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
- Original post
- FutureTech - Linked page
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
- Original post
- agentcommunity.org - Linked in the post
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
- Original post
- tinyurl.com - Linked in the post
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

