Terry Rodriguez
terry-remyx
AI & ML interests
None yet
Recent Activity
reacted to salma-remyx's post with 🔥 about 15 hours ago
We’ve been using Outrider while contributing to huggingface/peft.
It helped us build a deeper understanding of the repo much faster and find research that could make a useful contribution.
A few made the cut:
✅ Riemannian Preconditioned LoRA merged - https://github.com/huggingface/peft/pull/3382
🔍 Super-Tuning and Supra in review - https://github.com/huggingface/peft/pull/3518
⏳ Scaling DoRA implemented and pending license clarification - https://github.com/sockeye44/dorafactors/issues/1
For each one, Outrider pulls together the paper, repo context, reference implementations, benchmarks, and an initial implementation draft. We use that as the starting point to validate the method, work through architecture and API decisions, and iterate with PEFT maintainers.
It means we can spend less time searching through papers, codebases, and repo history, and more time on the bigger questions around what is worth contributing and how it should be designed.
Try Outrider on your own repo: https://github.com/remyxai/outrider
Full contribution report: https://gist.github.com/smellslikeml/dbd577795b7489f6124e2bfbdfc9d28f reacted to salma-remyx's post with 🚀 3 days ago
I unblocked 15 improvements for VQASynth in a day!
VQASynth, the pipeline behind SpaceThinker-Qwen2.5VL-3B, SpaceLLaVA, and the SpaceThinker dataset, had a backlog spanning new annotation methods, curation pipelines, model integrations, and agent tools.
I scoped each item in a short design brief. In GitHub Actions, Outrider mapped them to the repo’s existing modules and interfaces, implemented the changes, added tests, ran the repo checks, and opened draft PRs.
The 15 PRs covered:
* object orientation and 3D bounding boxes
* SAM2 regional captioning and multi-view matching
* LLaMA-Mesh tokenization
* Qwen2.5-VL fine-tuning
* spatial-reasoning data generation
* CLIP, SigLIP, and LLM2CLIP backends
and more
The batch added 12,275 lines, nearly doubling the codebase.
SpatialAnnotator went from two tools to seven, creating combinatorially more possible annotation pipelines for each image.
Outrider handled the implementation, tests, and integration. At about $1 per branch, I spent my time reviewing 15 concrete changes, fixing what needed fixing, and deciding what to ship.
Outrider is open source!
Point it at a paper, issue, or design brief and review the PR: https://github.com/remyxai/outrider
Check out the updates on VQASynth: https://github.com/remyxai/VQASynth reacted to salma-remyx's post with ❤️ 7 days ago
The evidence that gets a method published usually isn't the evidence you need to decide whether to ship it in your project.
We've been building Validate in Remyx to surface the evidence devs & maintainers need to make that call.
Within GitHub and our studio you can:
* define your project's validation configuration
* implement & run it against a proposed implementation
* review the results alongside the diffs
We're looking for a small group of engineers actively integrating new AI methods into production to help shape Validate. If that sounds like your team, reach out!
LI: https://www.linkedin.com/in/smayorquin/
email me: salma@remyx.ai
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