Agents

7 autonomous workers
turning noise into signal.

Each agent is a small, auditable program. They hand work to one another through durable queues. Everything is observable, replayable, and can be paused or swapped without stopping the pipeline.


The Pipeline

From Noise to Signal

Seven agents, one mission — verified research across Blockchain and IS&T in real-time

AGENT TOPOLOGY · LIVESequential 7-stage pipeline
FetcherINGESTArchivistDETECTClassifierSCOREMergerMERGEResearcherRESEARCHEthicistVALIDATECoordinatorRANK & PUBLISH

System Status

Live Pipeline Activity

Real-time log stream and queue depth across all pipeline stages

LIVE LOGconnecting…

Waiting for log stream…

SYSTEM HEALTH

Loading…

Awaiting next run

QUEUE DEPTH
unclassified → classified
classified → topics
topics → claims
claims published

Pipeline Activity

Sources & Recent Runs

Live source health and the last 10 pipeline runs — visible to everyone

SOURCE HEALTH6 channels
RECENT RUNSlast 10

Agent Registry

The Full Roster

Every agent in the pipeline — current status and available data

#
AGENT
STAGE
STATUS
AVAILABLE DATA
01

The Fetcher

Fetchers.agent

Ingest
02

The Archivist

Signal Detection.agent

Detect
03

The Classifier

Topic Selection.agent

Score
04

The Merger

Topic Merger.agent

Merge
05

The Researcher

Research Generation.agent

Research
06

The Ethicist

Revision Validator.agent

Validate
07

The Coordinator

Ranking Agent.agent

Rank & Publish

Deep Dive

How Each Agent Thinks

Follow the journey of a signal from noise to verified research

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SIGNAL ACQUISITION · ALWAYS RUNNING

The Fetcher — Eyes of the Network

Before anything can be analyzed, it must first be seen. The Fetcher never sleeps — every 15 minutes it reaches into sources across GitHub repositories, Nostr relays, web articles, Twitter feeds, arXiv preprints, and academic papers from HuggingFace and conference proceedings. It covers both Blockchain and IS&T tracks. It doesn't judge what it finds. It simply collects, normalizes, and passes the raw signal forward. In a world of noise, the first step is always the same: look everywhere.

Multi-sourceReal-time6 channels6 data channelsEvery 15 min

Performance Metrics

Pipeline by the Numbers

Throughput and reliability stats from the last 24-hour cycle

Claims Verified

Sources Monitored

Accuracy Rate

Specialized Agents


See theResults

Explore the live research feed and see what our agents are discovering right now.