YOU ARE VIEWING ONE ITEM FROM THE AICRIER FEED

Cole Medin Releases Build-Signal-Engine Skill

AICrier tracks AI developer news across Product Hunt, GitHub, Hacker News, YouTube, X, arXiv, and more. This page keeps the article you opened front and center while giving you a path into the live feed.

// WHAT AICRIER DOES

7+

TRACKED FEEDS

24/7

SCRAPED FEED

Short summaries, external links, screenshots, relevance scoring, tags, and featured picks for AI builders.

Cole Medin Releases Build-Signal-Engine Skill
OPEN LINK ↗
// 57m agoOPENSOURCE RELEASE

Cole Medin Releases Build-Signal-Engine Skill

Cole Medin released an open-source coding-agent skill that interviews users about their information needs, then builds a personalized news pipeline with deduplication, deterministic filters, model-based triage, and daily digests. [Source video](https://www.youtube.com/watch?v=2i_ZyqDmtio) · [Skill source](https://github.com/coleam00/skills/tree/main/.claude/skills/build-signal-engine)

// ANALYSIS

The compelling idea is treating attention as a systems problem: encode your own definition of “worth knowing” instead of asking an LLM to summarize an endless feed.

  • –Keeps dates, engagement, and seen-state in code before spending model tokens.
  • –Routes only surviving items to an LLM for deeper reading and synthesis.
  • –Builds incrementally from one source, making real runs and deduplication measurable.
  • –Supports changelogs, communities, feeds, videos, and papers without locking users to one model or provider.
  • –Its effectiveness depends on the quality of the user’s decision questions and source selection.
// TAGS
build-signal-engineopen-sourcecoding-agentagentautomationsearchdevtool

DISCOVERED

57m ago

2026-10-15

PUBLISHED

1h ago

2026-10-15

RELEVANCE

8/ 10

AUTHOR

Cole Medin