DeepSWE

DeepSWE

Agentica Project
DeepSWE GPT‑6 Cyber

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DeepSWE:

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.
GPT‑6 Cyber:

About

GPT-6 Cyber is an advanced AI cybersecurity model developed by OpenAI to help security researchers discover, validate, and remediate software vulnerabilities. The model specializes in autonomous vulnerability research, exploit development, secure code analysis, and authorized penetration testing across complex software environments. Its reasoning capabilities allow security teams to investigate large codebases, identify previously unknown vulnerabilities, reproduce security flaws, and develop candidate patches. GPT-6 Cyber achieved a 48.5% success rate on ExploitGym, representing a 51% relative improvement over GPT-5.6 Cyber. The model includes specialized alignment training and safeguards designed to respect authorized testing boundaries, prevent unauthorized actions, and accurately report research findings. GPT-6 Cyber is initially available through OpenAI's Daybreak Red program using the API and Codex for approved cybersecurity organizations and researchers.
DeepSWE:

Platforms Supported

Windows Supported
Mac Supported
Linux Supported
Cloud Not Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
GPT‑6 Cyber:

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
DeepSWE:

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
GPT‑6 Cyber:

Audience

Cybersecurity researchers, penetration testers, ethical hackers, red teams, vulnerability researchers, application security engineers, security operations teams, software security auditors, incident response professionals, open-source maintainers, critical infrastructure security specialists, and organizations seeking AI-powered vulnerability discovery, authorized exploit development, security testing, secure code review, and automated vulnerability remediation
DeepSWE:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
GPT‑6 Cyber:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
DeepSWE:

API

Offers API Not Supported
GPT‑6 Cyber:

API

Offers API Supported
DeepSWE:

Screenshots and Videos

GPT‑6 Cyber:

Screenshots and Videos

DeepSWE:

Pricing

Free
Free Version Supported
Free Trial Not Supported
GPT‑6 Cyber:

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported
DeepSWE:

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
GPT‑6 Cyber:

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
DeepSWE:

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported
GPT‑6 Cyber:

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported
DeepSWE:

Company Information

Agentica Project
Founded: 2025
United States
agentica-project.com
GPT‑6 Cyber:

Company Information

OpenAI
Founded: 2015
United States
openai.com
DeepSWE:

Alternatives

Devstral 2

Devstral 2

Mistral AI
GPT‑6 Cyber:

Alternatives

Gemini 4 Hydrogen

Gemini 4 Hydrogen

Google
5.0 out of 5 stars
DeepSWE:
Devstral Small 2

Devstral Small 2

Mistral AI
GPT‑6 Cyber:
Claude Fable 5.2

Claude Fable 5.2

Anthropic
5.0 out of 5 stars
DeepSWE:
DeepCoder

DeepCoder

Agentica Project
GPT‑6 Cyber:
DeepSWE:
KAT-Coder-Pro V2

KAT-Coder-Pro V2

StreamLake
GPT‑6 Cyber:
DeepSWE:
Qwen2.5-Max

Qwen2.5-Max

Alibaba
GPT‑6 Cyber:
DeepSWE:

Categories

AI Coding Models Supported
AI Models Supported
GPT‑6 Cyber:

Categories

AI Coding Models Supported
AI Models Supported
AI Vision Models Supported
Foundation Models Supported
Multimodal Models Supported
DeepSWE:

Integrations

Agentforce Vibes Not Supported
Auggie CLI Not Supported
Bash Not Supported
Charlie Not Supported
ChatGPT Enterprise Not Supported
Codex Security Not Supported
Databricks Not Supported
GPT-5.1-Codex Not Supported
GPT-5.1-Codex-Max Not Supported
Ghost Not Supported
GitHub Not Supported
Google Drive Not Supported
Lua Not Supported
Microsoft Copilot Studio Not Supported
Microsoft Foundry Not Supported
Objective-C Not Supported
Oz Not Supported
PHP Not Supported
Perplexity Pro Not Supported
Together AI Supported
GPT‑6 Cyber:

Integrations

Agentforce Vibes Supported
Auggie CLI Supported
Bash Supported
Charlie Supported
ChatGPT Enterprise Supported
Codex Security Supported
Databricks Supported
GPT-5.1-Codex Supported
GPT-5.1-Codex-Max Supported
Ghost Supported
GitHub Supported
Google Drive Supported
Lua Supported
Microsoft Copilot Studio Supported
Microsoft Foundry Supported
Objective-C Supported
Oz Supported
PHP Supported
Perplexity Pro Supported
Together AI Not Supported
DeepSWE:
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GPT‑6 Cyber:
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