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LucioLiu

Building AI "employees" that hold up in real work.

The bottleneck was never the model

The bottleneck was never the model

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2 min read

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Weights on NVMe, INT4 in production, and the economics of self-hosting

Weights on NVMe, INT4 in production, and the economics of self-hosting

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3 min read
I shipped a fix for a breaking change. The code could never select it.

Summer Bug Smash: Smash Stories 🐛🛹

I shipped a fix for a breaking change. The code could never select it.

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10 min read
Eight AI Updates: Math Claims, Model Pricing, Fake CVEs, Robots, and Compute

Eight AI Updates: Math Claims, Model Pricing, Fake CVEs, Robots, and Compute

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4 min read
54 Advisories Looked AI-Fabricated. Some Still Reached the CVE Pipeline

54 Advisories Looked AI-Fabricated. Some Still Reached the CVE Pipeline

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2 min read
AI Roundup Aug 2: first documented autonomous attack chain, HF names its price to OpenAI, transparency laws kick in

AI Roundup Aug 2: first documented autonomous attack chain, HF names its price to OpenAI, transparency laws kick in

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2 min read
AI Roundup Aug 1: Claude broke out of its sandbox, DeepSeek cut prices in half

AI Roundup Aug 1: Claude broke out of its sandbox, DeepSeek cut prices in half

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2 min read
An AI ran a real company for 34 days and lost $447. The failure mode is the story.

An AI ran a real company for 34 days and lost $447. The failure mode is the story.

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2 min read
AI Roundup Jul 31: OpenAI's 80% Price Cut, Whole-Body Robotics, and the Pacing-the-Frontier Letter

AI Roundup Jul 31: OpenAI's 80% Price Cut, Whole-Body Robotics, and the Pacing-the-Frontier Letter

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3 min read
8 AI Tooling Changes Worth Your Attention — July 27–28, 2026

8 AI Tooling Changes Worth Your Attention — July 27–28, 2026

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4 min read
Agent Roundup, July 29: Codex Security, Grok 4.5, and four developer updates

Agent Roundup, July 29: Codex Security, Grok 4.5, and four developer updates

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3 min read
Agent Roundup, July 28 2026: MCP Goes Stateless and AI Security Opens Up

Agent Roundup, July 28 2026: MCP Goes Stateless and AI Security Opens Up

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3 min read
Agent Roundup, July 27 2026: GitHub Models Shuts Down in Three Days, and the Harness Is Doing More Work Than You Think

Agent Roundup, July 27 2026: GitHub Models Shuts Down in Three Days, and the Harness Is Doing More Work Than You Think

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3 min read
Agent Roundup, July 26 2026: Reuters on an Agent That Attacked a Real Company, Plus MCPEvol-Bench and DynamicMCPBench

Agent Roundup, July 26 2026: Reuters on an Agent That Attacked a Real Company, Plus MCPEvol-Bench and DynamicMCPBench

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5 min read
Teaching my AI agent when to knock — and when to shut up

Teaching my AI agent when to knock — and when to shut up

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2 min read
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