📰 Dev.to · MxGuru
8 articles · Updated every 3 hours · View all reads
All
Articles 77,335Blog Posts 103,264Tech Tutorials 18,851Research Papers 16,883News 13,373
⚡ AI Lessons
Dev.to · MxGuru
3h ago
Security AI shouldn't only belong to the giants.
For 4 months I've been building something different: a security AI "council" — specialized red-team,...
Dev.to · MxGuru
2w ago
Local-First AI: Why Your Threat Intel Shouldn't Live on Someone Else's Server
Every time you send a query to a cloud AI API, you're sending data you don't control. For most use...
Dev.to · MxGuru
2w ago
I Built a 127-Tool MCP Server From Scratch — Here's What I Learned
The Model Context Protocol (MCP) is how AI agents talk to tools. Claude Code, Cursor, Windsurf — they...
Dev.to · MxGuru
3w ago
The Hive Are Evolving!
98% adversarial defense rate. 200 rounds. One $700 GPU. I just finished benchmarking my defender...
Dev.to · MxGuru
3w ago
Swarm-Consensus Defense Achieves 98.2% Against Cloud-LLM Adversarial Attacks
5-defender consensus swarm + autohealer hit 100% defense rate by round 400 after only 6 breaches in...
Dev.to · MxGuru
3w ago
Sovereign Hive v6.6 — 98% defense across 200 adversarial rounds on a single 5070
200 adversarial rounds. 4 breaches. 98% defense. Five 1.5–7B local models on a single RTX 5070 beat...
Dev.to · MxGuru
🔐 Cybersecurity
⚡ AI Lesson
3w ago
99%% Defense Rate Across 500 Rounds: A Self-Healing Swarm on a $550 GPU
500 adversarial wargame rounds. 5 breaches. 108 auto-blocked. From 73%% to 99%% in five iterations on consumer hardware.
Dev.to · MxGuru
3w ago
From 53%% to 90%%: How an Auto-Healing AI Swarm Learned to Defend Itself
Four iterations of adversarial wargames on consumer hardware. Model swaps, Vanguard prompt injection, and an auto-healing immune system that patches the swarm m
DeepCamp AI