RL Environmentcompany reported
Coding RL Environments
RL environments derived from private commits across production codebases.
Commercial
RL EnvironmentsPure-play commercialCatalog available · 2
pre.dev
Software-planning platform offering coding and long-horizon RL environments
pre.dev builds product-spec and architecture generation tooling and offers RL environments for coding and long-horizon software tasks, reporting results on Terminal-Bench 2.
Terminal-Bench 2 results
This legacy directory profile is awaiting claim-level source migration. Existing values are retained, not upgraded to verified facts.
| Website | pre.dev/rl-environments |
|---|---|
| Domains | Coding, Long Horizon |
| Location | Delaware |
| Team size | 1-10 |
| Founders | Arjun Raj Jain, Adam Elkassas |
Capability coverage
Focus areas and technical capabilities are shown separately. Missing technical evidence remains Unknown.
Catalog-evidenced technical capabilities
Unknown. No source-backed catalog capability record is available yet.
Capability catalog
Products and services supported by official company materials. Reviewed 2026-08-16.
Agent Environmentcompany reported
Browser Agents
Browser-agent product listed alongside pre.dev's RL environments.
Commercial
Browser AgentsEnvironments & datasets
Verified public artifacts and documented private commercial inventory.
No verified catalog items recorded yet. This does not mean the company has no environments or datasets.
Sources
Structured sources have not yet been migrated for this profile.
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Similar startups
Also listed under Coding, Long Horizon.
| Name | Domains | Type / catalog | Location | Team | Funding | Raising |
|---|---|---|---|---|---|---|
| Rise Data Labs RL environments and tasks across multiple domains, supported by a large expert network | Computer Use, Coding, Finance, Cybersecurity, Legal, Data Labeling, Enterprise, Multi-Domain, RLHF, Custom Environments | Data + environments 3 artifacts | New York, United States | 11-25 | - | Unknown |
| AfterQuery Expert human data and RL environments across code, finance, and computer use | Multi-Domain, Coding, Finance | Pure-play commercial 1 artifacts | San Francisco, New York, Seattle | 51-100 | $30.5M total (reported) | Unknown |
| Akhara Enterprise and code RL environments | Enterprise, Coding | Pure-play commercial Catalog unknown | San Francisco | 1-10 | - | Unknown |
| Andon Labs Long-horizon autonomy benchmarks like Vending-Bench | Long Horizon, Alignment | Pure-play commercial Catalog unknown | San Francisco | 1-10 | Seed (Y Combinator) | Unknown |
| Andromede Programmatic generation of long-horizon RL environments | Long Horizon | Pure-play commercial Catalog unknown | Lausanne | 1-10 | - | Unknown |
| Anthromind Medical and long-horizon environments and expert data | Medical, Long Horizon, Data Labeling | Data + environments Catalog unknown | San Francisco | 1-10 | - | Unknown |