DeepSWE

DeepSWE

Agentica Project
+
+

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About

DeepSWE is a fully open source, state-of-the-art coding agent built on top of the Qwen3-32B foundation model and trained exclusively via reinforcement learning (RL), without supervised finetuning or distillation from proprietary models. It is developed using rLLM, Agentica’s open source RL framework for language agents. DeepSWE operates as an agent; it interacts with a simulated development environment (via the R2E-Gym environment) using a suite of tools (file editor, search, shell-execution, submit/finish), enabling it to navigate codebases, edit multiple files, compile/run tests, and iteratively produce patches or complete engineering tasks. DeepSWE exhibits emergent behaviors beyond simple code generation; when presented with bugs or feature requests, the agent reasons about edge cases, seeks existing tests in the repository, proposes patches, writes extra tests for regressions, and dynamically adjusts its “thinking” effort.

About

The Gemini Deep Research Agent is an autonomous research system that plans, searches, analyzes, and synthesizes multi-step findings using Gemini 3 Pro. Built for complex, long-running tasks, it performs iterative web searches, evaluates sources, and generates deeply structured, fully cited reports. Developers can run tasks asynchronously with background execution, enabling reliable long-duration workflows without timeouts. The agent also integrates with your own data through File Search, combining public web intelligence with private documents. Real-time streaming delivers progress, intermediate thoughts, and updates for transparent research. Designed for high-value analysis, the agent turns traditional research cycles into automated, repeatable, and scalable intelligence workflows.

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

Software engineers, researchers, and developers seeking a solution to assist with real-world coding tasks such as bug-fixing, pull-request automation, and multi-file code edits

Audience

Teams that need automated, trustworthy, and in-depth research workflows—such as analysts, product teams, strategists, and data-driven organizations handling complex, multi-source investigations

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

Free
Free Version
Free Trial

Pricing

No information available.
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

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Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 4.0 / 5
design 4.0 / 5

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Agentica Project
Founded: 2025
United States
agentica-project.com

Company Information

Google
Founded: 1998
United States
ai.google.dev/

Alternatives

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Devstral Small 2

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Claude Research

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ERNIE X1

ERNIE X1

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Claude Opus 4

Claude Opus 4

Anthropic
CodeMender

CodeMender

Google DeepMind

Categories

Categories

Integrations

Gemini
Gemini 2.0
Gemini 2.0 Flash
Gemini 2.5 Pro
Gemini 2.5 Pro Deep Think
Gemini 2.5 Pro Preview (I/O Edition)
Gemini 3 Deep Think
Gemini 3 Flash
Gemini 3 Pro
Gemini Advanced
Gemini Enterprise
Google
Google AI Pro
Google AI Ultra
Google Finance
NotebookLM
Together AI
WeatherNext

Integrations

Gemini
Gemini 2.0
Gemini 2.0 Flash
Gemini 2.5 Pro
Gemini 2.5 Pro Deep Think
Gemini 2.5 Pro Preview (I/O Edition)
Gemini 3 Deep Think
Gemini 3 Flash
Gemini 3 Pro
Gemini Advanced
Gemini Enterprise
Google
Google AI Pro
Google AI Ultra
Google Finance
NotebookLM
Together AI
WeatherNext
Claim DeepSWE and update features and information
Claim DeepSWE and update features and information
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