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UPDATED 2026.06.07
rl-list.com · Vendors · Proximal
#8

Proximal

Commercial
medium confidence
www.proximal.ai ↗ · Status: active confirmed · Founded 2026

Proximal is a San Francisco-based (with a Bangalore presence) research lab for coding data, building high-fidelity, long-horizon reinforcement learning environments grounded in real codebases to train and evaluate frontier coding agents. It emphasizes scalable, software-driven data engines over human contractors, and research into reward-hacking detection and 'fuzzy verifiers' that score code quality beyond functional correctness.

Key facts
Headquarters
San Francisco, CA, USAconfirmed cite
Headcount band
11-50reported cite
Total raised
unknown
Last round
Early/seed-stage round (stage label inferred; amount undisclosed); led by Scribble Venturesreported cite
SOC 2
unknown cite
What they sell
environmentsconfirmed cite
Open source
yesconfirmed cite
Deployment
unknown

Scale & velocity

Current headcount
11-50 band (LinkedIn); '~25' is an unverified estimateestimated cite
Headcount growth
unknown
Open roles
3reported cite
Other locations
Bangalore, Indiareported cite
Distributed / remote
noreported cite

Research depth

Has researchers
yesconfirmed cite
Researcher count
unknown
Backgrounds
Justus Mattern (co-founder) - led RL research & data at Prime Intellect, core contributor to its RL training framework (Intellect-2); co-founded Revideo (YC S23); early engineer at Dynamo AI (confirmed via justusmattern.com), Calvin Chen (co-founder) - works on Proximal; part of a 'second-time exited' founding team (specifics of any prior company exit, ARR or sale amount NOT corroborated by his own site), Navid Pour (co-founder) - prior Cursor experience per founder posts ('early engineers from Cursor'); specific 'second founding engineer / Cursor tab' and 'Fetchr' claims NOT corroborated, Founding team alumni from Cursor, Prime Intellect, Browserbase and Jane Street; members with published papers at leading research conferencesreported cite
Papers / benchmarks
FrontierSWE - ultra long-horizon coding agent benchmark (implementation, performance engineering, ML research) - https://www.frontierswe.com ; https://github.com/Proximal-Labs/frontier-sweconfirmed cite

Capital

Total raised
unknown
Last round
Early/seed-stage round (stage label inferred; amount undisclosed); led by Scribble Venturesreported cite
Investors
Scribble Ventures (lead), Angels from OpenAI, Anthropic, Thinking Machines, Google DeepMind, xAI, Meta Superintelligence, Cursor and Cognition (per founders' own statements; not independently verified)reported cite
Valuation
unknown
Revenue signals
unknown

Security & compliance

SOC 2
unknown cite
Other certifications
unknown
Security page
unknown cite

Product

What they sell
environmentsconfirmed cite
Open source
yesconfirmed cite
License
unknown cite
Deployment model
unknown
Maturity
unknown
Notable customers
unknown

Buyer analysis

Best fit: Frontier labs or AI startups needing long-horizon, real-codebase RL environments and quality-aware (fuzzy) verifiers to post-train coding agents.

How we verified this

Confirmed this is the correct entity matching the directory note 'RL environments with fuzzy verifiers': Proximal (proximal.ai), a SF-based research lab building high-fidelity long-horizon RL environments for coding agents, with explicit 'fuzzy verifier' and reward-hacking framing on its official blog. Founders Justus Mattern, Calvin Chen, and Navid Pour confirmed via the Scribble Ventures announcement. Open-source FrontierSWE benchmark (GitHub Proximal-Labs/frontier-swe, 127 stars; frontierswe.com) verified. Most financial fields correctly left undisclosed: total_raised, valuation, revenue all unknown; round amount undisclosed and the 'Seed' stage label is inferred, so softened. Crunchbase was inaccessible (403). Investor/angel list (OpenAI, Anthropic, Thinking Machines, DeepMind, xAI, Meta Superintelligence, Cursor, Cognition) is corroborated by founder Calvin Chen's own site but remains self-reported and unverified by third parties, kept at 'reported'. Headcount: LinkedIn supports only the 11-50 band; the '~25' figure downgraded to estimated. No named customers exist publicly, so notable_customers correctly stays empty/unknown, no frontier-lab customer ties are verifiable. Main overreach corrected was in researcher_backgrounds: the specific Fetchr / $1.5M ARR / $9M sale and 'second founding engineer at Cursor' claims are NOT corroborated by the founders' own sites and were flagged rather than asserted. No SOC2 or certifications; security page 404s. Overall confidence: medium.

Related vendors

Sources

  1. www.proximal.ai/ · 2026-06-07, Official site: research lab for coding data; SF; hiring; FrontierSWE; blog posts
  2. www.proximal.ai/blog/proximal · 2026-06-07, Announcing Proximal post, dated 2026-02-18; mission; team backgrounds (Cursor, Prime Intellect, Jane Street); fuzzy verifiers; reward hacking
  3. www.proximal.ai/blog/our-problems · 2026-06-07, Open problems: fuzzy verifiers, reward-hacking detection, long-horizon RL environments, GitHub PR indexing, taskrunner framework, multi-node snapshotting
  4. www.proximal.ai/careers · 2026-06-07, 3 open roles; SF + Bangalore; in-person; hiring@proximal.ai
  5. www.linkedin.com/company/proximalhq · 2026-06-07, Public snippet: 11-50 employees (~25 mentioned); Software Development; research lab for coding data
  6. www.linkedin.com/posts/imstusmith_excited-to-finally-share-that-scribble · 2026-06-07, Scribble Ventures investment; founders Calvin Chen, Justus Mattern, Navid Pour; team alumni from Cursor, Prime Intellect, Browserbase, Jane Street
  7. www.linkedin.com/posts/justus-mattern-a04230184_incredibly-excited-to-in · 2026-06-07, Co-founder announcement; data engine across domains
  8. www.justusmattern.com/ · 2026-06-07, Co-founder bio; ex-Prime Intellect RL infra; Revideo (YC S23); ex-Dynamo AI; ML/privacy papers
  9. www.frontierswe.com · 2026-06-07, FrontierSWE benchmark; leaderboard of frontier models; implementation/research/performance tasks
  10. github.com/Proximal-Labs/frontier-swe · 2026-06-07, FrontierSWE repo; 127 stars; ~400 commits; ultra long-horizon coding agent benchmark; license not shown
  11. www.proximal.ai/security · 2026-06-07, Returned 404 - no public security/trust page found
  12. www.crunchbase.com/organization/proximal · 2026-06-07, 403 Forbidden - not accessible
Last updated 2026-06-07 · Every quantitative field carries a source and a confidence tag. Fields we could not source publicly are marked unknown, never estimated. See the methodology.