/blog · playbook notes

Notes from the workshop floor.

Slow, careful posts on what we've learned shipping AI-native apps.

From Repository Agents to Enterprise Workflows: The New Operating Layer for AI

AI development is moving beyond chat interfaces and autocomplete. The emerging systems can inspect repositories, modify files, run tests, coordinate with other agents, and operate inside business workflows. This shift creates new opportunities for developers and enterprises—but also turns permissions, evaluation, memory, and observability into essential engineering concerns.

Sep 29, 2026Read

5 min

From Chatbots to Governed Agent Systems: The New Stack for AI Development

AI is moving beyond answering questions. Modern systems can inspect repositories, call APIs, operate browsers, write and test software, manage long-running tasks, and generate finished media. This shift is creating a new technical stack built around persistent execution, secure permissions, observability, local hardware, and specialized interfaces.

Sep 28, 2026Read

6 min

From Portable AI Memory to Physical Agents: The New Developer Stack

AI development is moving beyond standalone chat interfaces. The emerging stack combines portable memory, discoverable skills, local agent workspaces, generated software, stronger testing, and systems that can act in the physical world.

Sep 27, 2026Read

5 min

Agent Infrastructure, Memory, and Multimodal Tools Are Reshaping Enterprise AI

AI development is moving beyond chat interfaces and isolated coding assistance. The emerging production layer combines autonomous agents, multimodal interaction, reinforcement-learning environments, specialized developer tools, and infrastructure designed for massive parallel execution.

Sep 26, 2026Read

5 min

From Copilot OS to Secure Coding Agents: The New Enterprise AI Stack

Enterprise AI is moving beyond standalone chat interfaces. The emerging stack combines persistent workplace assistants, frontier models, local execution, developer-controlled agent harnesses, evaluation systems, and strict security boundaries.

Sep 25, 2026Read

5 min

From Persistent Coding Agents to Ambient AI Hardware: Building Reliable Enterprise AI

AI is moving beyond chat interfaces into persistent workflows, developer environments, business processes, browsers, and physical devices. The most important shift is not simply that models are becoming more capable. It is that companies are building the infrastructure, security controls, and hardware needed to make AI systems operate continuously and responsibly.

Sep 24, 2026Read

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