Orchestration, environments, and expert task data. Built by founders with RLVR environment experience across Anthropic and Google DeepMind programs.
Interactive RLVR Harness
This simulation shows how the harness manages retries, regressions, and convergence while training against verifiable reward signals.
Financial Agent Terminal
Run 20SCANNING financial_analysis_2026.xlsx...RUNNINGEXTRACTING balance_sheet_data...PENDINGCALCULATING ebitda_projections...PENDINGVALIDATING projection_offset_threshold...PENDINGUPDATING risk_adjusted_reward_model...PENDINGFINALIZING comprehensive_report...PENDING[SYSTEM] RLVR harness online for financial-agent training
Reward Signal
58.3%We combine platform engineering and domain expertise to deliver RLVR systems that keep improving under pressure.
Deterministic run control, replayable traces, reward instrumentation, and automated verification gates designed for fast RLVR iteration.
Custom simulators and adversarial environments for financial reasoning, policy navigation, tool use, and long-horizon planning.
We source and structure task data with industry experts, turning tacit workflows into measurable RLVR trajectories.
RLVR, Finance, Tool Use, Verification
RLVR, Biomed, Retrieval, Evaluation
RLVR, Enterprise Ops, Planning, Reliability
RLVR, Safety, Red Teaming, Robustness
Services