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Inkling Small

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Recreating Minecraft Is Not a Benchmark

Opinion piece argues viral demos like one-prompt Minecraft recreations are overfit 'demo-benchmarks' measuring preparation, not true model capability.

The author argues that fixed, famous demo tasks (Minecraft builds, SVG pelicans) are trivially optimizable by labs each release cycle, so they no longer differentiate model capability. The piece cites Thinking Machines' Inkling Small scoring within a point of its flagship on the Artificial Analysis Intelligence Index with less than a third of the parameters, and beating it on Humanity's Last Exam, GPQA Diamond, and SciCode. The proposed alternative is rotating or holdout evals such as LiveBench, ARC-AGI's private set, and held-back portions of Humanity's Last Exam.

Hacker News · AI · 9d agoAI researchHN 73↑ · 71 comments

Teaching Everyone to Fish for Tokens

Analysis argues open-source AI now depends heavily on Nvidia's financing, with a reported $26 billion bet shaping the open-weights ecosystem's future.

An Interconnects essay examines whether the open-source model recipe, exemplified by Ai2's Olmo and Nvidia's Nemotron releases, can become economically self-sustaining. It reports Nvidia is spending roughly $26 billion on near-open-source models to drive demand for its chips, and argues the open ecosystem faces an existential financing window over the next few years. The author predicts open models may fork toward efficiency, specialization, and on-prem enterprise agents rather than competing head-on with closed frontier labs.

Interconnects · 29d agoAI industry

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ai model DeepSeek V4 Flash 1ai model GLM 5.X 1ai model GPT Astra 1ai model Llama 3 1ai model Olmo 1organization 01.ai 1organization Ai2 1organization Anthropic 1organization Artificial Analysis 1organization Databricks 1organization EleutherAI 1organization Nvidia 1organization OpenAI 1organization Thinking Machines 1product ARC-AGI 1product LiveBench 1
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