The signal,not the noise.
An autonomous pipeline reads every paper, commit, release, and post across Blockchain and AI research — then ranks what's verifiable, what's contested, and what's noise.
—
claims processed
6
source channels
24
domains tracked
Engineered for Signal
What You Get
Always Fresh
Pipeline currently offline for maintenance. When active, it runs every 30 minutes.
Checking status…Built to Be Trusted
Most feeds show you everything that happened.
This one shows you what it means.
Five Stages. One Continuous Signal.
Ingest
The Eyes & Ears
Raw signals from GitHub, Nostr, X, web, arXiv, and academic conferences collected across both tracks — 6 data channels, 24 domains.
Extract
Claim + Entity Pairs
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.
Verify
Cross-Source Corroboration
Activated topics become full research claims with evidence chains, counter-views, uncertainty mapping, and an 8-step reasoning trace. Every claim is verifiable. Every source is linked.
Rank
Signal Score · Tier A–D
Claims are scored 0–11 for structural relevance and surfaced by tier. Tier A is verified multi-source. Tier D is flagged speculation. The score is auditable.
Publish
Feed · Alerts · Digests
Ranked claims are published to the live feed, available via RSS, and surfaced in the intelligence digest. Continuous updates every pipeline cycle.
We don't write opinions.
We surface structure.
Everything published across Blockchain and AI research gets read — code, papers, releases, developer conversations. Only what survives verification makes it to the feed. No commentary. No price talk. Just signal.
Two Tracks. 24 Domains.
Every signal is routed through a structured domain taxonomy — no generic summaries, no missed context.
Where Signals Come From
Six ingestion channels, running continuously across Blockchain and AI & Tech.
GitHub
Code-Level Intelligence
45 repositories tracked across both tracks — Bitcoin Core, Lightning Network, Nostr tooling, robotics frameworks, foundation model repos, and more. Every PR, issue, and commit is analyzed.
Nostr
Developer Conversations
14 key Bitcoin and Lightning developers tracked across topics like bitcoin, lightning, nostr, and privacy. Captures conversations that never reach traditional media.
Web
Blogs, Publications & News
Blockchain publications (Bitcoin Ops, Bitcoin Magazine, Lightning Engineering, Alby) alongside AI & Tech sources including OpenAI, Anthropic, Google DeepMind, MIT Technology Review, and Stanford HAI. Every article is read in full.
Twitter/X
Developer Voices
26 core developer accounts tracked across both tracks. Captures project announcements, technical commentary, and cross-ecosystem discussions as they happen.
arXiv & Academic
Pre-prints, Papers & Conferences
arXiv live ingestion across 20 research areas (AI, ML, robotics, cryptography, and more) combined with top-tier conference proceedings from ICLR, NeurIPS, ICML, CVPR, and IEEE ICRA — the full academic research stack in one channel.
HuggingFace
Open Models & Daily Papers
HuggingFace daily papers, trending models, and open leaderboards — tracking the open-source AI ecosystem as it moves, from new model releases to benchmark breakthroughs and community-driven research.
Independent Research Infrastructure
Keep the Signal Running
This research infrastructure is independently operated. Every contribution funds compute, pipeline development, and continued coverage.
Full feed access, all claims, public data
Early signals, priority domains, supporter badge
API access, pipeline control, dedicated support