The Inference Report
The lab announcements today cluster around two distinct competitive plays: enterprise productivity integration and infrastructure optimization for inference speed. OpenAI and Microsoft are deepening ties with large operational organizations, Hyatt rolling out ChatGPT Enterprise globally, New Zealand's geotechnical sector adopting Microsoft's AI stack, positioning themselves as the default productivity layer for incumbent institutions. NVIDIA and AMD are meanwhile racing on the hardware and compiler front, with NVIDIA's expanded push into agentic systems through Adobe and WPP signaling where the real margin sits once models commoditize, while AMD is grinding on the infrastructure layer, FlyDSL for Python-native GPU kernel development and speculative decoding improvements that squeeze efficiency gains out of existing hardware. The Hugging Face and AMD work on localized agents and inference optimization suggests the competitive heat is shifting from model weights to deployment economics and regional adaptation. What's absent is telling: no lab is announcing major model capability breakthroughs, and the enterprise wins being touted are about integration and workflow, not novel reasoning or reasoning at scale. The money is moving toward whoever owns the inference stack and the agent orchestration layer, not whoever publishes the next benchmark win.
Sloane Duvall
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.
Amazon- Amazon: Nova 2 LiteTextVisionVideoFiles1M
- Amazon: Nova Premier 1.0TextVision1M
None
Anthropic- Anthropic: Claude Haiku 4.5VisionText200K
- Anthropic: Claude Opus 4VisionTextFiles200K
- Anthropic: Claude Opus 4.1VisionTextFiles200K
- Anthropic: Claude Opus 4.5FilesVisionText200K
- Anthropic: Claude Opus 4.6TextVision1M
- Anthropic: Claude Opus 4.6 (Fast)TextVision1M
- Anthropic: Claude Opus 4.7TextVision1M
- Anthropic: Claude Sonnet 4VisionTextFiles1M
- Anthropic: Claude Sonnet 4.5TextVisionFiles1M
- Anthropic: Claude Sonnet 4.6TextVision1M
None
Google DeepMind- Google: Gemini 2.5 FlashFilesVisionTextAudioVideo1M
- Google: Gemini 2.5 Flash LiteTextVisionFilesAudioVideo1M
- Google: Gemini 2.5 Flash Lite Preview 09-2025TextVisionFilesAudioVideo1M
- Google: Gemini 2.5 ProTextVisionFilesAudioVideo1M
- Google: Gemini 2.5 Pro Preview 05-06TextVisionFilesAudioVideo1M
- Google: Gemini 2.5 Pro Preview 06-05FilesVisionTextAudio1M
- Google: Gemini 3 Flash PreviewTextVisionFilesAudioVideo1M
- Google: Gemini 3.1 Flash Lite PreviewTextVisionVideoFilesAudio1M
- Google: Gemini 3.1 Pro PreviewAudioFilesVisionTextVideo1M
- Google: Gemini 3.1 Pro Preview Custom ToolsTextAudioVisionVideoFiles1M
- Google: Lyria 3 Clip PreviewTextVision1M
- Google: Lyria 3 Pro PreviewTextVision1M
- Google: Nano Banana (Gemini 2.5 Flash Image)VisionText33K
- Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview)VisionText66K
- Google: Nano Banana Pro (Gemini 3 Pro Image Preview)VisionText66K
- Google: Gemma 3n 4BText33K
- Google: Gemma 4 26B A4B VisionTextVideo262K
- Google: Gemma 4 31BVisionTextVideo262K
MetaNone
- Meta: Llama Guard 4 12BVisionText164K
OpenAI- OpenAI: GPT AudioTextAudio128K
- OpenAI: GPT Audio MiniTextAudio128K
- OpenAI: GPT-4o AudioAudioText128K
- OpenAI: GPT-5TextVisionFiles400K
- OpenAI: GPT-5 ChatFilesVisionText128K
- OpenAI: GPT-5 CodexTextVision400K
- OpenAI: GPT-5 ImageVisionTextFiles400K
- OpenAI: GPT-5 Image MiniFilesVisionText400K
- OpenAI: GPT-5 MiniTextVisionFiles400K
- OpenAI: GPT-5 NanoTextVisionFiles400K
- OpenAI: GPT-5 ProVisionTextFiles400K
- OpenAI: GPT-5.1VisionTextFiles400K
- OpenAI: GPT-5.1 ChatFilesVisionText128K
- OpenAI: GPT-5.1-CodexTextVision400K
- OpenAI: GPT-5.1-Codex-MaxTextVision400K
- OpenAI: GPT-5.1-Codex-MiniVisionText400K
- OpenAI: GPT-5.2FilesVisionText400K
- OpenAI: GPT-5.2 ChatFilesVisionText128K
- OpenAI: GPT-5.2 ProVisionTextFiles400K
- OpenAI: GPT-5.2-CodexTextVision400K
- OpenAI: GPT-5.3 ChatTextVisionFiles128K
- OpenAI: GPT-5.3-CodexTextVisionFiles400K
- OpenAI: GPT-5.4TextVisionFiles1M
- OpenAI: GPT-5.4 MiniFilesVisionText400K
- OpenAI: GPT-5.4 NanoFilesVisionText400K
- OpenAI: GPT-5.4 ProTextVisionFiles1M
- OpenAI: o3 Deep ResearchVisionTextFiles200K
- OpenAI: o3 ProTextFilesVision200K
- OpenAI: o4 Mini Deep ResearchFilesVisionText200K
- OpenAI: gpt-oss-120bText131K
- OpenAI: gpt-oss-20bText131K
- OpenAI: gpt-oss-safeguard-20bText131K
xAI- xAI: Grok 3Text131K
- xAI: Grok 3 MiniText131K
- xAI: Grok 4VisionTextFiles256K
- xAI: Grok 4 FastTextVisionFiles2M
- xAI: Grok 4.1 FastTextVisionFiles2M
- xAI: Grok 4.20TextVisionFiles2M
- xAI: Grok 4.20 Multi-AgentTextVisionFiles2M
- xAI: Grok Code Fast 1Text256K
None
Mistral AI- Mistral: Codestral 2508Text256K
- Mistral: Devstral MediumText131K
- Mistral: Mistral Large 3 2512TextVision262K
- Mistral: Mistral Medium 3TextVision131K
- Mistral: Mistral Medium 3.1TextVision131K
- Mistral: Mistral Small CreativeText33K
- Mistral: Devstral 2 2512Text262K
- Mistral: Devstral Small 1.1Text131K
- Mistral: Ministral 3 14B 2512TextVision262K
- Mistral: Ministral 3 3B 2512TextVision131K
- Mistral: Ministral 3 8B 2512TextVision262K
- Mistral: Mistral Small 3.2 24BVisionText128K
- Mistral: Mistral Small 4TextVision262K
- Mistral: Voxtral Small 24B 2507TextAudio32K
AI21 LabsNone
- AI21: Jamba Large 1.7Text256K
Alibaba (Qwen)- Qwen: Qwen Plus 0728Text1M
- Qwen: Qwen Plus 0728 (thinking)Text1M
- Qwen: Qwen3 Coder FlashText1M
- Qwen: Qwen3 Coder PlusText1M
- Qwen: Qwen3 MaxText262K
- Qwen: Qwen3 Max ThinkingText262K
- Qwen: Qwen3.5 Plus 2026-02-15TextVisionVideo1M
- Qwen: Qwen3.5-FlashTextVisionVideo1M
- Qwen: Qwen3.6 PlusTextVisionVideo1M
- Qwen: Qwen3 14BText41K
- Qwen: Qwen3 235B A22BText131K
- Qwen: Qwen3 235B A22B Instruct 2507Text262K
- Qwen: Qwen3 235B A22B Thinking 2507Text262K
- Qwen: Qwen3 30B A3BText41K
- Qwen: Qwen3 30B A3B Instruct 2507Text262K
- Qwen: Qwen3 30B A3B Thinking 2507Text131K
- Qwen: Qwen3 32BText41K
- Qwen: Qwen3 8BText41K
- Qwen: Qwen3 Coder 30B A3B InstructText160K
- Qwen: Qwen3 Coder 480B A35BText262K
- Qwen: Qwen3 Coder NextText262K
- Qwen: Qwen3 Next 80B A3B InstructText262K
- Qwen: Qwen3 Next 80B A3B ThinkingText131K
- Qwen: Qwen3 VL 235B A22B InstructTextVision262K
- Qwen: Qwen3 VL 235B A22B ThinkingTextVision131K
- Qwen: Qwen3 VL 30B A3B InstructTextVision131K
- Qwen: Qwen3 VL 30B A3B ThinkingTextVision131K
- Qwen: Qwen3 VL 32B InstructTextVision131K
- Qwen: Qwen3 VL 8B InstructVisionText131K
- Qwen: Qwen3 VL 8B ThinkingVisionText131K
- Qwen: Qwen3.5 397B A17BTextVisionVideo262K
- Qwen: Qwen3.5-122B-A10BTextVisionVideo262K
- Qwen: Qwen3.5-27BTextVisionVideo262K
- Qwen: Qwen3.5-35B-A3BTextVisionVideo262K
- Qwen: Qwen3.5-9BTextVisionVideo262K
ByteDance- Seed: Seed 1.6VisionTextVideo262K
- Seed: Seed 1.6 FlashVisionTextVideo262K
- Seed: Seed-2.0-LiteTextVisionVideo262K
- Seed: Seed-2.0-MiniTextVisionVideo262K
None
DeepSeekNone
- DeepSeek: DeepSeek V3.1Text33K
- DeepSeek: DeepSeek V3.1 TerminusText164K
- DeepSeek: DeepSeek V3.2Text131K
- DeepSeek: DeepSeek V3.2 ExpText164K
- DeepSeek: DeepSeek V3.2 SpecialeText164K
- DeepSeek: R1 0528Text164K
MiniMax- MiniMax: MiniMax M1Text1M
- MiniMax: MiniMax M2-herText66K
- MiniMax: MiniMax M2Text197K
- MiniMax: MiniMax M2.1Text197K
- MiniMax: MiniMax M2.5Text197K
- MiniMax: MiniMax M2.7Text197K