The World's FirstAI-Native Research Feed
Real-time claim verification. Decentralized insights. Signal over noise.
Engineered for Signal
What You Get
Always Fresh
Pipeline currently offline for maintenance. When active, it runs every 30 minutes.
Checking status…—
Claims Verified
This week snapshot
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Ecosystems Covered
Bitcoin · Lightning · Nostr · Privacy
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Accuracy Rate
Community validated
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Updates
Awaiting next run
Bitcoin research doesn't get smarter by doing more.
It gets smarter by knowing when signal matters.
AI-Native Research Pipeline
From raw signals to verified intelligence in three steps
Signal Detection
The Eyes & Ears
Raw signals from GitHub PRs, Nostr notes, X posts, and web articles are classified for structural relevance. Noise is filtered out before it ever reaches the pipeline.
Topic Activation
The Decision Engine
Each signal is scored on a 10-point matrix — Change Intensity, Cross-Source Validation, and Structural Weight. Only signals scoring ≥ 5/10 are promoted to research.
Most signals never make it past this gate.
Research Claims
The Output
Activated topics become full research claims with evidence chains, counter-views, uncertainty mapping, and a 0–11 ranking score. The highest-ranked claims surface first in your feed.
Every claim is verifiable. Every source is linked.
Four Pillars of Bitcoin Research
Comprehensive coverage across the Bitcoin technology stack
Where Signals Come From
Real-time ingestion from the most critical corners of the Bitcoin ecosystem
GitHub
Code-Level Intelligence
22 repositories tracked including bitcoin/bitcoin, bitcoin/bips, lightningnetwork/lnd, and critical Nostr tooling. Every PR, issue, and commit is analyzed.
Nostr
Decentralized Social Layer
14 key developer pubkeys and hashtag discovery across #bitcoin, #lightning, #nostr, and #privacy. Captures conversations that never reach traditional media.
Web
Editorial & Technical Blogs
17 target sources including Bitcoin Ops, Bitcoin Magazine, lightning.engineering, Alby blog, and more. Full-text extraction with MarkItDown for deep content analysis.
Twitter/X
Social Signal Layer
26 developer accounts via Nitter RSS + FxTwitter — no API key required. Tracks core developer commentary, project announcements, and cross-ecosystem discussions.
Built in Public
Fully open-source research infrastructure — verify every claim, every signal, every line of code
GitHub Repository
Fully Open Source
The entire pipeline — fetchers, agents, database, and frontend — is open source. Inspect the prompt templates, scoring matrices, and deduplication logic yourself.
Support the Project
Fund Open Research
Help keep this research feed running. Every sat funds infrastructure, compute, and continued development.
Support UsThis project is maintained by researchers, for researchers.
100% open source. Zero tracking. Signal over noise.
Start ReadingSignalNot Noise
Explore verified research claims ranked by structural importance — updated every 15 minutes.