sota-brief

Aggregate and verify weekly SOTA developments across AI verticals into a Markdown brief.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/florianziesche/ainary-platform --skill sota-brief
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: sota-brief
Source: https://github.com/florianziesche/ainary-platform/tree/main/skills/sota-brief
Command: npx skills add https://github.com/florianziesche/ainary-platform --skill sota-brief

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill automates the discovery, validation, and synthesis of weekly State-of-the-Art (SOTA) briefs across multiple AI verticals, reducing manual research toil.

Core Features & Use Cases

  • Automated research synthesis: Gather, verify, and summarize recent developments across Legal AI, Manufacturing AI, VC/Investment, and Agentic Systems.
  • Source triangulation: Ensure 2+ independent sources for high-confidence items and flag low-confidence items.
  • Structured output: Produce a concise Markdown brief saved to the OpenClaw workspace in the prescribed sota-YYYY-MM-DD.md format.

Quick Start

Type the weekly SOTA prompt to the agent to begin research and generate a markdown brief.

Frequently Asked Questions about sota-brief

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate weekly SOTA research synthesis across AI verticals?

Automate weekly SOTA research synthesis by aggregating and verifying developments across Legal AI, Manufacturing AI, VC/Investment, and Agentic Systems, ensuring 2+ independent sources for high confidence before generating a concise Markdown brief.

What is the best way to generate validated AI trend briefs for venture capital and manufacturing?

Generate validated AI trend briefs by evaluating recent developments in VC/Investment and Manufacturing AI, requiring 2+ independent sources per item to ensure high confidence and flagging low-confidence items for review.

How does source triangulation work for state-of-the-art AI development tracking?

Source triangulation for SOTA AI tracking works by cross-referencing 2+ independent sources for each development item, establishing high confidence for verified items while explicitly flagging low-confidence items lacking sufficient independent validation.

Can I save AI research briefs directly to my workspace in Markdown format?

You can save AI research briefs directly to the workspace in Markdown format using the prescribed sota-YYYY-MM-DD.md naming convention, outputting a concise 2-4 KB brief following an exact template with the next week's date.

Does the SOTA brief generation process evaluate business relevance for agentic systems?

The SOTA brief generation process evaluates business relevance for agentic systems by clearly stating Florian's business relevance for each aggregated item before saving the final verified Markdown brief to the workspace.

What are the limitations of automated brief generation for AI trends?

Limitations of automated brief generation include strict recency thresholds requiring developments to be less than 7 days old, a hard requirement for 2+ independent sources per item, and a fixed 2-4 KB concise output size constraint.