Papers that update themselves.

Most research is frozen the day it's published. Ours runs in a loop: the robots train every day, the records change, the gates re-fire, and the papers evolve — with every revision graded against eight objective gates before it ships. Every number on every page traces to a real engine record you can open. When our results move, the paper says so before we do.

Rule 1 · every claim has a file behind it Rule 2 · reproducible or it doesn't ship Rule 3 · our own gates grade our own claims Rule 4 · failure is a finding
ON THE SHELF
01
LIVE · v2 · EVOLVING UNDER DD-001

Where the Edge Actually Is

A walk-forward, anti-mirage study of systematic crypto strategies across BTC, ETH and SOL — in which our own champion passes every readiness check and is then exposed as a mirage by our own gate (DSR 0.029, PBO 79.3%), the real edge turns out to be structural carry, and a shared strategy library lifts the weakest robot in a single run.
gates 5/8 → climbingiteration 153 unseen folds~5y real data
Read the living paper →
02
IN THE LOOP LAB · ARRIVING

Gamifying Executive Function

The pedagogy behind the University: how animated, interactive, consequence-driven learning modules teach high-executive-function skills faster than lectures ever will — and why the Trenches makes you fail the Vampire Hallway on purpose. Founder's paper v1 enters DD-001 when filed.
status awaiting manuscriptcourse 001 spec ready
Reserved — Cohort 001 will read it first
03
NEXT RESEARCH QUESTION

Competition + Shared Libraries

The framework Paper 01 discovered in miniature, given its own treatment: agents competing on identical unseen data expose mirages; gate-cleared strategies propagating as shared infrastructure compound honest edge. The loop is the product.
spawned by Paper 01 · §3.1DD-001 NEXT-LOOP output
Watching the stable for evidence…
FIELD NOTES — what we're building, as we build it
NOTE 001 · 2026-07-02

The Day Our Own Gate Called Our Champion a Liar

SOL's strategy passed all seven readiness checks, beat a −29% market by 80 points — and our anti-mirage battery scored it 79.3% likely to be overfit. We put it in the paper's headline instead of the drawer. Here's why that's the whole business model.
Read it inside Paper 01 →
NOTE 002 · QUEUED

One Cron To Rule Them All

How the whole stable — three gladiators, five champion records, one shared strategy library — trains itself on a single scheduled command, and what broke on the way to building it.
Writing in the loop…
NOTE 003 · QUEUED

Launch Night: Wiping the Mess, Keeping the Money

Retiring an abandoned server stack, locking a fresh box to a single key, and shipping a 32MB secret-scanned bundle — a founder's guide to clean starts after a messy collaboration.
Writing in the loop…

HOW A PAPER LIVES HERE — DD-001, THE RESEARCH EVOLUTION LOOP

Every paper on this shelf is a living artifact. New training results land in the records → the loop wakes → every claim is re-verified → the weakest section (and only that section) is rewritten → eight gates grade the revision → the version number climbs. Nothing here is ever "finished." It's currently winning.

records change → re-verify claims → attack weakest section → 8 gates → publish revision → wait for the robots to learn something new