Science and Research LabResearch, citation, contradiction, and severe-test processor

KELLY sector cognition OS

Evidence bench

Watch research claims become falsifiable hypotheses, see contradiction pressure, and inspect the proof trail needed for a serious PhD-style defense.

KELLY treats research as a living evidence graph: claims need sources, contradictions need tracking, falsifiers must be named, and conclusions must survive replay.

Postgrescentral spineUse canonical KELLY Neon/Postgres with science-scoped read models. This repo must not become an independent truth database.
Evidence shelfimmutable artifactsUse R2/object storage for immutable paper snapshots, parsed artifacts, citation bundles, and evidence receipts.
VolumeNo ground-truth volumeOptional local volume only for parser/model scratch cache. It must be rebuildable and never canonical.
live processor windowpublic writes off
01sourceCollect approved research metadata and source snapshots.
02claimSeparate support, contradiction, replication posture, uncertainty, and falsifiers.
03contradictEmit evidence packets, severe-test receipts, and source-plan updates.
04testHand closed or weakened research objects to Hypothesis Lab and Glass Lab evidence spine.

Objects on the bench

claim_objectsource_packetcontradiction_cardfalsifier

Required receipts

citation_receiptsevere_test_receiptreplication_postureclosure_receipt

Live KELLY routes

  • Causalea public lens manifesthttps://www.causalea.com/api/public-lens-apps
  • Causalea Glass snapshothttps://www.causalea.com/api/glass-lab/live-snapshot
  • Advanced Processing Evidence Spinehttps://www.causalea.com/api/advanced-processing/evidence-spine

Evidence bench

Research Lab

Watch research claims become falsifiable hypotheses, see contradiction pressure, and inspect the proof trail needed for a serious PhD-style defense.

KELLY treats research as a living evidence graph: claims need sources, contradictions need tracking, falsifiers must be named, and conclusions must survive replay.

24 hours

24-hour new-evidence scan

Which new paper, metadata update, or citation signal materially changes a watched claim?

Proof
30-180 days

Falsification watch

What evidence would most directly falsify or weaken a Causalea/KELLY claim?

Proof
6-24 months

PhD defense evidence trail

Which empirical results best support or weaken the KELLY/Causalea thesis over time?

Proof
What KELLY is doing

This window shows what KELLY is doing in Research Lab: what it is reading, what it thinks might matter, what proof exists, and what is still waiting.

How to audit it

Read the answer in this lab first. Open the proof shelf or JSON packet for the evidence behind it. Check the route status and last-checked timestamp before trusting freshness. Look for the mind-changer: the fact that would make KELLY revise the answer. If evidence is waiting, treat the output as a question or watch item, not a settled answer.

Evidence status

Live evidence appears only when KELLY exposes proof-linked sector output. Empty states are intentional waiting states, not filler.

What changes KELLY's mind

New approved evidence, a falsifier, settlement, replay drift, calibration movement, or memory-lineage revision.

What this window cannot do

This lab communicates with KELLY as an inspection window. It cannot write ground truth, memory, GraphState, provider state, or reality receipts.

Processing flow

Claims stay separate from evidence

01Collect approved research metadata and source snapshots.source
02Separate support, contradiction, replication posture, uncertainty, and falsifiers.claim
03Emit evidence packets, severe-test receipts, and source-plan updates.contradict
04Hand closed or weakened research objects to Hypothesis Lab and Glass Lab evidence spine.test

Ask KELLY here

Ask for a falsifiable research view

Ask contract

This window evaluates research posture. It does not turn a paper, citation, or user claim into KELLY ground truth.

ready

KELLY answer lane

Ask about source posture, proof, falsifiers, forecast movement, settlement, calibration, or memory eligibility. The answer stays inside this lab and links back to Glass Lab where available.

Research evidence

Claims, sources, contradictions, and severe-test receipts

connecting

Checking KELLY proof surfaces

This lab renders live proof-linked items when KELLY exposes matching sector evidence.

proof routeswaiting for first check

Sources

Research inputs

  • Crossref metadata
  • arXiv
  • Wikimedia analytics where relevant
  • public research metadata
  • KELLY contradiction and replay receipts

Proof standard

How users can tell

  • Claims, sources, and conclusions are separate objects.
  • Contradictions become research work, not embarrassment.
  • Falsifiers are shown before strong claims are trusted.
  • The PhD room must show what would disprove the invention.

Outputs

Research outputs

  • evidence_packets
  • contradiction_cards
  • falsifier_candidates
  • severe_test_receipts
  • source_plan_updates

Storage posture

Postgres: central KELLY spine

Use canonical KELLY Neon/Postgres with science-scoped read models. This repo must not become an independent truth database.

Object storage

Immutable evidence shelf

Use R2/object storage for immutable paper snapshots, parsed artifacts, citation bundles, and evidence receipts.

Volume

No ground-truth volume

Optional local volume only for parser/model scratch cache. It must be rebuildable and never canonical.

Objects on the bench

Primary objects

  • claim_object
  • source_packet
  • contradiction_card
  • falsifier

Required receipts

Black-box recorder

  • citation_receipt
  • severe_test_receipt
  • replication_posture
  • closure_receipt

Authority

Write boundary

  • KELLY is the only write authority for durable learning.
  • Labs are read-only processors and inspection windows.
  • Glass Lab remains the traceable evidence console.
This is not medical, clinical, legal, or professional scientific advice. It is a research evidence, falsification, and proof interface. Public users can ask, inspect, export local viewport data where supported, and follow proof links. They cannot edit KELLY Prime ground truth from this app.