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LucioLiu

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

ChatGPT Ads reaches a $1B annualized revenue run rate in under 200 days

ChatGPT Ads reaches a $1B annualized revenue run rate in under 200 days

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1 min read

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Codex 0.151 Makes Root Goal Budgets Include Descendant Token Usage

Codex 0.151 Makes Root Goal Budgets Include Descendant Token Usage

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2 min read
A Guardrail Can Hide a Tool Result Without Undoing the Action

A Guardrail Can Hide a Tool Result Without Undoing the Action

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2 min read
The Model Is Not Always the Slow Part of Local Inference

The Model Is Not Always the Slow Part of Local Inference

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2 min read
A Slow Task Runner Is Not a Dead Task Runner

A Slow Task Runner Is Not a Dead Task Runner

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2 min read
When an Agent Can Read the Screen, Do Not Turn the User Into OCR

When an Agent Can Read the Screen, Do Not Turn the User Into OCR

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2 min read
10 AI Engineering Updates for August 20: Runtimes, Inference Overhead, and Agent Research

10 AI Engineering Updates for August 20: Runtimes, Inference Overhead, and Agent Research

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3 min read
One sketch, one prompt, four different 3D malls

One sketch, one prompt, four different 3D malls

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1 min read
A lemonade stand got a full POS and operations dashboard

A lemonade stand got a full POS and operations dashboard

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1 min read
A personal agent needs recent context, not just more tools

A personal agent needs recent context, not just more tools

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1 min read
Cursor launched code hosting on GitHub’s worst day

Cursor launched code hosting on GitHub’s worst day

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1 min read
10 Source-Checked AI Updates for August 18

10 Source-Checked AI Updates for August 18

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2 min read
The Most Useful Part of This Codex Content Workflow Is the Correction Loop

The Most Useful Part of This Codex Content Workflow Is the Correction Loop

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3 min read
Codex Can Use a 1M-Token Context Window, but the Default Is Smaller for a Reason

Codex Can Use a 1M-Token Context Window, but the Default Is Smaller for a Reason

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3 min read
What Would It Take to Put a 2D Memory Back Where It Happened?

What Would It Take to Put a 2D Memory Back Where It Happened?

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3 min read
A Robot With 0.85-Meter Legs Just Jumped 2 Meters. The Demo Is Spectacular; the Benchmark Is Still Missing

A Robot With 0.85-Meter Legs Just Jumped 2 Meters. The Demo Is Spectacular; the Benchmark Is Still Missing

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3 min read
Ten Source-Checked AI Updates for August 17

Ten Source-Checked AI Updates for August 17

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3 min read
Ten Viral AI Demos Need an Evaluation Matrix, Not One Leaderboard

Ten Viral AI Demos Need an Evaluation Matrix, Not One Leaderboard

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4 min read
Build a Weekly Personal-Agent Digest You Can Audit, Not Just Admire

Build a Weekly Personal-Agent Digest You Can Audit, Not Just Admire

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5 min read
A Viral AI Game Trailer Is Not a Benchmark. Here Is How to Turn It into One

A Viral AI Game Trailer Is Not a Benchmark. Here Is How to Turn It into One

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4 min read
Multi-Agent Intelligence Still Needs Ownership Rules

Multi-Agent Intelligence Still Needs Ownership Rules

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2 min read
10 Source-Checked AI Updates for August 16: Agents, Pricing, Memory, and Infrastructure

10 Source-Checked AI Updates for August 16: Agents, Pricing, Memory, and Infrastructure

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4 min read
I checked three of this week’s claims against the primary sources

I checked three of this week’s claims against the primary sources

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3 min read
The 50% price cut everyone reported has an expiry date nobody quoted

The 50% price cut everyone reported has an expiry date nobody quoted

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3 min read
My AI agent thought it was a different agent, and confidently finished the job as that agent

My AI agent thought it was a different agent, and confidently finished the job as that agent

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4 min read
Three things about today's four model releases that the benchmark tables don't tell you

Three things about today's four model releases that the benchmark tables don't tell you

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2 min read
67.2% Is Not 67.2% of the Riemann Hypothesis

67.2% Is Not 67.2% of the Riemann Hypothesis

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1 min read
Memory, Local Models, and Execution Receipts Are Different Controls

Memory, Local Models, and Execution Receipts Are Different Controls

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1 min read
A Watermark Is a Processing Receipt, Not an Authorship Verdict

A Watermark Is a Processing Receipt, Not an Authorship Verdict

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1 min read
An SDK Upgrade Can Change an Agent Without Changing the App

An SDK Upgrade Can Change an Agent Without Changing the App

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1 min read
Append-Only Memory Fails When an Agent Needs to Change Its Mind

Append-Only Memory Fails When an Agent Needs to Change Its Mind

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1 min read
Only Two AI Updates Cleared My 36-Hour Cutoff

Only Two AI Updates Cleared My 36-Hour Cutoff

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2 min read
A CLI Installer Is Now an Agent Skill Distributor

A CLI Installer Is Now an Agent Skill Distributor

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2 min read
Seven Agent Tool Releases and Four Boring Failure Paths

Seven Agent Tool Releases and Four Boring Failure Paths

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3 min read
When AI Content Detection Flags Human Animation

When AI Content Detection Flags Human Animation

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3 min read
Claude Code Can Now Reach Remote Sessions by Name

Claude Code Can Now Reach Remote Sessions by Name

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3 min read
The Most-Missed Agent Permission Prompt Looked Completely Routine

The Most-Missed Agent Permission Prompt Looked Completely Routine

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1 min read
GitHub Actions Recovered, but Some Missing Triggers Need Manual Recovery

GitHub Actions Recovered, but Some Missing Triggers Need Manual Recovery

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2 min read
I Found a Version Mismatch in My Own Agent Skill

I Found a Version Mismatch in My Own Agent Skill

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1 min read
MCP Connects the Tool. Who Controls the Data?

MCP Connects the Tool. Who Controls the Data?

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1 min read
Five AI Agent Updates That Changed the Production Checklist

Five AI Agent Updates That Changed the Production Checklist

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2 min read
A Cheaper Subagent Can Still Make the Workflow More Expensive

A Cheaper Subagent Can Still Make the Workflow More Expensive

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2 min read
Ollama's Latest RC Improves Qwen3.5 on Apple GPUs and Fixes Streaming Compatibility

Ollama's Latest RC Improves Qwen3.5 on Apple GPUs and Fixes Streaming Compatibility

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1 min read
Your AI Team Should Survive a Tool Switch

Your AI Team Should Survive a Tool Switch

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3 min read
8 AI Updates From the Last 48 Hours

8 AI Updates From the Last 48 Hours

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3 min read
The bottleneck was never the model

The bottleneck was never the model

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2 min read
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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