The Inference Report

October 21, 2026

AI Labs — News

The pattern across today's announcements reveals a market bifurcating along operational lines: one set of labs is racing to embed AI into existing workflows and infrastructure, while another is building the foundational tooling that makes that embedding possible. OpenAI's moves with ChatGPT Work and Terminal X exemplify the first track, positioning AI as a direct replacement for human judgment in time-sensitive, repeatable tasks like menu repricing and investment screening. The 94% reduction in reconciliation time and 88.6% alignment with senior investor decisions are not abstract benchmarks; they are direct claims about cost displacement and workflow replacement. Simultaneously, OpenAI's acquisition of Orchestra Bio signals a shift toward life sciences as a high-margin vertical where AI-driven R&D could command premium pricing. Microsoft, AWS, and AMD are pursuing the second track: shortening the path from code to production. AWS Lambda's ability to run plain HTTP servers without adapters, IBM's llm-d 1.0 for distributed inference at scale, and AMD's focus on inference responsiveness through lower time-per-output-token are all engineering plays aimed at removing friction from deployment. These are not flashy announcements. They are infrastructure moves designed to make AI services cheaper and faster to run.

GitHub Copilot's positioning through Java Champions, Hugging Face's work on local models for Apple platforms, and Mistral's Voxtral 3 for multimodal agents show a third pattern: the race to shift inference from centralized cloud to edge and consumer devices. Anthropic's publications on distillation attacks and protein design suggest a company hedging its bets between safety narrative and capability demonstration, while its employment announcements signal internal reorientation. The absence of major foundation model releases from most labs today is itself notable. Instead, the volume of infrastructure, optimization, and vertical-specific application announcements suggests the competitive intensity has moved downstream from model weights to deployment efficiency and task-specific integration. The labs that win this phase will be those that make their models easiest to run and most directly profitable to embed into existing business processes.

Sloane Duvall

AMD

AWS

AWS Weekly Roundup: AWS Lambda Web Functions, Amazon S3 on the Vercel Marketplace, and more (October 19, 2026)

Anthropic

GitHub Blog

How 3 Java Champions are using GitHub Copilot for increased productivity

Hugging Face

IBM

llm-d 1.0 Advances Open, Cost-Efficient AI Inference for Production Scale

Microsoft

A concrete vision: Saint-Gobain and Microsoft Discovery build for the future

Mistral

Voxtral 3Build agents that can listen, reason, speak, and act, with Voxtral 3.

OpenAI

AI Labs — Models

A curated reference of models from major AI labs, with open/closed weight status, input modalities, and context window size. American labs tend towards closed weights models and Chinese labs tend toward open weights models.

AllenAI

Closed Weights

None

Open Weights

AllenAI: Olmo 3 32B Think
Text66K

Amazon

Closed Weights

Amazon: Nova 2 Lite
TextVisionVideoFiles1M
Amazon: Nova Premier 1.0
TextVision1M

Open Weights

None

Anthropic

Closed Weights

Anthropic: Claude Fable 5
TextVisionFiles1M
Anthropic: Claude Fable 5.1
TextVisionFiles1M
Anthropic: Claude Haiku 5.5
TextVisionFiles1M
Anthropic: Claude Opus 4.5
FilesVisionText200K
Anthropic: Claude Opus 4.6
TextVisionFiles1M
Anthropic: Claude Opus 4.7
TextVisionFiles1M
Anthropic: Claude Opus 4.8
TextVisionFiles1M
Anthropic: Claude Opus 5
TextVisionFiles1M
Anthropic: Claude Opus 5.5
TextVisionFiles1M
Anthropic: Claude Sonnet 4.6
TextVisionFiles1M
Anthropic: Claude Sonnet 5
TextVisionFiles1M
Anthropic: Claude Sonnet 5.5
TextVisionFiles1M

Open Weights

None

Arcee AI

Closed Weights

None

Open Weights

Arcee AI: Trinity Large Thinking
Text262K

Deep Cogito

Closed Weights

None

Open Weights

Deep Cogito: Cogito v2.1 671B
Text128K

Google

Closed Weights

Google: Gemini 3 Flash Preview
TextVisionFilesAudioVideo1M
Google: Gemini 3.1 Flash Lite
TextVisionVideoFilesAudio1M
Google: Gemini 3.1 Flash Lite Preview
TextVisionVideoFilesAudio1M
Google: Gemini 3.1 Pro Preview
AudioFilesVisionTextVideo1M
Google: Gemini 3.1 Pro Preview Custom Tools
TextAudioVisionVideoFiles1M
Google: Gemini 3.5 Flash
TextVisionVideoFilesAudio1M
Google: Gemini 3.5 Flash Lite
TextVisionVideoFilesAudio1M
Google: Gemini 3.6 Flash
TextVisionVideoFilesAudio1M
Google: Gemini 3.7 Flash
TextVisionVideoFilesAudio1M
Google: Gemini 3.8 Flash
TextVisionVideoFilesAudio1M
Google: Gemini 4 Argon
AudioFilesVisionTextVideo1M
Google: Lyria 3 Clip Preview
TextVision1M
Google: Lyria 3 Pro Preview
TextVision1M
Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview)
VisionText66K
Google: Nano Banana 2 (Gemini 3.1 Flash Image)
VisionText131K
Google: Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)
VisionText66K
Google: Nano Banana 2.1
VisionText66K
Google: Nano Banana Pro (Gemini 3 Pro Image Preview)
VisionText66K
Google: Nano Banana Pro (Gemini 3 Pro Image)
VisionText131K

Open Weights

Google: Gemma 4 26B A4B
VisionTextVideo262K
Google: Gemma 4 31B
VisionTextVideo262K

IBM

Closed Weights

None

Open Weights

IBM: Granite 4.2 8B
Text131K

Inception

Closed Weights

Inception: Mercury 2
Text128K
Inception: Mercury 2.5
Text260K
Inception: Mercury 3
Text1M

Open Weights

None

Meta (Muse)

Closed Weights

Meta: Muse Spark 1.1
TextVisionVideoFiles1M
Meta: Muse Spark 1.2
TextVisionVideoFiles1M
Meta: Muse Spark 1.2 Contributor
TextVisionVideoFiles1M
Meta: Muse Spark 1.3
TextVisionVideoFiles1M
Meta: Muse Spark 1.3 Contributor
TextVisionVideoFiles1M
Meta: Muse Wonder
TextVisionVideoFilesAudio1M

Open Weights

Meta: Muse Glimmer 30B
TextVision131K
Meta: Muse Spark Open
TextVisionVideoFilesAudio1M

NVIDIA

Closed Weights

None

Open Weights

NVIDIA: Nemotron 3 Nano 30B A3B
Text262K
NVIDIA: Nemotron 3 Super
Text262K
NVIDIA: Nemotron 3 Ultra
Text262K
NVIDIA: Nemotron 3.5 Lightning
Text262K
NVIDIA: Nemotron 3.5 Super VL
TextVisionVideo1M
NVIDIA: Switchyard
Text1M

OpenAI

Closed Weights

OpenAI: GPT Audio
TextAudio128K
OpenAI: GPT Audio Mini
TextAudio128K
OpenAI: GPT-5.1
VisionTextFiles400K
OpenAI: GPT-5.1-Codex
TextVision400K
OpenAI: GPT-5.1-Codex-Max
TextVision400K
OpenAI: GPT-5.1-Codex-Mini
VisionText400K
OpenAI: GPT-5.2
FilesVisionText400K
OpenAI: GPT-5.2 Chat
FilesVisionText128K
OpenAI: GPT-5.2 Pro
VisionTextFiles400K
OpenAI: GPT-5.2-Codex
TextVision400K
OpenAI: GPT-5.3-Codex
TextVisionFiles400K
OpenAI: GPT-5.4
TextVisionFiles1M
OpenAI: GPT-5.4 Image 2
VisionTextFiles272K
OpenAI: GPT-5.4 Mini
FilesVisionText400K
OpenAI: GPT-5.4 Nano
FilesVisionText400K
OpenAI: GPT-5.4 Pro
TextVisionFiles1M
OpenAI: GPT-5.5
FilesVisionText1M
OpenAI: GPT-5.5 Pro
FilesVisionText1M
OpenAI: GPT-5.6 Luna
FilesVisionText1M
OpenAI: GPT-5.6 Luna Pro
FilesVisionText1M
OpenAI: GPT-5.6 Sol
FilesVisionText1M
OpenAI: GPT-5.6 Sol Pro
FilesVisionText1M
OpenAI: GPT-5.6 Terra
FilesVisionText1M
OpenAI: GPT-5.6 Terra Pro
FilesVisionText1M
OpenAI: GPT-6 Astra
FilesVisionText1M
OpenAI: GPT-6 Astra Pro
FilesVisionText1M
OpenAI: GPT-6 Luna
FilesVisionText1M
OpenAI: GPT-6 Luna Pro
FilesVisionText1M
OpenAI: GPT-6 Sol
FilesVisionText1M
OpenAI: GPT-6 Sol Pro
FilesVisionText1M
OpenAI: GPT-6.1 Sol
FilesVisionText1M
OpenAI: GPT-6.1 Sol Pro
FilesVisionText1M

Open Weights

None

Perceptron

Closed Weights

Perceptron: Perceptron Mk1
TextVisionVideo33K
Perceptron: Perceptron Mk1.5
TextVisionVideoAudio37K

Open Weights

None

Perplexity

Closed Weights

Perplexity: Sonar Pro Search
TextVision200K

Open Weights

None

Poolside

Closed Weights

None

Open Weights

Poolside: Laguna S 2.1
Text1M
Poolside: Laguna XS 2.1
Text262K

Reka AI

Closed Weights

None

Open Weights

Reka Edge
VisionTextVideo16K

Relace

Closed Weights

None

Open Weights

Relace: Relace Search
Text256K

Thinking Machines

Closed Weights

None

Open Weights

Thinking Machines: Inkling
TextVisionAudio524K
Thinking Machines: Inkling Small
TextVisionAudio524K

xAI

Closed Weights

SpaceXAI: Grok 4.20
TextVisionFiles2M
SpaceXAI: Grok 4.20 Multi-Agent
TextVisionFiles2M
SpaceXAI: Grok 4.3
TextVisionFiles1M
SpaceXAI: Grok 4.5
TextVisionFiles500K
SpaceXAI: Grok 4.6
TextVisionFiles500K
SpaceXAI: Grok 4.7
TextVisionFiles500K
SpaceXAI: Grok Build 0.1
TextVisionFiles256K

Open Weights

None

Cohere

Closed Weights

Cohere: Command A+
TextVision192K

Open Weights

None

Mistral AI

Closed Weights

None

Open Weights

Mistral: Devstral 2 2512
TextFiles262K
Mistral: Ministral 3 14B 2512
TextVision262K
Mistral: Ministral 3 3B 2512
TextVision131K
Mistral: Ministral 3 8B 2512
TextVision262K
Mistral: Mistral Large 3 2512
TextVisionFiles262K
Mistral: Mistral Large 4
TextVision1M
Mistral: Mistral Medium 3.5
TextVisionFiles262K
Mistral: Mistral Small 4
TextVision262K
Mistral: Voxtral Small 24B 2507
TextAudioFiles33K

Alibaba (Qwen)

Closed Weights

Qwen: Qwen3.6 Flash
TextVisionVideo1M
Qwen: Qwen3.6 Plus
TextVisionVideo1M
Qwen: Qwen3.7 Flash
TextVisionVideo1M
Qwen: Qwen3.7 Max
Text1M
Qwen: Qwen3.7 Plus
TextVision1M

Open Weights

Qwen: Qwen3 Coder Next
Text262K
Qwen: Qwen3.5 397B A17B
TextVisionVideo262K
Qwen: Qwen3.5-122B-A10B
TextVisionVideo262K
Qwen: Qwen3.5-27B
TextVisionVideo262K
Qwen: Qwen3.5-35B-A3B
TextVisionVideo262K
Qwen: Qwen3.5-9B
TextVisionVideo262K
Qwen: Qwen3.6 27B
TextVisionVideo262K
Qwen: Qwen3.6 35B A3B
TextVisionVideo262K
Qwen: Qwen3.8 2.4T A95B
Text1M
Qwen: Qwen3.8 27B
TextVisionVideo1M
Qwen: Qwen3.8 Flash
TextVisionVideo1M
Qwen: Qwen3.8 Max (0902)
TextVisionVideo1M
Qwen: Qwen3.8 Max Prime
TextVisionVideo1M
Qwen: Qwen3.8 Omni Flash
TextVisionAudioVideo1M

ByteDance

Closed Weights

Seed: Seed 1.6
VisionTextVideo262K
Seed: Seed 1.6 Flash
VisionTextVideo262K
Seed: Seed 2.1 Turbo
TextVisionVideo262K
Seed: Seed-2.0-Code
TextVisionVideo262K
Seed: Seed-2.0-Lite
TextVisionVideo262K
Seed: Seed-2.0-Mini
TextVisionVideo262K

Open Weights

None

DeepSeek

Closed Weights

None

Open Weights

DeepSeek: DeepSeek V3.2
Text164K
DeepSeek: DeepSeek V4 Flash 0423
Text1M
DeepSeek: DeepSeek V4 Flash 0731
Text1M
DeepSeek: DeepSeek V4 Flash Vision Exp
TextVision1M
DeepSeek: DeepSeek V4 Pro 0423
Text1M
DeepSeek: DeepSeek V4 Pro 0813
Text1M
DeepSeek: DeepSeek V4.1 Flash
TextVision1M
DeepSeek: DeepSeek V4.1 Flash 1017
TextVision1M

MiniMax

Closed Weights

MiniMax: MiniMax M2-her
Text66K

Open Weights

MiniMax: MiniMax M2
Text205K
MiniMax: MiniMax M2.1
Text205K
MiniMax: MiniMax M2.5
Text205K
MiniMax: MiniMax M2.7
Text205K
MiniMax: MiniMax M3
TextVisionVideo1M

Moonshot AI

Closed Weights

None

Open Weights

MoonshotAI: Kimi K2 Thinking
Text262K
MoonshotAI: Kimi K2.5
TextVision262K
MoonshotAI: Kimi K2.6
TextVision262K
MoonshotAI: Kimi K2.7 Code
TextVision262K
MoonshotAI: Kimi K3
TextVisionVideo1M

Xiaomi

Closed Weights

None

Open Weights

Xiaomi: MiMo-V2.5
TextAudioVisionVideo1M
Xiaomi: MiMo-V2.5-Pro
Text1M
Xiaomi: MiMo-V2.6-Flash
TextVisionVideoAudio1M
Xiaomi: MiMo-V2.6-Pro
TextVisionVideoAudio1M
Xiaomi: MiMo-V2.6-Pro-UltraSpeed
TextVisionVideoAudio1M

Z.ai

Closed Weights

None

Open Weights

Z.ai: GLM 4.6V
VisionTextVideo131K
Z.ai: GLM 4.7
Text205K
Z.ai: GLM 4.7 Flash
Text200K
Z.ai: GLM 5
Text205K
Z.ai: GLM 5 Turbo
Text203K
Z.ai: GLM 5.1
Text205K
Z.ai: GLM 5.2
Text1M
Z.ai: GLM 5.3
Text1M
Z.ai: GLM 5.3 Flash
TextVisionVideo1M
Z.ai: GLM 5.3 FlashX
TextVisionVideo1M
Z.ai: GLM 5.3 Prime
Text1M
Z.ai: GLM 5V Turbo
VisionTextVideo203K

Upstage

Closed Weights

Upstage: Solar Mini 4
Text524K
Upstage: Solar Pro 3
Text131K
Upstage: Solar Pro 4
Text524K

Open Weights

None