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MxGuru

Founder @ Sovereign Hive. Building sovereign, local-first AI security platforms on consumer hardware. 100% Indigenous-owned, QLD, AU. Empowering true data & operational autonomy for critical defens

Location Australia ,Queensland Joined Joined on  Personal website https://sovereignhive.com.au/ github website

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Sovereign Hive

Local-First AI: Why Your Threat Intel Shouldn't Live on Someone Else's Server
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Local-First AI: Why Your Threat Intel Shouldn't Live on Someone Else's Server

#security #ai #selfhosted #privacy
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2 min read

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Building a Self-Healing Kill Switch for AI Infrastructure
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Building a Self-Healing Kill Switch for AI Infrastructure

#ai #sre #python
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1 min read
I Built a 127-Tool MCP Server From Scratch — Here's What I Learned
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I Built a 127-Tool MCP Server From Scratch — Here's What I Learned

#mcp #ai #python #tooling
1
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3 min read
The Best Result This Week Was a Failed Prediction — Phase-3a Doesn't Transfer
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The Best Result This Week Was a Failed Prediction — Phase-3a Doesn't Transfer

#quantization #hsaq #methodology #granite
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1 min read
Two Localizers, Both Wrong: Bounding a Quantization Cost That Wouldn't Close
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Two Localizers, Both Wrong: Bounding a Quantization Cost That Wouldn't Close

#quantization #hsaq #methodology #granite
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1 min read
When the Sensitivity Metric Lies: A Drift-Inversion Smoking Gun in Mixed-Precision LLM Quantization
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When the Sensitivity Metric Lies: A Drift-Inversion Smoking Gun in Mixed-Precision LLM Quantization

#quantization #hsaq #awq #granite
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8 min read
Two Local-Agent Philosophies: Where Hermes Earns Its Design, and Where the Tradeoffs Invert

Hermes Agent Challenge Submission
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Two Local-Agent Philosophies: Where Hermes Earns Its Design, and Where the Tradeoffs Invert

#hermesagentchallenge #devchallenge #agents
2
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7 min read
The Hive Are Evolving!
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The Hive Are Evolving!

#ai #productivity #python #automation
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1 min read
What Gemma 4 Actually Unlocks for a Local Security Swarm (And Why I Don't Use the Same Variant Everywhere)

Gemma 4 Challenge: Write about Gemma 4 Submission
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What Gemma 4 Actually Unlocks for a Local Security Swarm (And Why I Don't Use the Same Variant Everywhere)

#devchallenge #gemmachallenge #gemma
1
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5 min read
Swarm-Consensus Defense Achieves 98.2% Against Cloud-LLM Adversarial Attacks
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Swarm-Consensus Defense Achieves 98.2% Against Cloud-LLM Adversarial Attacks

#ai #security #llm #cybersecurity
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1 min read
Sovereign Hive v6.6 — 98% defense across 200 adversarial rounds on a single 5070
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Sovereign Hive v6.6 — 98% defense across 200 adversarial rounds on a single 5070

#swarm #security #ai
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1 min read
99%% Defense Rate Across 500 Rounds: A Self-Healing Swarm on a $550 GPU
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99%% Defense Rate Across 500 Rounds: A Self-Healing Swarm on a $550 GPU

#security #ai #machinelearning #cybersecurity
3
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3 min read
From 53%% to 90%%: How an Auto-Healing AI Swarm Learned to Defend Itself
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From 53%% to 90%%: How an Auto-Healing AI Swarm Learned to Defend Itself

#security #ai #machinelearning #cybersecurity
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3 min read
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