Research · 6 min read ·
Kimi Agent Swarm and Claw Groups Explained
Kimi Agent explained: what Agent Swarm and Claw Groups reveal about multi-agent execution, skill-based workflows, and managed AI work.
MoClaw Blog
AI Automation Research & Market Insights
Data-informed perspectives on the AI agent market, automation trends, and what they mean for how non-technical professionals and lean teams get work done.
Research · 11 min read ·
Kimi WebBridge: Browser Agents That Reuse Work
Kimi WebBridge lets local browser agents handle clicking, forms, and page reading as reusable workflows. Here is how it works and when cloud fits better.
Research · 10 min read ·
OpenSquilla: Token-Efficient AI Agents
OpenSquilla is an open-source AI agent runtime that cuts token costs with on-device model routing and layered memory. Here is how it works and who it fits.
Research · 11 min read ·
What Autonomous AI Agents Should Handle
Autonomous AI agents save time only when the task is clear, bounded, and reviewable. Learn what AI should handle alone and where people stay accountable.
Research · 8 min read ·
AI Automation ROI in 2026: The Numbers Behind 171 Percent
AI automation ROI in 2026: 171% averages, $3.70 per dollar invested, 95% pilot failure. Real metrics, not vendor decks. Winners vs washouts.
Research · 9 min read ·
Top AI Agent Repos 2026: Star Velocity vs Total Stars
Top ai agent repos 2026: AutoGPT 183K stars, Python owns 54% of agent code, MIT covers 41% of licenses, 2025 saw 110 new repo births.
Research · 9 min read ·
ArXiv AI Paper Trends: 6.5× More Papers in Seven Years
Arxiv ai paper trends: 6.5× growth 2018-2025 (17,635 → 114,888). cs.AI grew 13×, output now compounds at 31% CAGR, doubles every 2.3 years.
Research · 11 min read ·
Hugging Face Hub State 2026: Qwen Leads, Apache 2.0 Wins
Hugging face hub state 2026: Qwen leads at 399M downloads, Apache 2.0 covers 49% of top-1k licenses, top-5 orgs concentrate 46% of all volume.
Research · 10 min read ·
AI Coding Tools 2026: Claude Code Eclipses Copilot in Search
Ai coding tools 2026: Claude Code surpassed GitHub Copilot's 5-year peak by 6× in twelve months. Cursor AI sits at single-digit interest.
Research · 12 min read ·
AI SDK Landscape 2026: Who Owns the JavaScript AI Stack
The ai sdk landscape in 2026: OpenAI 32% share, Anthropic +962% in 12mo, Vercel ai 5× LangChain JS, stars-per-download diverges 56× across 6 SDKs.
Research · 11 min read ·
Why DeepSeek V4 Pro Is a Game-Changer for AI Agents
DeepSeek V4 Pro hits Opus-class quality at 1/30 the price. Why MoClaw shipped it day one, the benchmarks, the limits, and 1 month free for users.
Research · 11 min read ·
AI Talent War 2026: Where Top Engineers Go
Where do top AI engineers work in 2026? An insider look at talent flows across OpenAI, Anthropic, Google DeepMind, Meta FAIR, xAI, and startups.
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