← All companies & organizations

Research orgs / Organization profile

Timaeus

What Timaeus does

Timaeus (timaeus.co) is an AI safety research organization that focuses on applying singular learning theory (SLT) to developmental interpretability and technical AI alignment. Its core research direction is to understand how training data shapes model behavior and how internal neural-network structure emerges during training (e.g., through stages/“phase transitions” in the SLT sense), with the stated goal of building interpretability and evaluation tools that can support safer model development and alignment.

As of 2026-06-10, Timaeus says it has “now [become] Resolution,” and the site points to Resolution’s open roles and launches. The Timaeus program is therefore best understood as the SLT/developmental-interpretability research component that fed into Resolution’s broader nonprofit research effort.

Technically, Timaeus’s differentiation (vs. many interpretability approaches centered on activations/probes) is its emphasis on SLT-grounded measurements and estimators (e.g., susceptibilities and related “spectroscopy” tooling) and “developmental” analysis of how internal structures form over training. The organization maintains an open-source research package, DevInterp, intended to let external researchers perform SLT/DevInterp-style research on large language models.

News

Company record

Jul 21, 2026 · Reporting · Timaeus ResearchPaper: “Elicitation without Backpropagation: Steering Model Behavior by Optimizing the Latent Posterior” (Published July 21, 2026)

Timaeus publishes a paper page describing a method (Posterior Prefix Tuning) for steering transformer behavior in a latent-posterior setting without backpropagation through the transformer, and validates it on specified Bayesian filtered transformer setups.

↗
May 08, 2026 · Reporting · Timaeus ResearchPaper: “Linear Response Estimators for Singular Statistical Models” (Published May 8, 2026)

Timaeus publishes a paper page defining susceptibilities in singular statistical models and providing estimators with consistency and asymptotic unbiasedness statements.

↗
Apr 09, 2026 · Reporting · Timaeus BlogTimaeus Research Fellows Program launched (structured affiliation for senior academic researchers)

Timaeus announces a Research Fellows Program for tenured faculty and senior researchers, including described benefits (compensation, compute access, travel, co-authorship) and governance interactions with Directors of Research/Engineering/Executive Director.

↗
Jan 07, 2026 · Reporting · Timaeus BlogOpen Roles @ Timaeus (Research Engineer and Research Scientist hiring; posted Jan 7, 2026)

Timaeus posts a hiring update for Research Engineer and Research Scientist roles focused on applications of singular learning theory to alignment.

↗
Feb 28, 2024 · Reporting · AI Alignment Forum“Timaeus’s First Four Months” progress update (Feb 28, 2024)

Timaeus publishes an early progress update describing research uncertainties, contributions, and early alignment-relevant interpretability direction setting.

↗
Date not disclosed · Official · TimaeusTimaeus “Our Team” lists current leadership and research/engineering leads

Timaeus publishes a team page listing leadership (Executive Director, Research Director, Director of Engineering, Director of Operations) and additional research leads/scientists and engineers.

↗
Date not disclosed · Official · DevInterp documentationDevInterp documentation: open-source tooling for SLT/DevInterp-style analysis

DevInterp documentation describes the open-source package, features, and example workflows for estimating LLCs, computing susceptibilities, and BIF.

↗
Source map · 2 recurring channels · 74 references
TimaeusOfficial Site · monitor↗MTS Frontier / Control RoomCurated Feed · monitor↗Official organization sourceOfficial Reference · reference↗Welcome to DevInterp’s documentation! — devinterp documentationOfficial Reference · reference↗sec.govRegulatory · reference↗adm-10980.intellij.netReporting · reference↗aialignmentfoundation.orgReporting · reference↗aisecurityandsafety.orgReporting · reference↗alexanderjarvis.comReporting · reference↗alignment.orgReporting · reference↗alignmentforum.orgReporting · reference↗anthropic.comReporting · reference↗app.grantmaking.aiReporting · reference↗apsarastackdocument.oss-cn-hangzhou.aliyuncs.comReporting · reference↗archive.isReporting · reference↗arxiv.orgReporting · reference↗ashgro.orgReporting · reference↗atom.comReporting · reference↗bizprofile.netReporting · reference↗buildcivilization.comReporting · reference↗builtin.comReporting · reference↗cambridge.orgReporting · reference↗cambridgeassociates.comReporting · reference↗careers.resolution.venturesReporting · reference↗cbinsights.comReporting · reference↗crunchbase.comReporting · reference↗danforthcenter.orgReporting · reference↗deepblue.lib.umich.eduReporting · reference↗documentation.commvault.comReporting · reference↗dt5602vnjxv0c.cloudfront.netReporting · reference↗ebs.publicnow.comReporting · reference↗en.wikipedia.orgReporting · reference↗engrxiv.orgReporting · reference↗extruct.aiReporting · reference↗github.comReporting · reference↗govinfo.govReporting · reference↗greaterwrong.comReporting · reference↗hiringcensus.comReporting · reference↗huggingface.coReporting · reference↗imec-publications.beReporting · reference↗jobs.ashbyhq.comReporting · reference↗journey.temenos.comReporting · reference↗linkedin.comReporting · reference↗manifoldmarkets.notion.siteReporting · reference↗manifund.comReporting · reference↗manifund.orgReporting · reference↗manifund.substack.comReporting · reference↗minoa.ioReporting · reference↗news.fdp.nuReporting · reference↗nyne.aiReporting · reference↗openlmis.atlassian.netReporting · reference↗openreview.netReporting · reference↗ordergeapplianceparts.comReporting · reference↗prnewswire.comReporting · reference↗provath.comReporting · reference↗reddit.comReporting · reference↗resecon.comReporting · reference↗resolutionfoundation.orgReporting · reference↗resolutionlife.comReporting · reference↗resolutionproject.orgReporting · reference↗resolutionthink.comReporting · reference↗s3.amazonaws.comReporting · reference↗scalingalignment.comReporting · reference↗seedtable.comReporting · reference↗simplify.jobsReporting · reference↗startupfundraising.comReporting · reference↗startupintros.comReporting · reference↗support.revolutiondatasystems.comReporting · reference↗support.sugarcrm.comReporting · reference↗tennasys.comReporting · reference↗Timaeus ResearchReporting · reference↗tjamesenterprises.comReporting · reference↗trace.manifund.orgReporting · reference↗vellumjobs.comReporting · reference↗vpn.luca-server.comReporting · reference↗wpnews.proReporting · reference↗

Still resolving: Newsroom · Official X

Funding

Latest disclosed valuationNot disclosed
Tracked capital$14.6M11 sourced rounds
DateRoundRaisedValuationLead / investorsEvidence
Mar 01, 2026Grant (general support; coefficient giving)$10.9M—
Not attributed
+1 investor
Feb 19, 2026Grant (patterning / SLT-for-alignment; led by Jesse Hoogland)$589.5K—
Not attributed
+1 investor
Sep 01, 2025Grant / donation (Foundations)$276K—
Sep 01, 2025Grant (general support; Survival and Flourishing Fund)$276K—
Jan 30, 2025Grant (next steps in developmental interpretability)$200—
Not attributed
+2 investors
Jan 01, 2025Grant / donation (Operating expenses)$2M—
Not attributed
+1 investor
Jan 01, 2024Grant / donation (Technical AI safety research)$100K—
Not attributed
+2 investors
Oct 23, 2023Grant / donation (Scoping)$13.2K—
Not attributed
+2 investors
Aug 16, 2023Grant (scoping; developmental interpretability)$100K—
Not attributed
+1 investor

What it builds

DevInterp (open-source research package)

DevInterp is Timaeus’s open-source research package intended to enable SLT/DevInterp-style research on large language models, including tooling for sampling (e.g., SGLD-based sampling), estimating the Local Learning Coefficient (LLC), computing susceptibilities, and computing Bayesian Influence Functions (BIF).

source ↗
Spectroscopy / susceptibility-based interpretability program

Timaeus describes a “Spectroscopy” line of research aimed at scaling susceptibility-based interpretability to large language models and building methods for discovering internal structure relevant to alignment tasks (as described in its Research Fellows Program update).

source ↗

Milestones & partnerships

Jul 21, 2026
Released Posterior Prefix Tuning / elicitation method work

Published a technical result focused on eliciting behavior from transformers without backprop through the transformer, validated in specific Bayesian filtered transformer setups.

CORAL · Monash University
↗
Jun 10, 2026
Rebranded / merged into Resolution (legal and organizational change)

Timaeus’s site indicates it is now Resolution, and Resolution’s launch memo lists Timaeus leadership as part of Resolution’s founding team.

Resolution
↗
May 08, 2026
Published linear-response estimators for singular statistical models

Released a formalization of susceptibility estimation and estimator properties for singular statistical models.

↗
Apr 09, 2026
Launched Research Fellows Program

Established a structured affiliation for tenured faculty and senior researchers to collaborate on SLT-informed alignment research while retaining their academic positions.

Academic institutions · Research organizations
↗
Jan 07, 2026
Hiring for research scientist and research engineer roles

Published role descriptions for research engineer and research scientist roles focused on SLT applications to alignment.

↗
Feb 28, 2024
First progress update on “Timaeus’s first four months”

Provides a research progress update describing early contributions and uncertainties around SLT usability and developmental-stage structure formation.

↗
Oct 22, 2023
Initial public announcement of Timaeus research agenda

Timaeus is announced as a new AI safety research organization dedicated to technical AI alignment breakthroughs grounded in singular learning theory and developmental interpretability.

↗