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WebYou're AI-Ready, But Is Your Security Posture?
just now (354+ words) Michael Flannery is President of Uniti Solutions. Many executives are debating whether AI is better for cyberattackers or cyberdefenders, but that question misses the more essential concern: Are the controls a business has in place, like their identity models, visibility…...
Same Prompt, Different Model: How I Benchmark AI Image Generators Without Fooling Myself
21+ min ago (1059+ words) I used to compare image models in the laziest possible way: give them the same prompt, put the... Tagged with ai, nanobanana, qwen....
The Prompt Injection Playbook: Red-Teaming a Free Model Server
21+ min ago (562+ words) Prompt injection is the new SQL injection. Everyone fears it, yet almost nobody tests for it. So I built a red-team kit for MonkeyCode's free server. Here is what breaks. Here is what holds. Disclosure: This article was prepared as…...
Build for the 429: An Architecture for Unreliable Free LLM Tiers
21+ min ago (582+ words) The demo is halfway through. I click "Run." The screen shows 429 Too Many Requests. I refresh. Another 429. The audience is waiting. I switch to a local model. It's too slow. The demo fails. This isn't the free tier's fault. It's…...
I Compared a Local 4B, a Better Cloud Model, and Role Separation. The Results Were Weird.
21+ min ago (873+ words) Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own Prompts · The Edit That Fixed 4 Tasks and Broke 1 · I Let an LLM Rewrite Its Own Prompt. The Real Win Was the Gate That…...
Applied Sciences, Vol. 16, Pages 8818: A Unified and Interpretable Benchmark of Classification Models for DGA-Based Power Transformer Fault Diagnosis
27+ min ago (519+ words) Power transformers are among the most critical components of electric power transmission and distribution systems, and unexpected failures can lead to substantial economic losses and prolonged power outages. Dissolved Gas Analysis (DGA) is the most widely used diagnostic technique for…...
Token Math for AI Coding: When a Free Server Beats Self-Hosting
39+ min ago (543+ words) The decision between a free hosted AI coding server and a self-hosted stack is rarely about price. It is about three measurable variables: token burn per task, latency tolerance, and privacy surface. Teams that compare sticker prices pick wrong. Teams…...
The Data Boundary Problem: Using a Free Server Without Leaking Your Prompts
38+ min ago (736+ words) A free server is a data boundary decision, not a cost decision. Every prompt you send to a managed endpoint leaves your network. For a coding agent, that means source code, environment variables, and internal architecture notes travel to someone…...
The 45-Minute Exit Drill: What Breaks When Your Free AI Server Vanishes
39+ min ago (867+ words) At 2:47 AM, the email lands: "Your free allowance expires in 72 hours. Upgrade to continue." Your demo works. Your eval harness passes. Your CI pipeline is green. And in three days, every one of those things will be a pile of…...
Fair Queue for a Shared Free AI Server: 5-Dev Postmortem
38+ min ago (718+ words) Five independent clients on one free AI server will produce 429s and a thundering herd unless you add a fair queue. We fixed it with a client-side asyncio queue that capped concurrency at two, prioritized interactive work, and dropped 429s from 23 to…...