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BELIEFWEAVER boosts long-horizon agent scores

, 7 items in AI Organizations and Media, 3 min read

In this digest (7 items)

BELIEFWEAVER boosts long-horizon agent scores, raising aggregate final score by 5.1 pp over native Terminus-2 continuation. The framework combines persistent evidence with prospective reasoning and includes a distilled 9B student model.

Key points

  • Score improvement: +5.1 percentage points over native Terminus-2 continuation.

  • Distilled 9B student: +9.8 percentage points final score, 54.8% lower teacher API cost.

Sources

OpenAI models success rate rises to 35% in 16 months

OpenAI models improved their success rate on tough theory questions from 3% to 35% over 16 months. A successful attempt now costs about $15.

Key points

  • Success rate increased from 3% to 35% in 16 months.

  • Cost per successful attempt is about $15.

Sources

Nemotron 3.5 Super VL 120B parameters launch

Nemotron 3.5 Super VL is a new vision-language model with 120B parameters that runs on NVFP4 for speed. It reads images and text together and can respond verbally.

Key points

  • Parameters: 120B parameters

  • Hardware: runs on NVFP4 for speed

Sources

InstructMesh tool enables editing and 3D printing of AI-generated models

InstructMesh is a generative AI tool that lets users generate, edit, and 3D-print functional objects, addressing flaws common in AI-generated models. The system combines Microsoft’s TRELLIS generator with GPT-4 to interpret prompts and geometry edits.

Key points

  • 80% of TRELLIS-recreated Thingiverse models were structurally flawed.

  • Novice users corrected and fixed those flaws about 90% of the time using InstructMesh.

Sources

OpenBots launches Coordio AI platform for revenue cycle

OpenBots builds Coordio, an autonomous AI agent platform for healthcare revenue cycle management. It automates insurance eligibility, prior authorization, and claims processing via API integrations and screen-based automation.

Key points

  • Coordio is an autonomous AI agent platform for healthcare revenue cycle management.

  • Automates insurance eligibility, prior authorization, and claims processing through API integrations and screen-based automation.

Sources

Meta open-weight AI model runs locally on Mac

Meta open-weight AI model runs locally on Mac computers. The model is open-weight and can be executed on Mac hardware.

Key points

  • Introduction: Meta introduces an open-weight AI model

  • Deployment: the model runs locally on Mac computers

Sources

ROSConUK kicks off next Wed – ROS events announced

ROSConUK kicks off next Wed, adding to the week’s ROS event lineup. The week also notes a terminal RViz clone and DendROS terminal coloring.

Key points

  • ROSConUK: kicks off next Wed

  • Run RViz clone: available in your terminal

Sources