Skip to content

DRCT: black-box reconstruction & invented concepts / Documentation

DRCT Black-Box Transformer Stress Test v6

Indexed reference23 Aug 2026 · saved

The archived source is available to read.

Read the source

01 / THE QUESTION

Editorial guide

How much of a small trained transformer can be reconstructed from next-token logit queries alone, without access to its parameters?

02 / WHAT THE RECORD SAYS

Source passage

Therefore the resulting lookup clone is an exhaustive functional reconstruction on this finite domain, not a sampled approximation.

03 / LIMITS & OPEN POINTS

Source passage

This demonstrates why black-box behavior cannot uniquely identify raw internal weights without quotienting parameter symmetries.

04 / THE NEXT QUESTION

Editorial guide

What experimental access beyond logits, such as component interventions or module probes, would make internal operators identifiable?

05 / CHECKS IN THE RECORD

Source passage

A trained two-head causal transformer was hidden behind a logit-query oracle.

Read this passage in context →

Following connections

Source & provenance

Access
Public
Dates declared in the record
Not recorded
Project basis
Explicit project source citation
Origin
d0re research collection (snapshot 1 October 2026)
Original path
/README.md
Authorship basis
Collection attribution; original record retains its own credits
Title basis
From the source
Date
23 Aug 2026 · saved
Status basis
mechanical v0: not part of a detected version series
Size
1,413 bytes
Word count
204 words
SHA-256 of indexed source
d4ca6f5515b80c837068f617a00f3438acbef2c51d8819d92fc0955def53f313

Open the source file ↗

View citation
DRCT Black-Box Transformer Stress Test v6
2026-08-23
d0re research record r-d4ca6f5515b8
https://www.d0re.com/library/records/r-d4ca6f5515b8.html
Authorship basis: Collection attribution; original record retains its own credits
Date basis: saved
Source SHA-256: d4ca6f5515b80c837068f617a00f3438acbef2c51d8819d92fc0955def53f313

Independent research by Anthony Michael Collado.
Original credits remain with each source.