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NVlabs ·

NVIDIA/NTU/MIT open-source SoL-Pi: ~49% fewer tokens for Pi agent

NVIDIA, NTU, and MIT released SoL-Pi (MIT), an opt-in extension for the open-source Pi coding agent that cuts EdgeBench token traffic 44.7–49% and API cost about one third versus base Pi, with scores within ~6%. Four harness-layer mechanisms—Action Fusion, Online Context Compact, ObservationPack, and Evidence-Preserving Reducer—ship on GitHub; paper at arXiv:2609.20519.

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Vercel AI Gateway adds GPT-6 Sol and Luna for coding agents

Vercel’s AI Gateway now serves OpenAI’s GPT 6 Sol ( openai/gpt 6 sol ) and Luna ( openai/gpt 6 luna ) for the AI SDK, Chat Completions, Responses API, and coding agents. Wire them up with npx vercel ai gateway setup , then pick Sol for sustained coding or Luna for high volume agent loops…

Vercel Changelog

Talos: CLOSEDQUORUM malware lets four LLMs vote on next attack step

Cisco Talos documented CLOSEDQUORUM, a Windows credential stealer that asks DeepSeek, Qwen, Gemini, and Mistral what to do next and follows the majority vote—no attacker C2 server to block. The public binary is an inert template with placeholder API keys; Talos has not confirmed live victims…

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