{"podcast":{"title":"Day Two DevOps","slug":"day-two-devops","podcast_index_feed_id":341814,"rss_url":"https://feeds.packetpushers.net/day2cloud/","website_url":"https://packetpushers.net/","image_url":"https://static.feedpress.com/logo/day2cloud-669fc5e024d4b.jpg","author":"Packet Pushers","episode_count":250,"summary":"Join hosts Ned Bellavance and Ethan Banks as they dive deep into the challenges of cloud operations from the perspective of seasoned practitioners. You'll hear from expert guests—technical leaders, trainers, and consultants with years of hands-on experience—discussing the nuances of modern cloud environments. From AWS to Azure, networking to security, automation to DevOps, each weekly episode equips you with the insights to confidently address tech and business challenges such as resilience, cost management, and performance. Whether you want to hone your skills today or prepare for what’s coming next, Day Two Cloud cuts through the vendor fog to guide you through a shifting IT landscape.","last_synced_at":null,"page_url":"https://stenobird.com/podcast/day-two-devops"},"episode":{"title":"D2DO298: Spacelift Intelligence: Infrastructure Keeping Pace with AI-Enhanced Development (Sponsored)","slug":"d2do298-spacelift-intelligence-infrastructure-keeping-pace-with-ai-enhanced-development-sponsored","published_at":"2026-03-25T16:41:42+00:00","page_url":"https://stenobird.com/podcast/day-two-devops/d2do298-spacelift-intelligence-infrastructure-keeping-pace-with-ai-enhanced-development-sponsored","show_page_url":"https://stenobird.com/podcast/day-two-devops","url":"https://packetpushers.net/podcasts/day-two-devops/d2do298-spacelift-intelligence-infrastructure-keeping-pace-with-ai-enhanced-development-sponsored/","audio_url":"https://feeds.packetpushers.net/link/20975/17305987/D2DO298.mp3","summary":"Infrastructure management is becoming a bottleneck as AI-driven development accelerates the pace of software delivery. This discussion explores how Spacelift Intent and Intelligence use AI and policy-driven automation to bridge the gap between rapid developer needs and stable platform engineering.","meta_description":"Explore the future of IaC with Spacelifit Intent and Intelligence. Learn how AI-enhanced development is reshaping infrastructure automation and DevOps.","key_points":["Main idea: The 'infrastructure bottleneck' occurs when developer velocity, boosted by AI, outpaces the ability of DevOps teams to provide manual IaC updates","Practical takeaway: Spacelift Intent allows for rapid, low-friction infrastructure creation using plain language, which can then be graduated into formal OpenTofu or Terraform code","Failure mode: Relying solely on LLMs to write infrastructure code without guardrails can lead to 'shooting from the hip' and unstable environments","Main idea: Spacelift Intelligence provides visibility into both managed and 'ghost' (unmanaged) infrastructure to prevent operational drift","Practical takeaway: Using policy-as-code (OPA/Rego) is essential when using AI-driven tools to ensure that rapid provisioning remains within safe, deterministic boundaries"],"chapters":[{"start_ms":60000,"title":"The Infrastructure Bottleneck","summary":"An analysis of how the rapid rise of AI-assisted development tools is creating a mismatch between developer speed and infrastructure readiness."},{"start_ms":470000,"title":"Introducing Spacelift Intent","summary":"A look at how Spacelift Intent allows developers to describe infrastructure needs in plain language without the overhead of traditional PR workflows."},{"start_ms":660000,"title":"Graduating from AI to IaC","summary":"How to take AI-generated infrastructure states and transition them into formal, version-controlled OpenTofu or Terraform stacks."},{"start_ms":845000,"title":"Policy-Driven Automation","summary":"Using deterministic policies to prevent AI-generated infrastructure requests from causing catastrophic failures or security breaches."},{"start_ms":1620000,"title":"Spacelift Intelligence & APIs","summary":"Exploring how GraphQL APIs and Spacelift Intelligence provide visibility into managed and unmanaged infrastructure assets."},{"start_ms":2440000,"title":"The Future of Autonomous Provisioning","summary":"Speculating on a future where application code itself communicates infrastructure requirements to an automated intent server."}],"topics":["Infrastructure as Code","DevOps","Artificial Intelligence","Terraform","OpenTofu","Platform Engineering","Automation","Cloud Infrastructure"],"duration_seconds":2634,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/day-two-devops/episodes/d2do298-spacelift-intelligence-infrastructure-keeping-pace-with-ai-enhanced-development-sponsored/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/day-two-devops/d2do298-spacelift-intelligence-infrastructure-keeping-pace-with-ai-enhanced-development-sponsored.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}