Onegen is now part of AgentCommunity. Onegen provides AI implementation and orchestration services for enterprises. It integrates generative AI into existing CRM systems and workflows with secure LLM fine‑tuning and custom data modeling.
Key points
Onegen now part of AgentCommunity.
Onegen offers secure LLM fine‑tuning and custom data modeling for enterprise CRM integration.
Sources
- Original post
- Linked resource - Linked in the post
New RL paper introduces segment reward feedback algorithms
The paper studies reinforcement learning with segment reward feedback under linear function approximation. It proposes algorithms bitssegd, edlinucbsegd, seglsvits and uneqsegbitsd. It claims binary feedback reduces regret exponentially with more segments, while sum feedback regret is largely unchanged by granularity.
Key points
bitssegd and edlinucbsegd handle binary and sum feedback for equal‑length segments with known transitions.
seglsvits integrates posterior reward estimates into least‑squares value iteration for unknown transitions.
Sources
VeriFine framework announced for scaling verification in embodied reasoning
VeriFine is an agent harness framework that scales verification through co‑evolution of policy, curriculum, and judge. It introduces a Policy Improvement Loop and a Judge Improvement Loop that use a rubric judge and selective human guidance. Experiments on driving and robot navigation tasks show continuous self‑improvement of policy and judge capability.
Key points
Framework: VeriFine combines policy, curriculum, and judge co‑evolution.
Loops: Policy Improvement Loop uses a rubric judge; Judge Improvement Loop queries humans to refine the judge.
Sources
- Original post
- VeriFine: Scaling Verification for Self-Improvement in Embodied Reasoning - Linked page
- Linked resource - Linked in the post
New paper links TCPA, DCPA, and Velocity Obstacles
The authors present a study of Time to Closest Point of Approach, Distance to Closest Point of Approach, and Velocity Obstacles. They derive conditions where the three give equivalent collision risk characterizations. They also extend the metrics to convex relative-state sets under bounded uncertainty.
Key points
Relationship established between TCPA, DCPA, and VOs over finite and infinite horizons.
Under bounded uncertainty, uncertainty‑aware VOs retain the joint relationship that independent TCPA and DCPA bounds lose.
Sources
Spotlighting AgentCommunity member @rapidobikeapp
@rapidobikeapp is an Indian ride-hailing platform. It offers bike taxis, auto‑rickshaws, and cabs. It operates in more than 150 cities for affordable last‑mile connectivity.
Key points
Platform: ride‑hailing service offering bike taxis, auto‑rickshaws, and cabs
Coverage: operates across 150+ cities for affordable last‑mile connectivity
Sources
- Original post
- Linked resource - Linked in the post
