Manifold Research

@ManifoldRG

We're a mission driven R&D institute dedicated to advancing fundamental discoveries and carrying them to real-world impact. discord.gg/c5PASXCrma

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manifoldrg.com

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Manifold Research
@ManifoldRG
Aug 27
What kind of control systems will autonomous spacecraft need to safely operate around each other? Our latest work explores one potential answer: nonlinear, constraint-aware controllers synthesized offline through convex optimization.
GIF
Manifold Research
@ManifoldRG
Aug 26
MultiNet 2.0 is aiming to be a fundamentally new kind of eval, focused on multimodal generalization. While exploring and developing different modalities, the team found interesting limitations in the best frontier models. Check out the Research Preview and Technical Report
harsh✌️
@HarshSikka
Aug 26
You can solve simple mazes like this in 1 minute. Frontier models can do that too...right? While designing a new frontier evaluation, we were surprised to find complete failure on basic 2D mazes. Excited to share an early research preview, playable demo, and highlights below!
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Manifold Research
@ManifoldRG
Aug 17
Our full talk on autonomous self-repair in modular spacecraft is now live. We explore how ideas from biological wound healing can inspire machines that detect damage, reorganize themselves, and recover through decentralized local coordination.
Manifold Research
@ManifoldRG
Jun 25
We’re excited to share the results of another collaboration with the team at @figbrains! GUI-Perturbed is part of GOLEM, Manifold’s long-term research program focused on building AI systems that can perceive, reason, adapt, and act across any input and output modality.
harsh✌️
@HarshSikka
Jun 25
Would training a computer-control model on data built to target its systematic weaknesses actually make it better? We built new browser-use models to find out - and our research revealed surprising results. Sharing new Models, Dataset, Paper, and Data Pipeline below. This work
GIF
Manifold Research
@ManifoldRG
Jun 16
The Software Control research team at Manifold has been working on advancing new frontiers in long horizon computer control & grounding with @figbrains Check out some of our early research below, with more to come soon!
harsh✌️
@HarshSikka
Jun 16
Computer Control models can score 90%+ on standard benchmarks, but will fail when you set page zoom to 70%. We're built GUI-DR, an OS pipeline that can restyle, reposition, and remove DOM elements on real webpages to reveal model weaknesses that fixed-scene benchmarks miss.
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