Adaptive Institute · The Evidence Lab

We don’t claim.
We prove.

We publish our research, prototypes and working products in the open, each with its evidence and its review record. We certify people the same way: by verified work, not attendance.

Every proof carries an ID, a version, a date and its review stage.

LiveCounted from the published records · refreshed every minute

Featured products

Working products, with their evidence

Each product links to its demo, its paper, its data and the record of who reviewed it. The title is the link.

All proofs
SAT-TRACK / CH4v2.1.0LAT -6.2088 · LON 106.8456ORBIT 14 / 15
Working productLive

Methane 3D Satellite Tracker

A 3D globe of satellite methane readings that you can scrub by date and filter by emission source.

Live demo · public satellite data · open methodology

AI-PRF-0007v2.1.02026-09-28
SOC / IDS-PIPELINEv1.4.2SENSORS 12 · WINDOW 15 MIN09:43:07 WIB
Working productVerified

Cybersecurity

An intrusion-detection pipeline that ingests network flow logs, flags scans and anomalies, and queues each alert for an analyst with its context attached.

Open rules · replayable test traffic · public review

AI-PRF-0009v1.4.22026-09-30
OFFICE-AGENT / ISOv0.6.0FLOOR 3 · GRID 8 × 6TASK 4 / 7
PrototypeIn review

3D Office Agent

An agent that works inside a 3D model of an office: it reads the floor plan, walks to desks and rooms, and completes routine tasks you can watch step by step.

Playable demo · task log for every run

AI-PRF-0014v0.6.02026-10-09
DISPATCH / TRIAGE ASSISTv0.9.0HUMAN DECISION REQUIREDAUDIT LOG ON
PrototypeIn review

AI for Police Department

Helps dispatchers sort incoming reports and see workload by district. It suggests a priority; an officer makes and signs every decision, and each step is logged. It uses report text and call metadata only: no facial recognition, no prediction about individuals.

Model card · data sheet · oversight policy published

AI-PRF-0012v0.9.02026-10-03

Webinars

The work, explained live

Each session walks through one proof: what was built, how it was tested, and what reviewers asked to change. Recordings stay up.

All webinars

Coming up 0

No session scheduled yet.

The next one is announced in The Proof Log.

Past sessions 0

Recordings appear here after each session.

Research

Latest whitepapers and papers

Every paper is versioned and goes through the same three-stage review as our products. Read the draft, then read the reviews.

All research
  1. AI-PRF-00012026-10-26v0.1.0
    PaperIn review

    RWA-PoB: A Credential-Based Proof-of-Backing Framework for Tokenized U.S. Treasury Products

    Proof of reserves (PoR) can improve transparency for tokenized assets, but aggregate reserve coverage does not establish whether off-chain assets are legally eligible, unencumbered, consistently valued, or sufficiently liquid for redemptions. We propose RWA-PoB, a credential-based proof-of-backing framework for tokenized U.S. Treasury products. Five authorised institutional roles approve a canonical EIP-712 snapshot containing reserve, liability, liquidity, and policy information. The framework evaluates backing adequacy through the Backing Coverage Ratio (BCR) and short-term redemption capacity through the Redemption Liquidity Coverage (RLC). The Solidity prototype couples the policy controller to an ERC-20 token. Successful issuance atomically increases token supply and recorded liabilities by the corresponding USD-denominated liability. A redemption request burns tokens while reclassifying the corresponding obligation as pending. The obligation is reduced only after an authorised settlement-role account confirms payment. We evaluate the framework against a simplified aggregate PoR baseline using USDY-calibrated liabilities and deterministic synthetic reserve scenarios. Both approaches permit issuance in the valid state, but RWA-PoB rejects an encumbered-assets state with a BCR of 96.3408%, below the experimental 105% threshold. Under liquidity stress, it classifies the proposed redemption as queued because the post-request RLC falls to 39.9999%. RWA-PoB authenticates the attribution and integrity of institutional claims but does not independently prove the existence, ownership, or condition of off-chain assets. The prototype, test suite, datasets, and replication scripts are available at this https URL.

Certification

How proof-based certification works

Earned by proof, not attendance. Submit a working project; it is reviewed by the institute, the community and the public.

  1. 01

    Learn

    Start with the free lecture notes, or take a premium course with a project brief and mentor feedback.

    Lecture notesCourse
  2. 02

    Build

    Build something that works: a pipeline, a model, a product. The brief says what it has to do and how it will be tested.

  3. 03

    Submit proof

    Submit the code, a demo and a short write-up. Your submission gets a proof ID and goes on the public ledger.

    AI-PRF-0042 · v1.0.0

  4. 04

    Reviewed in three stages

    The Institute checks it works. The Community tests it. The Public can see it and comment before it is accepted.

  5. Certified

    Your certificate says what you proved and links to the proof and its review record. Anyone can verify it by ID.

    Verified
How certification worksNot certified if your proof does not pass review. You keep everything you built.

Learn

Start free. Certify by proof.

The notes are open to everyone. The courses add a project brief, mentor feedback and the three-stage review.

Free, open

Free Lecture Notes

Free
  • Full notes for every module
  • Worked examples and datasets
  • Read online or download
  • No account needed
Read the notes

Course + certification

Premium Courses

$250USD, one time
  • Guided course, 8 modules
  • Project brief and rubric
  • Mentor feedback on your build
  • Three-stage proof review
Certified by proof. Your certificate is issued only after your working project passes Institute, Community and Public review.
Enroll

Not certified if your proof does not pass review. You keep the course.