Akash Soni 🇮🇳

Introducing GLM-5.1: The Next Level of Open Source - Top-Tier Performance: #1 in open source and #3 globally across SWE-Bench Pro, Terminal-Bench, and NL2Repo. - Built for Long-Horizon Tasks: Runs autonomously for 8 hours, refining strategies through thousands of iterations. Blog: z.ai/blog/glm-5.1 Weights: huggingface.co/zai-org/GLM-5.1 API: docs.z.ai/guides/llm/glm… Coding Plan: z.ai/subscribe Coming to chat.z.ai in the next few days.

🤯 big update to our flow map language models paper! we believe this is the future of non-autoregressive text generation. read about it in the blog: one-step-lm.github.io/blog/ full details in the paper: arxiv.org/abs/2602.16813 we introduce a new class of continuous flow-based language models and distill them into their corresponding flow map for one-step text generation. we beat all discrete diffusion baselines at ~8x speed! v2 gives a complete theory of the flow map over discrete data, with three equivalent ways to learn it (semigroup, lagrangian, eulerian). it turns out you can train these with cross-entropy objectives that look very similar to standard discrete diffusion — but without the factorization error that kills discrete methods at few steps. beyond improving results across the board, we showcase properties that are unique to continuous flows. in particular, inference-time steering and guidance become straightforward. autoguidance brings generative perplexity down to 51.6 on LM1B, while discrete baselines completely collapse at the same guidance scale. we also show reward-guided generation for steering topic, sentiment, grammaticality, and safety at inference time — and it works even at 1-2 steps with our flow map model. simple, well-understood techniques from continuous flows just work incredibly well in practice for language. we’re extremely excited about the future of this class of models. stay tuned for results on scaling, reasoning, and reinforcement learning-based fine-tuning. 🚀

#BREAKING: Indian Embassy in Tehran issues advisory strongly asking Indian Nationals in Iran to expeditiously exit Iran, in coordination with the Embassy and using the routes suggested by the embassy. There should be no attempt to approach any international land border without prior consultation and coordination with the embassy.

WARNING: HORRENDOUS DETAILS A Muslim youth brought an entire mob from a mosque, brutally attacked a Hindu family with knives, and took the intestine out of the poor woman after she opposed the harassment of her minor daughter in Nalasopara, Mumbai. This is not even the worst part! After the attack, the mob continues to issue death threats to the family's young son. Nightmare wasn't over yet. The police too didn't hold back. According to the family, the police also threatened the victim family, abused them, and haven't yet filed an FIR against the accused in the matter. The incident occurred on 5th April, and the victim family approached us today. @MumbaiPolice @CPMumbaiPolice @dgpmaharashtra @NiteshNRane @Dev_Fadnavis