The Inference Report
OpenAI is flooding the market with agent infrastructure, and the response from enterprise buyers signals where the real money is moving. SentinelOne cutting malware analysis from weeks to hours, Block accelerating threat investigation and patch deployment, and Third Moment Research running 10,000 agents for 36+ hours straight all point to the same economic pressure: companies are deploying agents into high-stakes operational workflows where speed directly reduces cost and risk. AWS countered by launching Amazon Bedrock Managed Agents powered by OpenAI models, a move that says cloud providers now see agent APIs as table stakes and are willing to white-label OpenAI's technology rather than lose deals to direct OpenAI adoption. Google and NVIDIA are taking different angles: Google is positioning geospatial and document analysis agents as tools for enterprises, while NVIDIA is pushing agent-building infrastructure deeper into chip design and semiconductor manufacturing, where simulation and optimization create defensible competitive moats. IBM's survey finding that 80% of EMEA executives escalated AI incidents to the board while only 40% changed governance policy reveals the governance gap that will likely drive regulatory attention, but also shows enterprises are deploying agents faster than they can manage them, a dynamic that favors vendors with operational tools over those with frameworks. The pattern across announcements is clear: agent deployment is moving from research into production workloads in cybersecurity, compliance, and manufacturing, and the competitive fight is now over who owns the API layer, the cloud integration, and the hardware stack that runs these systems at scale and latency that users actually demand.
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.
AllenAINone
- AllenAI: Olmo 3 32B ThinkText66K
Amazon- Amazon: Nova 2 LiteTextVisionVideoFiles1M
- Amazon: Nova Premier 1.0TextVision1M
None
Anthropic- Anthropic: Claude Fable 5TextVisionFiles1M
- Anthropic: Claude Fable 5.1TextVisionFiles1M
- Anthropic: Claude Haiku 4.5TextVisionFiles200K
- Anthropic: Claude Haiku 5.5TextVisionFiles1M
- Anthropic: Claude Opus 4.5FilesVisionText200K
- Anthropic: Claude Opus 4.6TextVisionFiles1M
- Anthropic: Claude Opus 4.7TextVisionFiles1M
- Anthropic: Claude Opus 4.8TextVisionFiles1M
- Anthropic: Claude Opus 5TextVisionFiles1M
- Anthropic: Claude Opus 5.5TextVisionFiles1M
- Anthropic: Claude Sonnet 4.6TextVisionFiles1M
- Anthropic: Claude Sonnet 5TextVisionFiles1M
- Anthropic: Claude Sonnet 5.5TextVisionFiles1M
None
Arcee AINone
- Arcee AI: Trinity Large ThinkingText262K
Deep CogitoNone
- Deep Cogito: Cogito v2.1 671BText128K
Google- Google: Gemini 3 Flash PreviewTextVisionFilesAudioVideo1M
- Google: Gemini 3.1 Flash LiteTextVisionVideoFilesAudio1M
- Google: Gemini 3.1 Flash Lite PreviewTextVisionVideoFilesAudio1M
- Google: Gemini 3.1 Pro PreviewAudioFilesVisionTextVideo1M
- Google: Gemini 3.1 Pro Preview Custom ToolsTextAudioVisionVideoFiles1M
- Google: Gemini 3.5 FlashTextVisionVideoFilesAudio1M
- Google: Gemini 3.5 Flash LiteTextVisionVideoFilesAudio1M
- Google: Gemini 3.6 FlashTextVisionVideoFilesAudio1M
- Google: Gemini 3.7 FlashTextVisionVideoFilesAudio1M
- Google: Gemini 3.8 FlashTextVisionVideoFilesAudio1M
- Google: Gemini 4 ArgonAudioFilesVisionTextVideo1M
- Google: Lyria 3 Clip PreviewTextVision1M
- Google: Lyria 3 Pro PreviewTextVision1M
- 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 2.1VisionText66K
- Google: Nano Banana Pro (Gemini 3 Pro Image Preview)VisionText66K
- Google: Nano Banana Pro (Gemini 3 Pro Image)VisionText131K
- Google: Gemma 4 26B A4B VisionTextVideo262K
- Google: Gemma 4 31BVisionTextVideo262K
IBMNone
- IBM: Granite 4.0 MicroText131K
- IBM: Granite 4.2 8BText131K
Inception- Inception: Mercury 2Text128K
- Inception: Mercury 2.5Text260K
None
Meta (Muse)- Meta: Muse Spark 1.1TextVisionVideoFiles1M
- Meta: Muse Spark 1.2TextVisionVideoFiles1M
- Meta: Muse Spark 1.2 ContributorTextVisionVideoFiles1M
- Meta: Muse Spark 1.3TextVisionVideoFiles1M
- Meta: Muse Spark 1.3 ContributorTextVisionVideoFiles1M
- Meta: Muse WonderTextVisionVideoFilesAudio1M
- Meta: Muse Glimmer 30BTextVision131K
NVIDIANone
- NVIDIA: Nemotron 3 Nano 30B A3BText262K
- NVIDIA: Nemotron 3 SuperText262K
- NVIDIA: Nemotron 3 UltraText262K
- NVIDIA: Nemotron 3.5 LightningText262K
- NVIDIA: SwitchyardText1M
OpenAI- OpenAI: GPT AudioTextAudio128K
- OpenAI: GPT Audio MiniTextAudio128K
- OpenAI: GPT-5 Image MiniFilesVisionText400K
- OpenAI: GPT-5.1VisionTextFiles400K
- 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-CodexTextVisionFiles400K
- OpenAI: GPT-5.4TextVisionFiles1M
- OpenAI: GPT-5.4 Image 2VisionTextFiles272K
- OpenAI: GPT-5.4 MiniFilesVisionText400K
- OpenAI: GPT-5.4 NanoFilesVisionText400K
- OpenAI: GPT-5.4 ProTextVisionFiles1M
- OpenAI: GPT-5.5FilesVisionText1M
- OpenAI: GPT-5.5 ProFilesVisionText1M
- OpenAI: GPT-5.6 LunaFilesVisionText1M
- OpenAI: GPT-5.6 Luna ProFilesVisionText1M
- OpenAI: GPT-5.6 SolFilesVisionText1M
- OpenAI: GPT-5.6 Sol ProFilesVisionText1M
- OpenAI: GPT-5.6 TerraFilesVisionText1M
- OpenAI: GPT-5.6 Terra ProFilesVisionText1M
- OpenAI: GPT-6 AstraFilesVisionText1M
- OpenAI: GPT-6 Astra ProFilesVisionText1M
- OpenAI: GPT-6 LunaFilesVisionText1M
- OpenAI: GPT-6 Luna ProFilesVisionText1M
- OpenAI: GPT-6 SolFilesVisionText1M
- OpenAI: GPT-6 Sol ProFilesVisionText1M
- OpenAI: GPT-6.1 SolFilesVisionText1M
- OpenAI: GPT-6.1 Sol ProFilesVisionText1M
None
Perceptron- Perceptron: Perceptron Mk1TextVisionVideo33K
- Perceptron: Perceptron Mk1.5TextVisionVideoAudio37K
None
Perplexity- Perplexity: Sonar Pro SearchTextVision200K
None
PoolsideNone
- Poolside: Laguna S 2.1Text1M
- Poolside: Laguna XS 2.1Text262K
Reka AINone
- Reka EdgeVisionTextVideo16K
RelaceNone
- Relace: Relace SearchText256K
Thinking MachinesNone
- Thinking Machines: InklingTextVisionAudio524K
- Thinking Machines: Inkling SmallTextVisionAudio524K
xAI- SpaceXAI: Grok 4.20TextVisionFiles2M
- SpaceXAI: Grok 4.20 Multi-AgentTextVisionFiles2M
- SpaceXAI: Grok 4.3TextVisionFiles1M
- SpaceXAI: Grok 4.5TextVisionFiles500K
- SpaceXAI: Grok 4.6TextVisionFiles500K
- SpaceXAI: Grok 4.7TextVisionFiles500K
- SpaceXAI: Grok Build 0.1TextVisionFiles256K
None
Cohere- Cohere: Command A+TextVision192K
None
Mistral AINone
- Mistral: Devstral 2 2512TextFiles262K
- Mistral: Ministral 3 14B 2512TextVision262K
- Mistral: Ministral 3 3B 2512TextVision131K
- Mistral: Ministral 3 8B 2512TextVision262K
- Mistral: Mistral Large 3 2512TextVisionFiles262K
- Mistral: Mistral Large 4TextVision1M
- Mistral: Mistral Medium 3.5TextVisionFiles262K
- Mistral: Mistral Small 4TextVision262K
- Mistral: Voxtral Small 24B 2507TextAudioFiles33K
Alibaba (Qwen)- Qwen: Qwen3.6 FlashTextVisionVideo1M
- Qwen: Qwen3.6 PlusTextVisionVideo1M
- Qwen: Qwen3.7 FlashTextVisionVideo1M
- Qwen: Qwen3.7 MaxText1M
- Qwen: Qwen3.7 PlusTextVision1M
- Qwen: Qwen3 Coder NextText262K
- Qwen: Qwen3.5 397B A17BTextVisionVideo262K
- Qwen: Qwen3.5-122B-A10BTextVisionVideo262K
- Qwen: Qwen3.5-27BTextVisionVideo262K
- Qwen: Qwen3.5-35B-A3BTextVisionVideo262K
- Qwen: Qwen3.5-9BTextVisionVideo262K
- Qwen: Qwen3.6 27BTextVisionVideo262K
- Qwen: Qwen3.6 35B A3BTextVisionVideo262K
- Qwen: Qwen3.8 2.4T A95BText1M
- Qwen: Qwen3.8 27BTextVisionVideo1M
- Qwen: Qwen3.8 FlashTextVisionVideo1M
- Qwen: Qwen3.8 Max (0902)TextVisionVideo1M
- Qwen: Qwen3.8 Max PrimeTextVisionVideo1M
- Qwen: Qwen3.8 Omni FlashTextVisionAudioVideo1M
ByteDance- Seed: Seed 1.6VisionTextVideo262K
- Seed: Seed 1.6 FlashVisionTextVideo262K
- Seed: Seed 2.1 TurboTextVisionVideo262K
- Seed: Seed-2.0-CodeTextVisionVideo262K
- Seed: Seed-2.0-LiteTextVisionVideo262K
- Seed: Seed-2.0-MiniTextVisionVideo262K
None
DeepSeekNone
- DeepSeek: DeepSeek V3.2Text164K
- DeepSeek: DeepSeek V4 Flash 0423Text1M
- DeepSeek: DeepSeek V4 Flash 0731Text1M
- DeepSeek: DeepSeek V4 Flash Vision ExpTextVision1M
- DeepSeek: DeepSeek V4 Pro 0423Text1M
- DeepSeek: DeepSeek V4 Pro 0813Text1M
- DeepSeek: DeepSeek V4.1 FlashTextVision1M
MiniMax- MiniMax: MiniMax M2-herText66K
- MiniMax: MiniMax M2Text205K
- MiniMax: MiniMax M2.1Text205K
- MiniMax: MiniMax M2.5Text205K
- MiniMax: MiniMax M2.7Text205K
- MiniMax: MiniMax M3TextVisionVideo1M
Moonshot AINone
- MoonshotAI: Kimi K2 ThinkingText262K
- MoonshotAI: Kimi K2.5TextVision262K
- MoonshotAI: Kimi K2.6TextVision262K
- MoonshotAI: Kimi K2.7 CodeTextVision262K
- MoonshotAI: Kimi K3TextVisionVideo1M
XiaomiNone
- Xiaomi: MiMo-V2.5TextAudioVisionVideo1M
- Xiaomi: MiMo-V2.5-ProText1M
- Xiaomi: MiMo-V2.6-FlashTextVisionVideoAudio1M
- Xiaomi: MiMo-V2.6-ProTextVisionVideoAudio1M
- Xiaomi: MiMo-V2.6-Pro-UltraSpeedTextVisionVideoAudio1M
Z.aiNone
- Z.ai: GLM 4.6VVisionTextVideo131K
- Z.ai: GLM 4.7Text205K
- Z.ai: GLM 4.7 FlashText200K
- Z.ai: GLM 5Text205K
- Z.ai: GLM 5 TurboText203K
- Z.ai: GLM 5.1Text205K
- Z.ai: GLM 5.2Text1M
- Z.ai: GLM 5.3Text1M
- Z.ai: GLM 5.3 FlashTextVisionVideo1M
- Z.ai: GLM 5.3 FlashXTextVisionVideo1M
- Z.ai: GLM 5.3 PrimeText1M
- Z.ai: GLM 5V TurboVisionTextVideo203K
Upstage- Upstage: Solar Mini 4Text524K
- Upstage: Solar Pro 3Text131K
- Upstage: Solar Pro 4Text524K
None