Notes on coordination, shipping, and the layer between them.
What we're learning while building the coordination layer for product teams. Long enough to be useful, short enough to read on the way to standup.
- Context Engineering: Why Your Prompts Aren't the Problem Winning teams focus on context engineering, not prompts. Structure your information environment to maximize AI agent performance. →
- The Harness Is Everything: Why Your AI Coding Agent Keeps Failing Environment design, not model selection, determines AI agent success through structured harnesses that manage tools, context, and feedback loops. →
- What Separates Good AI Dev Teams From Great Ones Great AI development teams excel by perfecting the specification phase before code generation, not by using better tools. →
- Why Intent Is the New Bottleneck in AI Development AI speeds up coding but loses product intent in handoffs, creating well-structured solutions to wrong problems. →
- The Shift to Spec-Driven Development Spec-Driven Development gives AI and humans a shared language for intent, turning specifications into the primary artifact. →
- How Planning Impacts AI Coding Detailed planning significantly improves AI coding quality, correctness, and consistency across multiple coding assistants. →
- Using Devplan in Practice Learn how Devplan streamlines AI-assisted development through structured specs, automated workflows, and efficient feature execution at scale. →
- How to Use AI to Code for Beginners A beginner's guide to building your first web app using AI tools, modern development stack, and structured planning. →
- Outcome-Based Agile A pragmatic delivery model that prioritizes business outcomes and customer impact over sprint velocity and activity metrics. →
- Introducing the Devplan CLI Devplan launches a command-line interface that bridges product planning and code execution within AI-enabled IDEs. →
- The New Era of Building AI coding demands structured thinking and clear requirements to succeed in production-grade software development. →
- Meet Devplan Devplan is an AI-powered workspace that transforms product ideas into execution-ready plans and working prototypes in minutes. →
- Linear Integration Now Live Devplan launches Linear integration, enabling users to export PRDs, features, and tasks directly to Linear with one click. →
- The AI Shift in Product Management AI transforms product management from intuition-based to data-driven decision-making, enabling better roadmaps and competitive advantages. →
- Generative AI for Product Managers AI tools help product managers automate busywork, enabling focus on strategy and customer understanding. →