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Three AI Labs Admit Their Agents Cheat and Break Into Things. Nobody Blinked.

Three AI Labs Admit Their Agents Cheat and Break Into Things. Nobody Blinked.

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3 min read
LLMs on Consumer Hardware — Part 2: Prefill and the Failure of the AI PC

LLMs on Consumer Hardware — Part 2: Prefill and the Failure of the AI PC

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4 min read
Small language models (1B–3B): what they're good for after fine-tuning

Small language models (1B–3B): what they're good for after fine-tuning

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3 min read
Instruction tuning vs domain adaptation: two different fine-tuning goals

Instruction tuning vs domain adaptation: two different fine-tuning goals

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3 min read
QLoRA hyperparameters that actually matter (rank, alpha, learning rate, epochs)

QLoRA hyperparameters that actually matter (rank, alpha, learning rate, epochs)

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3 min read
LoRA vs QLoRA vs full fine-tuning: cost, quality and when each makes sense

LoRA vs QLoRA vs full fine-tuning: cost, quality and when each makes sense

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3 min read
MCP Tool Descriptions Are Instructions, Not Metadata -- and That Is the Exploit

MCP Tool Descriptions Are Instructions, Not Metadata -- and That Is the Exploit

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5 min read
OPSEC for Agents: Scope, Caps, Monitoring, and Kill Switches

OPSEC for Agents: Scope, Caps, Monitoring, and Kill Switches

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4 min read
The Orchestrator's Deputy Has No Scope: Ambient Authority Is the Root Bug in Multi-Agent AI

The Orchestrator's Deputy Has No Scope: Ambient Authority Is the Root Bug in Multi-Agent AI

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5 min read
Qwen3.8-Max Is Huge. The Agent Harness Still Decides

Qwen3.8-Max Is Huge. The Agent Harness Still Decides

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3 min read
LLM Agent Sandboxes Have Two Escape Surfaces. Only One Gets CVEs.

LLM Agent Sandboxes Have Two Escape Surfaces. Only One Gets CVEs.

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5 min read
5 Things That Make an AI Agent Actually Useful (Not Just Cool)

5 Things That Make an AI Agent Actually Useful (Not Just Cool)

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4 min read
Giving AI Agents the Same RBAC Rules as Your Users: Building a Laravel Permission Layer LLMs Actually Respect

Giving AI Agents the Same RBAC Rules as Your Users: Building a Laravel Permission Layer LLMs Actually Respect

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11 min read
RAG Poisoning Is a Supply Chain Attack, Not a Prompt Injection Variant

RAG Poisoning Is a Supply Chain Attack, Not a Prompt Injection Variant

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4 min read
Open-Source LLMs Are Unverified Dependencies: The Model Backdoor Gap npm Already Solved

Open-Source LLMs Are Unverified Dependencies: The Model Backdoor Gap npm Already Solved

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5 min read
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