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I Sent One Prompt 50 Times. Here's the Repeatability Audit I Run on Free Servers.
One response looked perfect. Fast. Fluent. Free. So I wired the endpoint into a CI job. Three days …
The Cache Returned Yesterday's Answer, and the Model Wasn't Wrong
Have you ever cached an LLM response to save money and then served a stale answer the next day? I di…
AI Agents Are Running Real Attacks: Which of Your Controls Break First
The headline version of this story is that AI is now hacking companies. That framing is useless to a…
A Free Model Wrote a C++ Fuzzer. My Hand-Written Parser Failed in 40 Seconds.
The short version A free model wrote a 50-line C++ fuzzer. I pointed it at a config parser I had m…
Opinion: An AI Feature Should Pass a Model Swap Test Before It Touches Production
Your AI feature is coupled to a specific model, and most teams never test that coupling until the pr…
Cache the Canonical Form: A Normalizing Cache for Metered Model Calls
A repeated prompt is a wasted request. Free model quota burns on identical questions. Most teams fix…
hash_equals('', '') Is true: When an Empty Config Opens Basic Auth
I wasn't hunting for this. I was reading a Basic Auth middleware in a project I work on, checking so…
GitHub's Copilot SDK for Java: Run AI Agents in Spring Boot Without Spring AI or LangChain4j
Every Java team adding AI to a backend right now faces the same fork in the road. If you are on Spri…
Stop Choosing Between RAG, Fine-Tuning, and Agents: Build the Hybrid Trio Instead
How to combine vector search, fine-tuned lightweight models, and targeted agent tooling into a resil…
Your CI Pipeline Is the Most Privileged Machine You Own. You Have Never Scanned It.
You scan your application code. You scan your dependencies. You scan your containers. You have neve…
Defender's Own BTR.sys Driver Can Delete Your EDR During Boot
TL;DR what: Check Point Research disclosed BTR Reforged, a technique that loads Microsoft Defend…
Addressing the Toxic Image of…
Originally published at norvik.tech Introduction Explore the GOP's call to action for A…