWE-307)
TL;DR I checked 50 AI-generated login endpoints. Zero had rate limiting. Attackers can...
"My AI engineer has a second AI that tells it NO. Three times, it was right."
Yesterday afternoon I was about to ship a change to a production pipeline. The code was written,...
How to run Codex with GPT-5.6 on Amazon Bedrock
Point the Codex CLI at OpenAI's GPT-5.6 Luna, Terra, and Sol on Amazon Bedrock with two lines of config, using the AWS credentials you already have.
Ship Your Own Social Listening Agent in ~200 Lines of TypeScript
Meet SocialRadar: a daily and weekly research agent built with the Strands SDK, Bedrock AgentCore,...
I built a production AI agent for our NOC ticket queue in one shift
Our NOC gets a steady stream of tickets every day, and a good chunk of them are routine: the same...
Porting Gemma-4 12B (the encoder-free multimodal one) to AWS Inferentia2
The 12B ships as a multimodal class with no encoder loaded, and its sliding-window attention overflows Neuron's fused-attention SBUF. Three surgical fixes and it serves Paris at ~1...
My Inferentia port matched its reference token-for-token — and still output garbage
Porting Gemma-4 31B (dense) to AWS Inferentia2: the tensor-parallel recipe that worked at 12B collapses at 31B, NxD ModelBuilder saves it — and then a passing validation lies to yo...
Porting a 128-expert MoE (Gemma-4 26B-A4B) to AWS Inferentia2 — where every rank weighted the wrong experts
The MoE was the hard one: a dual-path FFN, a sparse expert loop that won't trace, and a bug where the device output was empty while the CPU reference was perfect and every unit tes...
Five Gemma-4 models, one accelerator: what porting E2B 31B to AWS Inferentia2 taught me
A side-by-side of all five Gemma-4 variants on Inferentia2 — PLE, KV-sharing, MatFormer, mixed attention, and a 128-expert MoE — the recipe that evolved to carry all of them, and t...
The Silent Crash: How Hallucinated Tool Breaks AI Agents
There isn't one version of this failure, there are three distinct patterns, and they cause different...
Arrêtez d'utiliser des "Chatbots" pour formater du JSON : L'avènement des SLMs spécialisés
Après avoir sécurisé nos agents avec du Human-in-the-Loop la semaine dernière, il reste un ennemi...
Deja de Entrecerrar los Ojos con los Stack Traces de .NET: Depúralos con Claude en Visual Studio
Deja de Entrecerrar los Ojos con los Stack Traces de .NET: Depúralos con Claude en Visual...
Chaining a segmentation model, a compositing model, and an LLM behind one API call for product photos
Why birefnet (segmentation), bria/product-shot (compositing), and gpt-4o-mini (SEO copy) are three separate purpose-built models instead of one generalist doing all three jobs.
Structured Output Gives You Syntax. It Doesn't Give You Semantics
JSON schema and function-calling constraints guarantee your model's output parses. They guarantee nothing about whether it's true.
Your AI spend cap probably has a race condition
There's a whole genre of posts about waking up to a surprise OpenAI bill. They all end with the same...
Terminal Velocity: Audits of the Present and Future
Introduction A Continuation of Shadow SCADA Terminal Velocity begins where Shadow SCADA left off —...
A required field made my AI fabricate statistics
I run a pipeline that generates explainer articles. LLM in the middle, structured output, published...
From Bare Metal to Edge AI: My Journey as an Embedded Systems Engineer
How I went from toggling a single GPIO pin to deploying intelligent, low-power firmware on the edge —...
12 Rules for Building AI Agents That Survive Production
I sat the Claude Certified Architect exam expecting questions about model parameters, context limits,...
Instrumenting an AI-Powered GitHub Analyzer with OpenTelemetry and SigNoz
This article is my submission for the Agents of SigNoz Hackathon: Blog Track, where participants...
Top AI Papers on Hugging Face - 2026-07-17
10 paper AI hot nhất trên Hugging Face hôm nay: agent, multimodal, coding, video và...