模型發佈摘要：前沿模型持續進步，開放權重差距快速收窄

This edition of the Model Releases Digest covers what's new from 2026-10-17 through 2026-10-31: a new frontier leader from Google DeepMind, a brand-new category of interactive world model, a cheaper fast-tier model from OpenAI, a near-frontier model from Moonshot AI about to go open weight, and a trillion-parameter open-weight drop from Mistral.

🔥 Highlights

1. Gemini 4 Carbon: our next frontier model — new #1 model, built for cyber defense
   

2. We're announcing Genie 4, our new world model for real-time interactive simulation — real-time interactive worlds with native audio
   

3. Introducing GPT-6.1 Terra — faster, cheaper computer-use at frontier quality
   

4. Introducing Kimi K3.1 Pro — near-frontier scores, open weights coming soon
   

5. Mistral Large 4 (Le Chonk) is now open weight — trillion-parameter frontier model, now fully open

Anthropic news

Nothing relevant this cycle — the items published since 2026-10-17 were partnerships, policy, and safety-research posts (including a distillation-defenses writeup), with no new Claude model version, pricing change, or capability update.

OpenAI news

Introducing GPT-6.1 Terra — 2026-10-26. OpenAI's new fast, cost-efficient multimodal model succeeds GPT-5.6 Terra, pricing 50% below both GPT-5.6 Terra and GPT-6.1 Sol while scoring 15 points higher than its predecessor on the "Agents' Last Exam" benchmark at roughly a third of the cost. Practical value: it matches GPT-6 Astra's computer-use quality at a tenth of the price, making high-volume visual-reasoning and computer-use automation dramatically cheaper to run.

Google DeepMind / Google AI blog

Gemini 4 Carbon: our next frontier model — 2026-10-28. Built on Gemini 4 Argon, Carbon now ranks #1 on the Artificial Analysis Intelligence Index with big jumps in coding, agentic, and long-horizon tasks (teams report runs lasting days on complex engineering problems), plus state-of-the-art cybersecurity-defense scores. Rollout is initially gated to cyber defenders and safety-program partners before wider availability, with pricing held at $2/M input and $10/M output tokens — same as Argon.

We're announcing Genie 4, our new world model for real-time interactive simulation — 2026-10-27. Genie 4 generates real-time, steerable interactive simulations with native on-the-fly audio (ambient sound, music, dialogue), built on Gemini for visual realism and scene coherence. It's rolling out to a limited set of testers now, with wider access for Google AI Ultra and Gemini API partners coming soon — framed both as a training ground for robots/agents and as a new creative tool for film, journalism, and game development.

Meta AI blog

Nothing new — Meta's blog listing hasn't been updated since July 2026; the newest visible post is still "Introducing Muse Spark 1.1."

Mistral news

Mistral Large 4 (Le Chonk) is now open weight — 2026-10-29. After three additional weeks of RL since its earlier preview, Mistral is releasing open weights for its trillion-parameter, natively multimodal Large 4, now leading open-weight benchmarks in coding (FrontierCode, Terminal-Bench) and defensive cybersecurity, with three reasoning modes for cost/performance tradeoffs. Practical value: a frontier-scale model that's fully self-hostable, a meaningful option for sovereign-AI and compliance-sensitive deployments in the EU and beyond.

Voxtral 3: Speech-to-Text, TTS & Voice Agents — 2026-10-20. Mistral's third-generation voice stack adds a full voice-agent SDK alongside new speech-to-text and TTS models supporting real-time, multi-turn conversation across 50+ languages with emotionally adaptive synthesis. It's available via Mistral's EU-hosted API or self-deployment, giving teams a sovereign alternative to proprietary real-time voice-agent platforms.

Hugging Face blog

Build specialized multimodal models with LFM3 — 2026-10-27. Liquid AI's LFM3 family puts text, vision, audio, omni, and decision models on one shared 2B-class backbone; the 1.7B variant outperforms the previous LFM2.5-2.6B with 35% fewer parameters, fits in ~1GB at 4-bit quantization, and supports a 256K context window. Practical value: a smaller, cheaper, single-GPU-finetunable family for on-device agents across five modalities instead of one large MoE.

Granite Switch 4.1.1 — Update models like you update software — 2026-10-29. This patch release on Granite Switch 4.1 swaps in an updated multilingual speech-recognition adapter (10 languages, native punctuation/casing) and an improved decision adapter onto the same base checkpoint, with no retraining required. Practical value: it demonstrates IBM's adapter-swap deployment pattern — shipping capability updates without redeploying or retraining the base model.

Simon Willison

Introducing GPT-6.1 Terra — 2026-10-26. Simon's independent writeup frames GPT-6.1 Terra as sitting in the Sonnet-equivalent price/capability slot — cheaper than GPT-6.1 Sol, smarter than Luna — and notes OpenAI's own comparison to Astra/Sol on vision and computer-use quality at much higher speed. Practical value for readers: a clear read on where Terra lands in OpenAI's own pricing ladder, beyond the official announcement's benchmark claims.

Introducing Kimi K3.1 Pro — 2026-10-23. Moonshot AI's Kimi K3.1 Pro is live on the API now, with open weights promised by November 4, 2026, priced at $2/$10 per million tokens — half of Claude Opus 5.5. It scored 55 on the Artificial Analysis index, ahead of Claude Fable 5.1, GPT-6 Astra, and Gemini 4 Argon (all at 53) and behind only Opus 5.5 (58), making it the first soon-to-be-open-weight model to score this close to the frontier.

Through-line

Three independent signals point the same direction this cycle: the frontier keeps climbing (Gemini 4 Carbon's agentic and cybersecurity gains), the cost of near-frontier capability keeps collapsing (GPT-6.1 Terra's 50% price cut, Kimi K3.1 Pro undercutting Opus 5.5 at near-matching scores), and the open-weight tier keeps closing the gap almost immediately after each closed release (Mistral Large 4's open-weighting, Kimi K3.1 Pro's upcoming weight drop, LFM3 pushing multimodal capability down to edge-sized models). Add Genie 4's debut of real-time interactive world simulation as a genuinely new product category, and this feels less like incremental iteration and more like several fronts moving at once.

What's catching your eye this week — the Gemini 4 Carbon jump, Genie 4's world-model debut, or how fast Mistral and Kimi are closing the open-weight gap? Drop a comment below.