Production platform engineering in minutes. Open source. DORA AI-ready.
DORA 2025 research: AI amplifies your platform's strengths — and dysfunctions. uFawkes gives you the platform foundation that makes AI delivery actually work.
Run Obs in 60 seconds → See the stacks ↓Try it now
Pick a stack and run it locally in 60 seconds:
docker compose up obs
docker compose up pipe
Stack Family
👁️ Obs 
Operational telemetry and reliability visibility for AI-enabled delivery teams.
docker compose up obs
🔁 Pipe
Composable CI/CD pipelines with fast feedback and resilient release controls.
docker compose up pipe
📈 DORA
DORA metrics and continuous delivery performance insights made implementation-ready.
docker compose up dora
🛡️ Sec
Secure-by-default guardrails and checks designed for high-speed AI shipping.
docker compose up sec
🧭 DevX
Developer experience golden paths that make platform adoption simple and fast.
docker compose up devx
🟢 Try the Fawkes Dojo
Interactive learning sandbox. Run real stacks in your browser — no install required.
Launch Dojo →DORA AI Capabilities
uFawkes implements the 7 DORA AI Capabilities. Based on the DORA AI Capabilities Model, these foundational practices amplify the positive impact of AI on organizational performance.
1. Clear + communicated AI stance
Define and communicate how your organization uses AI in software development.
2. Healthy data ecosystems
Ensure your telemetry, metrics, and operational data are structured and accessible.
3. AI-accessible internal data
Make your platform data consumable by AI tools and agents for better insights.
4. Quality internal platform
Build a reliable, self-service platform that reduces cognitive load for developers.
5. User-centric focus
Prioritize developer experience and measure satisfaction across your platform.
6. Strong version control practices
Enforce trunk-based development, code review, and automated testing workflows.
7. Working in small batches
Enable frequent, small deployments with fast feedback loops and rollback capabilities.
Stay updated
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Backed by Research
uFawkes is built on objective research from industry leaders:
- DORA 2025 State of AI-Assisted Software Development — AI as amplifier, 7 AI Capabilities
- DORA AI Capabilities Model — 7 foundational practices that amplify AI benefits
- DORA ROI of AI-Assisted Software Development 2026 — Framework for measuring AI investment returns
- CNCF Platforms White Paper — Internal developer platform best practices
- CNCF Platform Engineering Maturity Model — 5 aspects × 4 levels maturity framework
- SPACE Framework — Holistic developer productivity measurement
Built by @paruff · LinkedIn — 20+ years in platform engineering, CI/CD, and developer experience. Building uFawkes to give every team the platform foundation that makes AI delivery actually work.