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📰 Dev.to · MxGuru

10 articles · Updated every 3 hours · View all reads

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I killed six of my own results in one night. That was the win
Dev.to · MxGuru 5h ago
I killed six of my own results in one night. That was the win
I built an AI security benchmark this week. By the end of one night I had killed six of my own...
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I built a detector that hit 100% accuracy. Then I spent a day trying to prove it wrong
Dev.to · MxGuru 1d ago
I built a detector that hit 100% accuracy. Then I spent a day trying to prove it wrong
My anomaly detector just scored a perfect 1.000 AUC. Caught every bad sample, zero false...
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Security AI shouldn't only belong to the giants.
Dev.to · MxGuru 5d 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,...
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Local-First AI: Why Your Threat Intel Shouldn't Live on Someone Else's Server
Dev.to · MxGuru 3w 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...
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I Built a 127-Tool MCP Server From Scratch — Here's What I Learned
Dev.to · MxGuru 3w 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...
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The Hive Are Evolving!
Dev.to · MxGuru 3w ago
The Hive Are Evolving!
98% adversarial defense rate. 200 rounds. One $700 GPU. I just finished benchmarking my defender...
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Swarm-Consensus Defense Achieves 98.2% Against Cloud-LLM Adversarial Attacks
Dev.to · MxGuru 4w 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...
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Sovereign Hive v6.6 — 98% defense across 200 adversarial rounds on a single 5070
Dev.to · MxGuru 4w 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...
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99%% Defense Rate Across 500 Rounds: A Self-Healing Swarm on a $550 GPU
Dev.to · MxGuru 🔐 Cybersecurity ⚡ AI Lesson 4w 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.
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From 53%% to 90%%: How an Auto-Healing AI Swarm Learned to Defend Itself
Dev.to · MxGuru 4w 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
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