# Logical Works

> Logical Works is a Toronto software company. Explore our research, meet the work behind it, or talk to us about your project.

Logical Works is a Toronto software company. Explore our research, meet the work behind it, or talk to us about your project.

## Direct queries

Use [the knowledge API](https://logicalworks.ca/api/knowledge) to request answers by question, node ID, or route. The API returns bounded records with source links. [API schema](https://logicalworks.ca/.well-known/knowledge-openapi.json).

## Research

- [The metric returned twelve for every prompt because twelve was built into the metric](https://logicalworks.ca/research/logit-lens-measured-its-own-definition): A GPT-2 interpretability run found a quiet middle and a large final rewrite, then exposed two measurement defects in its own settling metrics.
- [An adaptive reader learned where to look. It did not learn how to scale.](https://logicalworks.ca/research/adaptive-reader-did-not-scale): A hard-read recurrent controller reached oracle cost on lookup tasks, then failed under larger worlds, random identifiers, and seed controls.
- [Why a global waveform memory loses its compute advantage on exact worlds](https://logicalworks.ca/research/waveform-memory-falsification): A formal and mathematical audit found that exact lookup removes the claimed compute advantage of a global Fourier world representation.
- [We counted 264,224 agent turns. The causal labels are not ready to publish as causal findings.](https://logicalworks.ca/research/auditing-agent-failure-corpus): A cross-framework workflow corpus has useful coverage, but regex labels, autonomous subturns, and missing turn-level bytes limit causal claims.
- [A neural network's privileged self-knowledge may be operationally empty](https://logicalworks.ca/research/operationally-empty-self-knowledge): A position paper tests three operational definitions of model self-knowledge and leaves a pre-registered recurrence experiment as the empirical target.

## Company

- [Careers](https://logicalworks.ca/careers)
- [Contact](https://logicalworks.ca/contact)
- [Privacy](https://logicalworks.ca/privacy)
- [Terms](https://logicalworks.ca/terms)