Inkling

Inkling

Thinking Machines Lab
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About

Gemini 3.5 Flash Cyber is a specialized cyber-focused model built on Gemini 3.5 Flash and fine-tuned to find, validate, and fix cybersecurity vulnerabilities efficiently at scale. It is designed for defensive security workflows where organizations need to identify critical weaknesses faster and generate reliable patches before those issues can be exploited. Flash’s combination of performance and efficiency makes it a strong foundation for scanning code, reasoning about security flaws, validating whether findings are real, and proposing targeted remediations across large software environments. Within CodeMender, multiple Gemini 3.5 Flash Cyber agents work together and combine their findings into a single report, helping the system investigate vulnerabilities from different angles and improve the quality of the final result. This coordinated agent setup delivers competitive frontier performance on CyberGym, a benchmark for evaluating cybersecurity capabilities.

About

Inkling is an open-weights multimodal AI model from Thinking Machines designed as a customizable foundation model for developers, researchers, and enterprises. The model is a Mixture-of-Experts transformer with 975 billion total parameters, 41 billion active parameters, and support for context windows up to 1 million tokens. Inkling was trained from scratch on text, images, audio, and video, giving it native capabilities across reasoning, coding, agentic tool use, vision, audio, factuality, and instruction following. It is built with controllable thinking effort so users can balance performance, latency, and token efficiency for different workloads. The model is available for fine-tuning on Tinker, with playground access, API availability through ecosystem partners, and full weights published on Hugging Face. Built for customization, Inkling gives teams an open-weights base model for building domain-specific AI systems, multimodal agents, coding workflows, research tools, and more.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Government cybersecurity teams that need agentic tools to detect, validate, and patch critical software vulnerabilities

Audience

AI developers, researchers, model fine-tuning teams, enterprise AI groups, agent builders, coding tool makers, multimodal AI teams, infrastructure providers, and organizations that need open-weights models for customization, long-context reasoning, vision, audio, tool use, and specialized AI applications

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Google
Founded: 1998
United States
gemini.google.com

Company Information

Thinking Machines Lab
Founded: 2025
United States
thinkingmachines.ai/

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Inkling-Small

Inkling-Small

Thinking Machines Lab

Categories

Categories

Integrations

CodeMender
Cursor
Dart
Devin Desktop
Gemini
Gemini 3.5 Flash
Gemini 3.5 Flash-Lite
Gemini Computer Use
Gemini Enterprise
Gemini Enterprise Agent Platform
Gemini Managed Agents
Gemini Spark
Google Antigravity
Java
JetBrains Junie
Lua
PowerShell
Replit
Ruby
Tinker

Integrations

CodeMender
Cursor
Dart
Devin Desktop
Gemini
Gemini 3.5 Flash
Gemini 3.5 Flash-Lite
Gemini Computer Use
Gemini Enterprise
Gemini Enterprise Agent Platform
Gemini Managed Agents
Gemini Spark
Google Antigravity
Java
JetBrains Junie
Lua
PowerShell
Replit
Ruby
Tinker
Claim Gemini 3.5 Flash Cyber and update features and information
Claim Gemini 3.5 Flash Cyber and update features and information
Claim Inkling and update features and information
Claim Inkling and update features and information