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Three AI Labs Admit Their Agents Cheat and Break Into Things. Nobody Blinked.
Cor E
Cor E
Cor E
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Sep 6
Three AI Labs Admit Their Agents Cheat and Break Into Things. Nobody Blinked.
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security
#
ai
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llm
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cybersecurity
1
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3
 comments
3 min read
LLMs on Consumer Hardware — Part 2: Prefill and the Failure of the AI PC
Sven Welack
Sven Welack
Sven Welack
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Aug 4
LLMs on Consumer Hardware — Part 2: Prefill and the Failure of the AI PC
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localllama
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ai
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llm
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homelab
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 comments
4 min read
Small language models (1B–3B): what they're good for after fine-tuning
PRANJUL RATHOUR
PRANJUL RATHOUR
PRANJUL RATHOUR
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Sep 6
Small language models (1B–3B): what they're good for after fine-tuning
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smallmodels
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finetuning
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llm
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deployment
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3 min read
Instruction tuning vs domain adaptation: two different fine-tuning goals
PRANJUL RATHOUR
PRANJUL RATHOUR
PRANJUL RATHOUR
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Sep 6
Instruction tuning vs domain adaptation: two different fine-tuning goals
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finetuning
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instructiontuning
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domainadaptation
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llm
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3 min read
QLoRA hyperparameters that actually matter (rank, alpha, learning rate, epochs)
PRANJUL RATHOUR
PRANJUL RATHOUR
PRANJUL RATHOUR
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Sep 6
QLoRA hyperparameters that actually matter (rank, alpha, learning rate, epochs)
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qlora
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hyperparameters
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finetuning
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llm
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3 min read
LoRA vs QLoRA vs full fine-tuning: cost, quality and when each makes sense
PRANJUL RATHOUR
PRANJUL RATHOUR
PRANJUL RATHOUR
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Sep 6
LoRA vs QLoRA vs full fine-tuning: cost, quality and when each makes sense
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finetuning
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lora
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qlora
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llm
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3 min read
MCP Tool Descriptions Are Instructions, Not Metadata -- and That Is the Exploit
Rxkov
Rxkov
Rxkov
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Sep 6
MCP Tool Descriptions Are Instructions, Not Metadata -- and That Is the Exploit
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ai
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llm
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mcp
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security
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3
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5 min read
OPSEC for Agents: Scope, Caps, Monitoring, and Kill Switches
Rxkov
Rxkov
Rxkov
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Sep 6
OPSEC for Agents: Scope, Caps, Monitoring, and Kill Switches
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agentic
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llm
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opsec
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security
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1
 comment
4 min read
The Orchestrator's Deputy Has No Scope: Ambient Authority Is the Root Bug in Multi-Agent AI
Rxkov
Rxkov
Rxkov
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Sep 6
The Orchestrator's Deputy Has No Scope: Ambient Authority Is the Root Bug in Multi-Agent AI
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agents
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cybersecurity
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llm
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security
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2
 comments
5 min read
Qwen3.8-Max Is Huge. The Agent Harness Still Decides
Zira
Zira
Zira
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Aug 4
Qwen3.8-Max Is Huge. The Agent Harness Still Decides
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devops
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ai
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agents
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llm
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1
 comment
3 min read
LLM Agent Sandboxes Have Two Escape Surfaces. Only One Gets CVEs.
Rxkov
Rxkov
Rxkov
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Sep 6
LLM Agent Sandboxes Have Two Escape Surfaces. Only One Gets CVEs.
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agents
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llm
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mcp
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security
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2
 comments
5 min read
5 Things That Make an AI Agent Actually Useful (Not Just Cool)
Anindya Mukherjee
Anindya Mukherjee
Anindya Mukherjee
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Aug 3
5 Things That Make an AI Agent Actually Useful (Not Just Cool)
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ai
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llm
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programming
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productivity
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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
Hossein Hezami
Hossein Hezami
Hossein Hezami
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Sep 6
Giving AI Agents the Same RBAC Rules as Your Users: Building a Laravel Permission Layer LLMs Actually Respect
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ai
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laravel
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permission
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llm
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11 min read
RAG Poisoning Is a Supply Chain Attack, Not a Prompt Injection Variant
Rxkov
Rxkov
Rxkov
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Sep 6
RAG Poisoning Is a Supply Chain Attack, Not a Prompt Injection Variant
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ai
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llm
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rag
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security
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4 min read
Open-Source LLMs Are Unverified Dependencies: The Model Backdoor Gap npm Already Solved
Rxkov
Rxkov
Rxkov
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Sep 6
Open-Source LLMs Are Unverified Dependencies: The Model Backdoor Gap npm Already Solved
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cybersecurity
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llm
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opensource
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security
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5 min read
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