
The Changelog: Software Development, Open Source Agentic infra changes everything (Interview)
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Oct 30, 2025 In a compelling conversation with Adam Jacob, founder of Chef and now leading System Initiative, the discussion explores transformative agentic systems in infrastructure management. Adam shares insights on the recent AWS outage, emphasizing the need for empathy in tech crises. He debates whether the AI market is in a bubble while advocating for AI as a force multiplier for developers. The podcast covers practical agent use cases, such as automating log collection, and how infrastructure workflows are evolving to integrate AI tools more efficiently.
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Empathy Over Outrage For Cloud Outages
- Outages expose tribal reactions more than technical realities; empathy and humility should replace brutal finger-pointing.
- Even resilient systems fail in unexpected ways, so assume your day will come and prepare for unknown failures.
AI Drives Cloud Repatriation
- AI workloads push data centers toward bare-metal compute, high-performance networking, and on-prem designs.
- That gravity can make running your own infrastructure attractive and reshape how applications are built.
Agent Deploys App And Infrastructure
- System Initiative used an AI agent to analyze app code, choose ElastiCache, and implement session key cycling automatically.
- The agent deployed infrastructure and application changes end-to-end and the demo worked on first try.


