source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
WEDNESDAY, SEPTEMBER 16, 2026
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  1. 001aihotSEP · 14English

    DeepSeek 发布 V4.1-Flash:新 Causal Encoder-Decoder 架构,带原生视觉理解

    DeepSeek released V4.1-Flash, introducing a new Causal Encoder-Decoder architecture with native visual understanding capabilities, six weeks after its July V4-Flash update which focused on post-training improvements.

  2. 002aihotSEP · 12English

    DeepSeek 发布 V4.1-Flash,大幅降低 AI Agent 的 KV cache 内存需求

    DeepSeek released V4.1-Flash, a new AI model that significantly reduces memory requirements for AI agents by shrinking the KV cache to about a quarter of its predecessor's size. The model uses 552 billion parameters and employs techniques like splitting the architecture into encoder and decoder components to halve compute needs for input processing. Performance matches leading models on coding tasks, though weaknesses remain in scientific reasoning and image analysis.

  3. 003Hacker NewsSEP · 12English

    GPT-6-Astra Can Do Ambitious Things

    GPT-6-Astra is a powerful AI model that excels at ambitious projects, 3D tasks, games, and computer use, showing dramatic improvements over previous models like Sol, though it remains inferior to Fable 5.1 for conversational tasks. OpenAI has positioned it as approaching AGI capabilities, though experts debate whether this label applies prematurely.

    By Zvi Mowshowitz
  4. 004Hacker NewsSEP · 11English

    Build your own custom benchmark

    Optima is a platform for building custom benchmarks to evaluate AI models on specific tasks using your own data. It provides cost and performance comparisons across models with deterministic rubric-based grading, priced by token usage for benchmark runs and per-criterion fees for evaluation.

    By prathje
  5. 005aihotSEP · 10Chinese

    DeepSeek AI 发布 DeepSeek-V4.1-Flash:1M 上下文、FP4 KV 缓存与跨层注意力复用

    DeepSeek AI released DeepSeek-V4.1-Flash, a multimodal mixture-of-experts model with 1 million token context window, featuring 552B main parameters plus 196B Engram parameters. The model uses FP4 KV cache and cross-layer attention reuse to reduce memory consumption to 890 bytes per token, approximately 1/4 of DeepSeek-V4-Flash and 1/437 of DeepSeek-V1.

  6. 006aihotSEP · 10Chinese

    DeepSeek 发布 V4.1 Flash 模型,基准超越 V4 Pro 并下调 API 定价

    DeepSeek released the V4.1 Flash model, a 552B parameter MoE model with native multimodal vision capabilities that outperforms V4 Pro across benchmarks while significantly reducing API pricing. The model features a new Causal-Encoder-Decoder architecture with dramatically reduced KV Cache requirements and improved inference speed, with V4 Pro being phased out in favor of the new model.

  7. 007aihotSEP · 10Chinese

    DeepSeek 发布 V4.1 Flash:552B MoE 多模态模型,同步开源并下调 API 定价

    DeepSeek released V4.1 Flash, a 552B parameter mixture-of-experts multimodal model with a novel Causal-Encoder-Decoder architecture. The model achieves superior benchmark performance compared to flagship models including DeepSeek V4 Pro, with native visual understanding capabilities.

  8. 008aihotSEP · 10Chinese

    OpenAI 发布 GPT-6 Astra,面向专业工作场景

    OpenAI released GPT-6 Astra, the next generation AI model for professional work scenarios. The model is available through ChatGPT Work, Codex, and API with pricing of $10 per million input tokens and $50 per million output tokens.

  9. 009Hacker NewsSEP · 09English

    Six Chinese AI firms accused of aggressively copying US frontier models

    The US NSA, CISA, and FBI accused six Chinese AI firms—DeepSeek, Moonshot AI, Alibaba, MiniMax, StepFun, and Z.AI—of conducting industrial-scale attacks to extract capabilities from US frontier AI models like Claude and GPT since late 2024, likely with Chinese government awareness. The firms used methods including fake account fraud and prompt injection to bypass security and reduce their own development costs. US agencies called for coordinated action across the AI ecosystem to prevent this alleged theft threatening American AI leadership.

    By Ashley Belanger
  10. 010Hacker NewsSEP · 09Chinese

    Astra for Coding: Why Are We Doing This Again?

    A software engineer reflects on GPT-6 Astra, an impressive AI model, but expresses frustration with its utility for actual software engineering tasks. Despite burning billions of tokens in a weekend-long software factory experiment that yielded no useful output, the author observes that Astra exhibits problematic coding behaviors, particularly excessive reliance on Python for tool operations, suggesting potential issues in the model's training process.

    By Armin Ronacher
  11. 011aihotSEP · 09Chinese

    纽约大学教授质疑OpenAI借助其研究抢先发布纳维-斯托克斯问题证明

    NYU mathematics professor Tristan Buckmaster accused OpenAI of using his unpublished research on the Navier-Stokes existence and smoothness problem to achieve a complete proof before his own work was released. Buckmaster and Anthropic mathematician Levent Alpöge had made initial progress on one of mathematics' seven Millennium Prize Problems, but OpenAI claimed to have solved it completely using a new model after learning of their approach, raising questions about whether OpenAI leveraged computational resources to race ahead.