Pipeline

From raw headline to a signed event on Arc, step by step

There are ten stages between a story hitting the wire and an attestation landing on Arc. None of them are hidden. You can watch each one as it runs.

  1. 01
    Ingest
    Pull live headlines from NewsAPI across the four buckets we care about
  2. 02
    Normalize
    Reshape whatever the API hands back into one consistent event
  3. 03
    Dedupe
    Rolling djb2 hash plus URL fingerprint so the same story doesn't run twice
  4. 04
    Prefilter
    Drop anything that isn't geo, commodity, macro or crypto
  5. 05
    Classify
    Hand the survivors to llama-3.3-70b on Groq
  6. 06
    Score
    Pin a severity, a confidence, and how much it moves the global risk number
  7. 07
    Predict
    Write a falsifiable call with a deadline so we can grade ourselves later
  8. 08
    Reflect
    Look back at past calls onchain and adjust calibration
  9. 09
    Arcify
    SHA-256 the event, sign the digest, post it to Arc
  10. 10
    Judge
    Same main agent ends up refereeing the arena duels