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MiniMax Claims M3.1 Flash Cuts Agent Usage Costs 70% at $0.15 per Million Input

MiniMax Claims M3.1 Flash Cuts Agent Usage Costs 70% at $0.15 per Million Input

Oct 20, 2026
MiniMax

MiniMax releases M3.1 Flash, claiming the agent-focused model cuts usage costs 70% versus its predecessor and reaches output speeds above 200 tokens per second. MiniMax prices it at $0.15 per million input tokens and $0.60 per million output tokens. It is available through the MiniMax API, M Plan, and MiniMax Code, with weights promised later.

Foundation Models Agents
Yann LeCun Says Llama 4 Benchmark Results Were Fudged a Little Bit

Yann LeCun Says Llama 4 Benchmark Results Were Fudged a Little Bit

Oct 20, 2026
contrary.com

Llama 4 Maverick's experimental build scored an Arena Elo of 1417, then fell to 32nd when the released model was retested; Yann LeCun says Meta's results were "fudged a little bit." Contrary Research argues such benchmarks steer reinforcement learning toward wrong targets as labs spend $700 billion on 2026 compute.

Foundation Models Business
OpenAI Says GPT-6 Astra Hits 87.4% on MultiLangBench Coding Test

OpenAI Says GPT-6 Astra Hits 87.4% on MultiLangBench Coding Test

Oct 20, 2026
OpenAI

OpenAI reports its GPT-6 Astra model reaches an average 87.4% test pass rate on MultiLangBench across 20 programming languages, up from 26.8% for GPT-5.6 Sol. OpenAI says GPT-6.1 Sol hits 86.6% accuracy on its COBOL migration evaluation, versus 5.4% for GPT-5.6 Sol at low reasoning effort. The company says the gains could help teams maintain critical COBOL and Fortran systems.

Foundation Models Coding & Developer Tools
Anthropic's Jack Clark Says the Singularity Has Begun

Anthropic's Jack Clark Says the Singularity Has Begun

Oct 20, 2026
The Rundown AI

Anthropic co-founder Jack Clark tells the IMF and World Bank annual meetings the singularity has begun, citing AI's jump to 67.7% on Humanity's Last Exam from 8% in 2025. He says one Anthropic model projects $44 trillion in U.S. GDP by 2030 and warns of disruptive job losses.

AI Safety Foundation Models Labor & Jobs
Inception Says Mercury 3 Outperforms GPT-6 Luna and Claude Haiku 5.5

Inception Says Mercury 3 Outperforms GPT-6 Luna and Claude Haiku 5.5

Oct 20, 2026
inceptionlabs.ai

Inception releases Mercury 3, a diffusion-based language model it says outperforms GPT Better Luna and Claude Haiku 5.5 while generating 1,068 tokens per second on NVIDIA GPUs. The model carries a 1 million token context and costs $0.20 per million input tokens and $0.70 per million output tokens, with launch pricing at half that.

Foundation Models Coding & Developer Tools
Dream Labs Says Dream-1 Controls Unseen Robots at $3 per Hour

Dream Labs Says Dream-1 Controls Unseen Robots at $3 per Hour

Oct 19, 2026
Dream Labs

Dream Labs releases Dream-1, a World Action Model the company says controls bimanual parallel-gripper robots it has never seen, with no fine-tuning. It is offered through a public API at $3 per hour, or $2 per hour for Dream-1-flash. Dream Labs also says it has raised $90M in seed funding.

Robotics Foundation Models Funding
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