Are you a developer who wants to build this?
Praxiva started as developer research. We're inviting other developers to join, to build assistive AI that turns perception into real independence for people who need it.
Three simple steps
Reach out
Tell us a little about you and what draws you to this work. No formal application.
A short chat
We talk through your interests and where you might fit. Bring questions.
Start small
Take on a focused first project so we can build from there together.
Code & experiment records
We're opening our source code and experiment documentation so others can inspect, reproduce, and build on the work, shared right here, in full.
Implementation code and experiment records for EnAct, Just Look, and Feel the Ball: assistive AI that turns perception into action.
- experiments
- models
- enact.py
- just_look.py
- feel_the_ball.py
- README.md
| 1 | # enact.py: safety-aware reach guidance (excerpt) |
| 2 | from models import VLMPlanner, DepthEstimator |
| 3 | from haptics import Cue |
| 4 | |
| 5 | def guide_reach(frame, target): |
| 6 | """Guide a hand to `target`, checking the path each step.""" |
| 7 | scene = VLMPlanner.ground(frame, target) |
| 8 | depth = DepthEstimator.run(frame) |
| 9 | if scene.collision_risk(depth) > 0.5: |
| 10 | return Cue.stop("obstacle ahead") |
| 11 | return Cue.toward(scene.next_step) |
Praxiva Research
Code and experiment records behind our three ISEF systems. Everything needed to inspect, reproduce, and build on the work lives in this repository. [ Add a one-paragraph overview of the report. ]
Methods
Model architectures, training setup, and the reasoning pipeline for each system (enact.py, just_look.py, feel_the_ball.py). [ Summarize your methods. ]
Datasets & evaluation
- Data sources and preprocessing: [ describe / link ]
- Evaluation metrics and baselines: [ describe ]
- Reproduction steps: [ commands to run ]
Results
[ Headline results and key tables/figures from the experiment report. ]
Tell us you're interested
No commitment: just the first hello. We'll follow up and answer any questions.