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A comprehensive analysis of the architectural shift from static, manually-maintained pipelines to intent-aware, self-healing agentic infrastructure. Covers the APF framework, implementation playbook, adoption roadmap, and case for why this transition is happening now.
Blog Series
A deep-dive series covering every dimension of the shift to agentic data infrastructure. Published on Medium.
The case for intent-first pipeline design — and why stateless scripts are the root cause of most data reliability failures.
Read on Medium →How monitoring, diagnosis, and autonomous remediation work together — and what makes the difference between alerting and actual healing.
Read on Medium →Deep technical walkthrough of the super-agent pattern, specialist agent design, and how the APF routes work across a complex pipeline lifecycle.
Read on Medium →The memory architecture that enables institutional knowledge capture — working memory, episodic log, and the persistent knowledge base that compounds over time.
Read on Medium →A practical adoption roadmap: how teams move from Guided to Semi-Autonomous to Autonomous, and what milestones signal readiness to advance.
Read on Medium →More articles published regularly
Follow on MediumMore Resources
Setup guides, API references, integration walkthroughs, and configuration docs for deploying and operating Dagen.
Walkthroughs, live demos, and talks covering agent orchestration, pipeline automation, and real-world deployments.
Have a specific question about the architecture, a use case, or a custom deployment? Reach out directly — we reply fast.
From intent to production in a single working session.
