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Average Ratings 1 Rating
Description
Gemini 4 Pro is the expected high-capability model in Google's developing Gemini 4 generation, but Google has not yet formally announced a model carrying the Gemini 4 Pro name. Google confirmed in July 2026 that it had begun pre-training Gemini 4 as part of what was described as its most ambitious model training effort to date. By September, Google DeepMind leadership said Gemini 4 had advanced into its refinement stage and that the team was working toward releasing an early post-training version as soon as possible. Gemini 4 follows a series of Gemini 3.x models spanning general-purpose, Flash, Live, transcription, and specialized cybersecurity workloads. Google's Pro models are generally designed for higher-complexity reasoning and coding tasks, while its Flash models emphasize lower latency, efficiency, and production-scale economics. Gemini's broader platform already supports multimodal interaction, coding, tool use, connected applications, computer-use capabilities, and agentic experiences across Google products. Google has increasingly emphasized agents that can take actions and complete multi-step workflows rather than limiting Gemini to conversational responses. Specific benchmark scores, context limits, token pricing, supported modalities, and API details have not yet been published for Gemini 4 Pro. Reports claiming detailed Gemini 4 Pro specifications ahead of launch remain unconfirmed and should not be treated as official product information.
Description
SWE-2 is a software engineering model from Cognition built for agentic coding tasks that require strong performance at lower computational and monetary cost. It is post-trained from the Kimi K3 base model and extends Cognition’s earlier SWE-1.7 training approach with a new reinforcement learning method for jointly optimizing multiple reasoning-effort settings. Medium, high, and maximum effort modes provide different tradeoffs between speed, cost, exploration, and verification depending on task complexity. The model is trained to inspect only the parts of a codebase that are likely to matter, helping it reach implementation faster and reduce unnecessary exploration. SWE-2 can generate and modify code, run tests, analyze repositories, work through terminal tasks, and verify whether implementations satisfy user requirements. Cognition also reports improvements in end-to-end test creation, regression detection, instruction following, and re-deriving conclusions when challenged. Its training process incorporates cost-aware rewards, length-weighted reward baselines, expanded reinforcement learning environments, and hardened verifiers intended to improve both efficiency and reliability. SWE-2 is positioned as a cost-efficient alternative to larger frontier coding models while remaining competitive on software engineering benchmarks such as FrontierCode, DeepSWE, and Terminal-Bench. The model is available in Devin Desktop and Devin CLI and is being introduced to additional Cognition products including Devin Web and Fusion.
API Access
Has API
Yes
API Access
Has API
No
Integrations
C
Yes
CSS
Yes
Dart
Yes
Devin Desktop
Yes
Go
Yes
HTML
Yes
JavaScript
Yes
Kotlin
Yes
Lua
Yes
Objective-C
Yes
Integrations
C
Yes
CSS
Yes
Dart
Yes
Devin Desktop
Yes
Go
Yes
HTML
Yes
JavaScript
Yes
Kotlin
Yes
Lua
Yes
Objective-C
Yes
Pricing Details
No price information available.
Free Trial
No
Free Version
No
Pricing Details
$20/month
Free Trial
No
Free Version
Yes
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Vendor Details
Company Name
Founded
1998
Country
United States
Website
gemini.com
Vendor Details
Company Name
Cognition
Founded
2023
Country
United States
Website
cognition.com