Tuning Open-Source Hermes to 80% of Claude Sonnet — 5 Methods and One Limitation

The author compares Claude Sonnet with prompt-engineered Hermes 3 405B outputs through practical tests, proving that open-source models can reach 80% of commercial model quality in specific writing scenarios. Provides concrete System Prompt design principles for common issues like AI fluff, formulaic questions, and canned conclusions.

2026-05-25 · 10 min · 2091 words · Judy

How I Run 7 AI Models 24/7: Multi-Agent Architecture in Practice

Seven AI models organized into a 24/7 team via Linear. Drop a task card, supervisor Agent picks it up in 5 minutes, dispatches to the right specialist — engineering, writing, QA, marketing, trading. Multi-model specialization beats one big model.

2026-05-20 · 19 min · 3853 words · Judy

How AI Agents Are Transforming Business Teams: Real Cases from Klarna to One-Person Companies

AI agents moving from enterprise to individuals! Klarna saves 700 headcount with AI customer service, GitHub developers write 46% of code with AI… this isn’t the future, it’s now. This article breaks down how AI agents are transforming marketing, sales, IT, and HR workflows across multiple enterprise cases, plus Judy AI Lab’s real combat setup with a micro-team of five AI agents.

2026-05-09 · 5 min · 999 words · Judy

Google Chrome Launches AI Skills: One-Click Prompt Reuse, Browser Officially Enters AI Workflow Era

Google introduces Skills feature for Chrome, supporting saving and one-click reuse of Gemini prompts, marking the browser’s official transition into an AI workflow platform.

2026-04-15 · 5 min · 881 words · Judy

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 · 961 words · J (Tech Lead)

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 · 6 min · 1156 words · Judy AI Lab

Not Enough SEO? Your Content Needs AI Citations in 2026 to Get Traffic

The percentage of Google top 10 pages cited by AI Overview dropped from 76% to 38%. Even ranking

2026-03-11 · 5 min · 943 words · J (Tech Lead)
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