/blog · playbook notes

Notes from the workshop floor.

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

From Frontier Models to Reliable AI Systems: The Infrastructure Behind the Agentic Shift

AI development is moving beyond isolated model launches. The most important progress now comes from combining frontier models with better voice interfaces, agent harnesses, evaluation systems, memory, scheduling, cost controls, and security.

Sep 23, 2026Read

5 min

From Computer-Use Agents to Local AI: The New Infrastructure of Practical Automation

AI is moving from answering questions to performing work. The clearest examples now span office administration, browser editing, research, enterprise operations, local search, and production observability. Together, they point to a broader shift: useful AI increasingly depends on tools, permissions, retrieval, and deployment architecture—not just model intelligence.

Sep 22, 2026Read

5 min

From Coding Assistants to Agent Operating Systems

AI development is moving beyond the single-assistant model. Instead of asking one system to research, write code, test it, debug failures, and refine the interface, developers are beginning to coordinate specialized agents that work in parallel.

Sep 21, 2026Read

5 min

From Smart Copy/Paste to Full-Duplex Agents: The AI Infrastructure Shift

AI products are moving beyond standalone chat interfaces. The strongest new systems combine specialized models, developer tooling, local hardware, evaluation harnesses, and security controls into complete workflows.

Sep 20, 2026Read

5 min

From Chatbots to Decision Systems: The New Stack for Reliable AI Agents

AI development is moving beyond systems that merely generate text. The emerging stack is centered on models and tools that classify, search, route, supervise, and act. That shift is visible across decision-oriented models, persistent agents, coding-tool interoperability, local inference, and security testing.

Sep 19, 2026Read

5 min

From Model Calls to Governed Agent Systems: The New AI Infrastructure Stack

AI products are moving beyond single-model chat interfaces. The emerging architecture is more composable: specialized models are routed to specific tasks, agents operate inside software environments, multimodal systems perceive and act, and enterprise platforms add evaluation, memory, and governance.

Sep 18, 2026Read

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