DeepStart | Production-Ready Machine Learning Models

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Featured models:

What we loved, used and implemented the most last month:

text-generation

moonshotai/

Kimi-K2-Instruct-0905

Kimi K2 0905 is the September update of Kimi K2 0711. It is a large-scale Mixture-of-Experts (MoE) language model developed by Moonshot AI, featuring 1 trillion total parameters with 32 billion active per forward pass. It supports long-context inference up to 256k tokens, extended from the previous 128k. This update improves agentic coding with higher accuracy and better generalization across scaffolds, and enhances frontend coding with more aesthetic and functional outputs for web, 3D, and related tasks. Kimi K2 is optimized for agentic capabilities, including advanced tool use, reasoning, and code synthesis. It excels across coding (LiveCodeBench, SWE-bench), reasoning (ZebraLogic, GPQA), and tool-use (Tau2, AceBench) benchmarks. The model is trained with a novel stack incorporating the MuonClip optimizer for stable large-scale MoE training.

fp4

256k

$0.40/$0.50/$2.00 cached/in/out Mtoken

text-generation

deepseek-ai/

DeepSeek-V3.1

DeepSeek-V3.1 is post-trained on the top of DeepSeek-V3.1-Base, which is built upon the original V3 base checkpoint through a two-phase long context extension approach, following the methodology outlined in the original DeepSeek-V3 report. We have expanded our dataset by collecting additional long documents and substantially extending both training phases. The 32K extension phase has been increased 10-fold to 630B tokens, while the 128K extension phase has been extended by 3.3x to 209B tokens. Additionally, DeepSeek-V3.1 is trained using the UE8M0 FP8 scale data format to ensure compatibility with microscaling data formats.

fp4

160k

$0.216/$0.27/$1.00 cached/in/out Mtoken

text-generation

openai/

gpt-oss-120b

gpt-oss-120b is an open-weight, 117B-parameter Mixture-of-Experts (MoE) language model from OpenAI designed for high-reasoning, agentic, and general-purpose production use cases. The model supports configurable reasoning depth, full chain-of-thought access, and native tool use, including function calling, browsing, and structured output generation.

fp4

128k

$0.09/$0.45 in/out Mtoken

text-generation

openai/

gpt-oss-20b

gpt-oss-20b is an open-weight 21B parameter model released by OpenAI under the Apache 2.0 license. It uses a Mixture-of-Experts (MoE) architecture with 3.6B active parameters per forward pass, optimized for lower-latency inference. The model is trained in OpenAI’s Harmony response format and supports reasoning level configuration, fine-tuning, and agentic capabilities including function calling, tool use, and structured outputs.

fp4

128k

$0.04/$0.16 in/out Mtoken

text-generation

Qwen/

Qwen3-Coder-480B-A35B-Instruct-Turbo

Qwen3-Coder-480B-A35B-Instruct is the Qwen3's most agentic code model, featuring Significant Performance on Agentic Coding, Agentic Browser-Use and other foundational coding tasks, achieving results comparable to Claude Sonnet.

fp4

256k

$0.24/$0.30/$1.20 cached/in/out Mtoken

text-generation

zai-org/

GLM-4.5

The GLM-4.5 series models are foundation models designed for intelligent agents. GLM-4.5 has 355 billion total parameters with 32 billion active parameters, while GLM-4.5-Air adopts a more compact design with 106 billion total parameters and 12 billion active parameters. GLM-4.5 models unify reasoning, coding, and intelligent agent capabilities to meet the complex demands of intelligent agent applications.

fp8

128k

$0.55/$2.00 in/out Mtoken

text-generation

allenai/

olmOCR-7B-0725-FP8

olmOCR is a specialized AI tool that converts PDF documents into clean, structured text while preserving important formatting and layout information. What makes olmOCR particularly valuable for developers is its ability to handle challenging PDFs that traditional OCR tools struggle with—including complex layouts, poor-quality scans, handwritten text, and documents with mixed content types. Built on a fine-tuned 7B vision-language model, olmOCR provides enterprise-grade PDF processing at a fraction of the cost of proprietary solutions.

16k

$0.27/$1.50 in/out Mtoken

text-generation

Qwen/

Qwen3-235B-A22B-Thinking-2507

Qwen3-235B-A22B-Thinking-2507 is the Qwen3's new model with scaling the thinking capability of Qwen3-235B-A22B, improving both the quality and depth of reasoning.

fp8

256k

$0.13/$0.60 in/out Mtoken

text-generation

Qwen/

Qwen3-Coder-480B-A35B-Instruct

fp8

256k

$0.40/$1.60 in/out Mtoken

text-generation

zai-org/

GLM-4.5-Air

fp8

128k

$0.20/$1.10 in/out Mtoken

speech-recognition

mistralai/

Voxtral-Small-24B-2507

Voxtral Small is an enhancement of Mistral Small 3, incorporating state-of-the-art audio input capabilities while retaining best-in-class text performance. It excels at speech transcription, translation and audio understanding.

bf16

$0.00300 / minute

speech-recognition

mistralai/

Voxtral-Mini-3B-2507

Voxtral Mini is an enhancement of Ministral 3B, incorporating state-of-the-art audio input capabilities while retaining best-in-class text performance. It excels at speech transcription, translation and audio understanding.

bf16

$0.00100 / minute

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Latest Models

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Featured Models

meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8 deepseek-ai/DeepSeek-V3 Qwen/Qwen3-32B zai-org/GLM-4.5 canopylabs/orpheus-3b-0.1-ft