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What is Inkling-Small?

Inkling-Small is an efficient multimodal AI model built to deliver strong reasoning and coding performance at a fraction of Inkling’s size. It is a Mixture-of-Experts transformer with 276 billion total parameters and 12 billion active parameters. The model was trained on NVIDIA GB300 NVL72 systems and is designed to combine high capability with more efficient inference. Inkling-Small supports native reasoning across text, images, and audio, allowing it to work across multimodal tasks without relying on separate encoders. Its context window supports up to one million tokens, making it useful for long-form reasoning, large-scale code understanding, document analysis, and agentic workflows. Users can adjust reasoning effort from minimal to extra high depending on whether they need faster responses or deeper computation. The model’s training process includes improved pre-training data, post-training with on-policy distillation from Inkling, and extended agentic coding reinforcement learning. These techniques helped Inkling-Small outperform its larger counterpart on reasoning and coding benchmarks. The model performs well in coding and tool-use harnesses and exceeds 80% on SWE-bench Verified. Its encoder-free architecture processes audio as dMel spectrograms and images as 40-by-40-pixel patches alongside text tokens. By combining efficient MoE design, one-million-token context, adjustable reasoning effort, multimodal processing, coding strength, and tool-use performance, Inkling-Small is designed for developers and teams that need capable AI with lower active compute requirements.

What is Inkle?

Collaborate seamlessly with your CPA or bookkeeper through a chat feature and file uploads, all while utilizing a secure vault specifically designed for the permanent storage and archiving of communications related to your US entity. The Inkle Tax platform provides a wide range of tools specifically crafted to address your tax and compliance needs effectively. Essential details such as dates, identifiers, states, addresses, officers, and Board tracking are conveniently consolidated in one easy-to-navigate location. Moreover, the system offers simple calculation summaries, tracking of critical deadlines, and a comprehensive history of submitted documents. You can keep an eye on your transactions and expense volumes, shift accounting methods from cash to accrual, and review Inkle’s transparent fee structure. To protect your data, all communications are secured using SSL AES 256-bit encryption, reflecting the most advanced commercially available encryption standard. Additionally, your passwords are stored in an encrypted format, making them completely inaccessible even to our staff. Whenever possible, members of the Inkle team employ Single Sign-On (SSO) for software access or use encrypted password vaults that generate randomized passwords, which significantly boosts your security. This meticulous approach guarantees that your sensitive information remains guarded and confidential at all times, giving you peace of mind as you manage your financial affairs. With Inkle, you can focus on your business knowing that your data security is a top priority.

Media

Media

Integrations Supported

Model Context Protocol (MCP)
Tinker

Integrations Supported

Model Context Protocol (MCP)
Tinker

API Availability

Has API

API Availability

Has API

Pricing Information

$0.30 per million input tokens
$0.30 per million input tokens and $1.20 per million output tokens
Free Version
Free Trial Offered?

Pricing Information

$30 per month
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Thinking Machines Lab

Date Founded

2025

Company Location

United States

Company Website

thinkingmachines.ai/news/inkling-small/

Company Facts

Organization Name

Inkle

Date Founded

2022

Company Location

United States

Company Website

www.inkle.io

Categories and Features

Accounting

Accounts Payable
Accounts Receivable
Bank Reconciliation
Billing & Invoicing
CPA Firms
Cash Management
Cryptocurrency Support
Expense Tracking
Fixed Asset Management
Fund Accounting
General Ledger
Government
Multi-Currency
Nonprofits
Payroll Management
Project Accounting
Purchase Orders
Tax Management

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