Posts tagged “models”

• JoyAI-Video-Edit Hits 30 FPS. The Stream Still Runs on Five Clocks.

  JD’s open-weight JoyAI-Video-Edit reports 30 FPS on one B200. Here’s what latency, stream state, and single-session serving mean for builders.

• DeepSeek V4-Flash-0731 Makes the Harness Part of the Model

  DeepSeek V4-Flash-0731 adds major agent gains, Codex-ready Responses API support, and open weights. Here is how builders should evaluate it.

• MiniMax H3 Gives Media Agents a 2K Render Queue

  MiniMax H3 brings 2K video, native audio, mixed references, and async API jobs. Here is the architecture, pricing, and open-weights catch.

• LG’s K-EXAONE 2.0 Makes Open Weights a Cluster Procurement Decision

  LG’s 750B K-EXAONE 2.0 is Apache 2.0, agent-ready, and built for eight H200s. Here is what its open-weight economics mean for builders.

• Inkling-Small Puts Open Weights Back in the Agent Router

  Thinking Machines’ Inkling-Small pairs 12B-active MoE compute with open weights. Here is where it fits—and where it should escalate.

• Poolside Laguna S 2.1 Makes Open-Weight Coding an Operations Problem

  Laguna S 2.1 pairs cheap hosted inference with open weights. The tradeoff is a deployment contract that changes by checkpoint, runtime, and mode.

• Gemini 3.6 Flash and 3.5 Flash-Lite: Fewer Knobs, More Managed Control

  Gemini 3.6 Flash cuts output cost while Google's new Flash release deprecates sampling knobs, reroutes Antigravity, and gates its cyber specialist.

• Sakana Fugu-Cyber Makes Verification the Cyber-AI Product

  Sakana AI's gated Fugu-Cyber API pairs multi-agent orchestration with human verification. Learn how to read its benchmarks, costs, and controls.

• GPT-Realtime-2.1 Makes Voice Agents a Production API Bet

  OpenAI's GPT-Realtime-2.1 release gives API voice agents a sharper cost, routing, and eval model across WebRTC, WebSocket, and SIP.

• Google LiteRT.js Makes Browser AI a Runtime Choice

  Google LiteRT.js brings fast .tflite inference to browsers with WebGPU, WebAssembly, and WebNN, reshaping private local AI apps.

• GPT-5.6 GA Turns OpenAI's Agent Stack Into a Product

  GPT-5.6 GA, ChatGPT Work, Codex desktop, and API agents show OpenAI turning frontier models into a governed work layer for teams.

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