Mushroom hunting with LLMs: what can go wrong? (quesma.com via hn)
model roundup
Gemini 3.7
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Mushroom identification with AI: GPT-5.6-Sol, Gemini 3.7 Flash, GLM-5.3-Flash and Claude Fable 5.1 benchmarked on poisonous and edible species of FungiTastic. A lot of dangerous errors.
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I ran Claude Fable 5.1 on the current 98-task MindTrial set with the same Python executor available as in the earlier Fable 5, Opus 5 and Sonnet 5 runs. The result was stronger than I expected: 90/98, which is currently the highest raw pas…
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Celeris-1 Magnus: Fast hybrid diffusion model for agentic work (celeris.ai via hn)
Magnus is built for agents that need to think, use tools, and get things done, without waiting around. All 97 tasks of τ³-bench banking, head-to-head against gpt-5.6-sol, gpt-5.6-luna and gemini-3.7-flash, reasoning effort as published.
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