QWE AI Academy Claude Mythos: The 198-Sample Problem Everyone’s Ignoring
Anthropic claims 'thousands' of zero-days. Researchers verified 198. That gap? It's the entire story.
ChatGPT & LLMs
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ChatGPT & LLMs
DeepSeek + Ollama Privacy: What Actually Gets Exposed
Running DeepSeek locally sounds private - until Ollama binds to 0.0.0.0. Here's what's actually at risk, how to verify you're offline, and 3 config gotchas.
Claude Usage Limit Hit: What Your Manager Sees (+ Fixes)
Hitting Claude's limit feels like getting watched. Here's what's really happening - rolling windows, token multiplication, and 3 fixes that work better than waiting.
Run Llama Models with Ollama: The Practical Setup Guide
Ollama makes running Llama models dead simple - but the default settings can waste hours on slow inference and GPU errors nobody documents. Here's the actual setup, tested on real hardware.
Measuring Claude 4.7’s Tokenizer Costs: What Changed
Claude 4.7 dropped April 16. Same price, different tokenizer - up to 35% more tokens on the same text. Here's how to measure what it actually costs you.
LM Studio Windows Defender False Positive: What’s Real
Windows Defender flagged LM Studio as Trojan:JS/GlassWorm. Most guides tell you to add exclusions. Here's why that's incomplete - and what you verify first.
You Don’t Need Ollama to Run Local LLMs (Here’s Why)
Ollama made local LLMs accessible, but it's costing you 15-30% performance. Here's when to skip it and go straight to llama.cpp - plus the real trade-offs nobody mentions.
Claude Opus 4.7: The Hidden Cost Behind the Hype
Anthropic just dropped Opus 4.7 with same pricing but up to 35% more tokens. Here's what the benchmarks won't tell you about the real upgrade.
Best ChatGPT Prompts for Students: What Works (2025 Tested)
Everyone shares the same tired study prompts. Here's what actually works: 7 student-tested ChatGPT techniques that go beyond generic templates - backed by research, not guesswork.
LM Studio API Security: What the Docs Don’t Tell You
By default, LM Studio runs with zero authentication. Here's the localhost exposure risk nobody mentions, plus 3 config gotchas that actually matter in 2026.
Claude, What Was That Fake-Out with June? The April Fools Hoax Explained
Anthropic's Claude Code leaked for real on March 31. Then a viral hoax claimed it was all an April Fools' prank. Here's how to tell what actually happened - and why it matters.
Ollama Security Risk: Why 175K Servers Are Exposed [2026]
Is your Ollama server leaking AI compute to attackers? Security scans found 175,000 exposed instances - most unintentionally. Here's what's actually vulnerable.