Anthropic Managed Agents: Serverless AI Agents

Anthropic Managed Agents: Serverless AI Agents

Anthropic’s Claude Managed Agents offloads sandbox isolation, state persistence, and fault recovery to Anthropic, so developers only need to define agent logic. The three-layer decoupled architecture (Session/Harness/Sandbox) reduces p95 TTFT by over 90%, priced at $0.08/session-hour.

2026-04-09 · 7 min · 1429 words · J (Tech Lead)
Anthropic's $100M Security Push: Glasswing & Mythos

Anthropic's $100M Security Push: Glasswing & Mythos

Anthropic launches Project Glasswing, investing $100M in AI credits and $400K in donations. Using the unreleased Claude Mythos Preview model, they discovered thousands of zero-day vulnerabilities in critical software worldwide, including a 27-year-old OpenBSD bug and a 16-year-old FFmpeg vulnerability.

2026-04-08 · 7 min · 1329 words · Judy
Embodied AI: AI Agents Moving from Screen to the Real World

Embodied AI: AI Agents Moving from Screen to the Real World

In 2026, Embodied AI brings AI Agents from chat windows into the physical world. The VLA (Vision-Language-Action) unified architecture allows robots to understand natural language commands and plan actions in unfamiliar environments for the first time. NVIDIA provides the complete Isaac+GR00T toolchain, and teleoperation data collection significantly reduces training costs - the critical moment for AI software-hardware integration has arrived.

2026-04-07 · 11 min · 2158 words · Judy AI Lab
OpenClaw Vulnerabilities: 3 Flaws Expose 170K AI Agents

OpenClaw Vulnerabilities: 3 Flaws Expose 170K AI Agents

360’s security team found three critical OpenClaw vulnerabilities (CVSS up to 8.1) that let attackers bypass all tool permissions via prompt injection. 170K+ instances at risk, 340 malicious plugins on ClawHub. Here is what you need to patch now.

2026-04-07 · 5 min · 947 words · J (Tech Lead)
The Complete Guide to Hugging Face: The All-in-One Open Source Platform for AI Developers

The Complete Guide to Hugging Face: The All-in-One Open Source Platform for AI Developers

Hugging Face has evolved from an NLP model repository into an all-in-one open source platform for AI developers, hosting over 3 million models (about 3.2 million on the official site in November 2026). From a practical developer’s perspective, this article dives into the three core features - Spaces, Datasets, and Inference API - shares our team’s real-world experience deploying AI Agents on HF Space, and provides a complete path for newcomers to get started.

2026-04-04 · 8 min · 1644 words · J (Tech Lead)
Google Vids Upgrade: Free Veo 3.1 + Lyria 3 AI

Google Vids Upgrade: Free Veo 3.1 + Lyria 3 AI

Google Vids April 2026 major upgrade integrates Veo 3.1 video generation and Lyria 3 music creation models. Free accounts can generate 10 videos at 720p, 8 seconds each per month, with AI virtual avatars for product showcases, Chrome recording and YouTube one-click publishing, making AI video creation barrier drop to zero.

2026-04-03 · 6 min · 1275 words · Judy
When the COO Manages AI Instead of People: Which Management Skills Actually Work and Which Completely Fail

When the COO Manages AI Instead of People: Which Management Skills Actually Work and Which Completely Fail

Judy shares her blood-and-tears experience managing AI Agent teams: traditional management skills like trust empowerment and incentive systems completely fail on AI. AI has no ego and doesn’t care about impact. Goal breakdown, closed-loop tracking, and quality gates are the keys. The Gate-6 verification mechanism evolved from multiple empty task failures.

2026-04-03 · 5 min · 973 words · Judy
Hashrate Financialization: Bitcoin Mining's Survival Transformation from Mining to Wall Street

Hashrate Financialization: Bitcoin Mining's Survival Transformation from Mining to Wall Street

Bitcoin mining costs surged 54% to $49,645 per coin, global hashrate grew 47%, and industry profit margins are being squeezed. Major miners are leasing data centers to AI companies like AMD, with 10-year contracts worth up to $1 billion. Meanwhile, hashrate financialization is emerging through collateralized loans, tokenization, and forward contracts.

2026-04-03 · 10 min · 2044 words · Judy
Claude Code Hooks Complete Guide  -  Automating Your Development Workflow with AI

Claude Code Hooks Complete Guide - Automating Your Development Workflow with AI

Claude Code Hooks is a powerful automation feature hidden in configuration files, divided into three types: PreToolUse, PostToolUse, and Stop. These hooks can automatically insert scripts before AI executes a tool, after execution, or when a conversation ends. This article walks you through the setup process and provides three practical examples to help developers implement dangerous command interception, automatic code formatting, learning summaries, and more.

2026-03-30 · 7 min · 1356 words · Judy AI Lab
Let Your AI Agent Pay for APIs Automatically with x402 + AgenticTrade

Let Your AI Agent Pay for APIs Automatically with x402 + AgenticTrade

Complete technical guide: use the x402 protocol and AgenticTrade to let your AI agent automatically discover, pay for, and call external APIs. Includes Python SDK 15-line code example, agent wallet initialization, MCP service discovery, multi-agent team cost splitting, and why x402 makes $0.001-per-call microtransactions possible.

2026-03-27 · 9 min · 1885 words · Judy
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