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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 GeoSpy?

GeoSpy is a groundbreaking platform that utilizes artificial intelligence to convert visual data into usable geographic insights, allowing for the transformation of low-context images into precise GPS location predictions without relying on EXIF data. Trusted by over a thousand organizations worldwide, GeoSpy has a presence in more than 120 countries, offering vast global reach. The platform is capable of processing an astounding 200,000 images daily, with the potential to scale to billions, which guarantees fast, secure, and accurate geolocation services. Designed for government and law enforcement applications, GeoSpy Pro employs state-of-the-art AI location models to achieve meter-level accuracy, combining advanced computer vision technology with an intuitive user interface. Moreover, the launch of SuperBolt, an innovative AI model, significantly enhances visual place recognition, thereby improving the precision of geolocation results. This ongoing advancement underscores GeoSpy's dedication to remaining a leader in the field of location intelligence technology, continually pushing the boundaries of what is possible in geolocation. With such a strong emphasis on innovation and reliability, GeoSpy is set to redefine the standards of geographic data analysis.

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

Pricing not provided
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

GeoSpy

Date Founded

2022

Company Location

United States

Company Website

geospy.ai/

Categories and Features

Location Intelligence

Behavioral Analytics
Data Visualization
Demographic Data
Geocoding
Geofencing
Location Tracking
Predictive Analytics
Trade Area Analysis

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