Notes from the AI product workbench.

Scrum and Jira were built for a world where humans wrote every line. As agents one-shot the build, the bottleneck moves to the spec, to coordination, and to shared context. This is our case for a new SDLC, Spec-Driven Delivery, and the cadence that replaces the sprint, built to keep teams together as agents threaten to pull them apart.

• manifesto
• spec-driven-delivery
• sdlc
• agent-native
• product-development

Agent-native engineering isn't giving every engineer a coding agent. It's restructuring the team so agents are the ICs, engineers are tech leads, and PMs ship product themselves. Here's what changes, and what breaks if you don't catch up.

• agent-native
• background-agents
• engineering-orgs
• product-development

The next unlock for coding agents isn't smarter models. It's shared cloud environments and shared skills, so a team's hard-won context survives the people who built it.

• cloud-environments
• shared-skills
• agents
• team-collaboration

Lovable and Replit are great for the first idea. They start to crack the moment a real team, a real codebase, and a real customer show up. Here's the handoff that actually works.

• lovable
• replit
• production
• team-collaboration

Harvey AI, valued at $8B+, built an internal platform called Spectre to move coding agents from laptops to the cloud. Every company using AI agents will need this. Here's what they learned.

• ai-agents
• infrastructure
• cloud-agents

The shift from local coding agents to cloud-based execution is inevitable. Preview environments are trending toward instant and free. Here's why the future of development is in the cloud.

• cloud-agents
• preview-environments
• developer-experience

Coding agents made individual engineers 10x faster. But the rest of the product team still files tickets and waits. The next shift isn't faster agents. It's the whole team shipping together.

• collaboration
• product-development
• ai-agents

The software development lifecycle was designed for a world where writing code was the bottleneck. AI changed that. Here's what the new SDLC looks like.

• sdlc
• product-development
• ai-agents