MiniMax turned on M3.1-Flash-Preview inside MiniMax Code on Sept 27 with no model card, public API listing, or pricing—just a 1M-token context and five reasoning-effort tiers (low through max). Days earlier, community fingerprinting linked OpenRouter’s free stealth/space-bunny-alpha preview to the same MiniMax family; MiniMax has not confirmed the match.
MLC’s TIRx Harness pairs a thin PTX level compiler with a kernel zoo, sync/race diagnostics, and a remote benchmark server so coding agents can iterate on GPU kernels without measurement noise. On Blackwell, agents hit family geo mean speedups from 1.33× to 6.84× vs baselines (KDA forward 2.94× over FlashKDA; backward 6.84× over FLA)…
At DevDay (Sept 29), OpenAI opened a limited preview of Decisions API on Luna: you supply a question, finite answer set, and text/image context; it returns one choice with a confidence score in about 150ms—aimed at classification, routing, and picking an agent’s next step. Broad rollout is promised in the coming days; pricing and full docs are not public yet…
Hugging Face’s Serge overnight picks persistent Transformers GPU CI failures, reproduces them, writes a patch, verifies both trees on GPU, and only then opens a maintainer PR—29 merges in 80 days ( $43 inference per merged PR on Kimi K 2.7 Code)…
GitHub is rolling out OpenAI’s GPT 6.1 Sol across Copilot Pro+ through Enterprise (VS Code, JetBrains, Copilot CLI, coding agent, Mobile, and more) at provider list rates. Early tests showed solid multistep coding with fewer tokens and steps than earlier GPT 6 / GPT 5.6 models; Business/Enterprise admins gate it via model policy…
Anthropic’s IPO prospectus (seen by Reuters) warns that long running agents with deep system access could trigger unpredictable legal claims, and that contract liability caps may not hold. Open questions include whether agent actions count as products or services, and when they legally bind the user who deployed them…
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