Structured Evidence Intake
We focus on structured JSON telemetry events so engineering teams can analyze task failures cleanly without needing heavy media streaming or bloated uploads.
Sim2Real is operated by Developer312, a subsidiary of NIGHT LITE USA LLC. We build tools that help robotics engineering teams turn deployment evidence into better simulation conditions.
We work directly with robotics teams to define event boundaries, analyze failure clusters, and validate simulation parameter changes.
Developer312 is a subsidiary of NIGHT LITE USA LLC. We develop specialized SaaS products for physical AI, robotics telemetry, and empirical audit workflows.
Email: [email protected]
Phone: (510) 401-1225
Our engagements are handled directly by engineers who understand robotics telemetry, simulation parameter boundaries, and domain randomization pipelines. Qualified pilot teams work with us to review evidence artifacts and agree on clear validation criteria.
Moving robotics policies from simulation into real-world production reveals edge cases in lighting, friction, occlusion, and task sequencing that synthetic models fail to anticipate.
We focus on structured JSON telemetry events so engineering teams can analyze task failures cleanly without needing heavy media streaming or bloated uploads.
By grouping failures by pattern tags such as perception, physics, or task mismatch, we replace anecdotal log reviews with systematic, prioritized failure signatures.
Every proposed simulation parameter override is tracked against subsequent field deployments to prove whether transfer performance actually improved.
We state clearly what protections exist today and what certification requirements are scoped during intake, so enterprise buyers can evaluate pilot readiness accurately.
Review full security disclosuresFor detailed questions regarding data retention, hosting boundaries, or security questionnaires, read our Security & Data Handling page or contact [email protected].
Have questions about pilot eligibility, telemetry schemas, or technical fit? Reach out directly.
Ready to qualify a pilot for your deployment? Share your robot count, telemetry availability, simulator stack, and timeline via our intake assessment form.
Share your deployment stage and failure patterns to see if a Sim2Real pilot is right for your team.