interject

Scan arXiv, Hacker News, GitHub, and Anthropic docs for emerging tools and workflows.

3|1|Updated Feb 15, 2026

Search Tags:#workflow #research #ai #discovery #engineering #tools

Ready to run

npx skills add https://github.com/mistakeknot/Demarch --skill interject

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: interject
Source: https://github.com/mistakeknot/Demarch/tree/main/.gemini/generated-skills/interject
Command: npx skills add https://github.com/mistakeknot/Demarch --skill interject

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses the challenge of staying current with rapidly evolving technologies and research by continuously monitoring relevant sources for new information.

Core Features & Use Cases

Ambient Discovery: Automatically scans arXiv, Hacker News, GitHub, and Anthropic docs.
Capability Identification: Surfaces new tools, workflows, and capabilities relevant to your engineering ecosystem.
Actionable Briefings: Generates beads with summaries and draft plans for discovered items.
Use Case: A software engineering team can use this Skill to be alerted to new AI research papers or open-source libraries that could improve their development process, receiving a concise briefing and a potential plan for adoption.

Quick Start

Use the interject skill to scan for new developments in AI research and engineering tools.

Frequently Asked Questions about interject

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

FAQPage Schema

How do I stay current with emerging AI research and engineering tools?▼

Ambient discovery continuously scans arXiv, Hacker News, GitHub, and documentation to identify new AI capabilities and engineering tools. It surfaces relevant information and generates actionable insights with draft plans for integration into your ecosystem.

What is the best way to discover new capabilities for a software engineering ecosystem?▼

Continuously monitoring academic papers, tech news, and code repositories proactively discovers new capabilities for a software engineering ecosystem. It generates concise briefings and draft integration plans to support technology adoption and knowledge management.

Can I automatically scan arXiv and GitHub for new open-source libraries?▼

Yes, continuous scanning of arXiv and GitHub identifies new open-source libraries and AI research papers. The discovery mechanism surfaces these tools and generates concise briefings with potential adoption plans for your development process.

How do I generate actionable insights from new technology developments?▼

Generate actionable insights by continuously scanning relevant sources for emerging capabilities and workflows. The system identifies pertinent information and creates draft plans for proactive integration into your engineering environment.

Does proactive technology adoption require manual monitoring of tech news?▼

No, proactive technology adoption does not require manual monitoring of tech news because ambient discovery automatically scans sources like Hacker News and documentation. It surfaces new workflows and tools, delivering briefings with draft integration plans.