Hypothesis Lab

Plain-language user guide

How to use Hypothesis Lab

See how KELLY creates questions from data, what it wants to test, and what would make it change its mind.

Workflow

Use the lab in five moves

  1. Choose a proof preset that matches the question you care about.
  2. Ask KELLY inside this lab to get the sector-specific response without leaving the page.
  3. Inspect the live forecast showcase and proof-route status before trusting the output.
  4. Open the Glass Lab artifact target to trace source, proof, replay, and settlement evidence.
  5. Open the full Ask KELLY app only when you want the broader cross-sector conversation.

Artifact spine

The required proof path

actively_checked_or_pending

Source

Approved data feed, document, event, price, weather, policy, research, or odds source.

Glass Lab target

https://glass-lab.up.railway.app?artifact=hypothesis%3Asource

actively_checked_or_pending

Observation

A tagged fact candidate KELLY can inspect without trusting blindly.

Glass Lab target

https://glass-lab.up.railway.app?artifact=hypothesis%3Aobservation

actively_checked_or_pending

Hypothesis

The causal question, bridge, or forecast KELLY wants reality to test.

Glass Lab target

https://glass-lab.up.railway.app?artifact=hypothesis%3Ahypothesis

linked_when_kelly_emits_receipt

Proof receipt

The evidence packet that explains what KELLY saw and why it moved.

Glass Lab target

https://glass-lab.up.railway.app?artifact=hypothesis%3Aproof

linked_when_kelly_emits_receipt

Replay

The reconstruction path that proves the chain can be rebuilt later.

Glass Lab target

https://glass-lab.up.railway.app?artifact=hypothesis%3Areplay

linked_when_kelly_emits_receipt

Settlement

The reality-close record: what happened, when, and from which authority.

Glass Lab target

https://glass-lab.up.railway.app?artifact=hypothesis%3Asettlement

linked_when_kelly_emits_receipt

Calibration

The score that separates accuracy from confident language.

Glass Lab target

https://glass-lab.up.railway.app?artifact=hypothesis%3Acalibration

linked_when_kelly_emits_receipt

Memory eligibility

A replay-backed candidate that may influence future KELLY work.

Glass Lab target

https://glass-lab.up.railway.app?artifact=hypothesis%3Amemory

Proof presets

High-value forecasts this lab is built to inspect

24 hours

24-hour hypothesis closure

Which fresh hypothesis can be checked against reality fastest?

Why this matters

Short-term proof that KELLY can generate and close its own questions.

Reality signal

new observation, hypothesis, reality check, closure receipt

Open proof target
7-60 days

Causal bridge discovery

Which two systems appear linked, and what hidden loop could connect them?

Why this matters

Medium-term proof that KELLY can discover useful causal structure.

Reality signal

two loops, bridge hypothesis, falsifier, settlement plan

Open proof target
90+ days

Recursive theory refinement

Which theory has mutated the most under evidence while remaining replayable?

Why this matters

Long-term proof that KELLY can self-correct without losing lineage.

Reality signal

theory lineage, confirmations, weakenings, memory cell trail

Open proof target

Source families

What KELLY watches

  • KELLY observation ledger
  • approved public data feeds
  • contradiction queue
  • forecast deltas
  • settlement and replay receipts

Proof standard

What makes it trustworthy

  • Every hypothesis needs a falsifier.
  • Old data can become new evidence under a new causal question.
  • User questions can guide research intent without writing ground truth.
  • Reality, not confidence, closes the loop.

Boundary

What this is not

This is an inspection interface. It does not let public users create hypotheses directly inside KELLY Prime ground truth.

Every displayed forecast must link to Glass Lab or clearly say the artifact is pending.

User controls

Export, delete, location, feedback

Use Causalea Settings for browser-local export/delete, private coarse location, appearance, and feedback. This lab does not store precise coordinates and does not let public users write KELLY Prime.