/blog · playbook notes

Notes from the workshop floor.

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

From Authenticated Browsers to Sovereign Model Routing: The New AI Infrastructure Stack

AI is moving beyond chat interfaces into systems that browse, execute code, access enterprise data, handle voice, and produce structured outputs. The important shift is not simply that models are becoming more capable. It is that developers are building the surrounding infrastructure needed to make those capabilities useful, controllable, and affordable.

Sep 16, 2026Read

5 min

From Chatbots to Reliable AI Systems: Agents, Local Models, and Production Guardrails

AI development is moving beyond chat interfaces. The emerging systems combine persistent agents, tool access, browser and computer control, local models, evaluation harnesses, and deterministic software safeguards.

Sep 15, 2026Read

5 min

From MCP Skills to HolmesGPT: Building Reliable Enterprise AI Agents

AI is moving beyond chat interfaces into systems that discover capabilities, investigate failures, and operate inside production workflows. That shift creates major opportunities for developers and enterprises—but it also raises a fundamental engineering requirement: capable agents must be observable, permissioned, and continuously verified.

Sep 14, 2026Read

5 min

From Hosted Agents to Local Models: Building Reliable AI Developer Systems

AI development is moving beyond isolated model calls. The emerging stack combines hosted agent infrastructure, local inference, observability, security controls, and stronger evaluation. The common requirement is reliability: systems must execute tasks, use tools safely, recover from failure, and remain maintainable after deployment.

Sep 11, 2026Read

5 min

From Cheap Open Models to Auditable Enterprise Agents

AI is moving beyond standalone chat interfaces. The most important progress now concerns the full deployment stack: affordable models, local execution, multimodal tools, enterprise data access, evaluation, security and physical-world interaction.

Sep 10, 2026Read

5 min

From GPT-6 Astra to Rust CUDA: The New Stack for Agentic Enterprise AI

AI is moving beyond question-answering toward systems that complete multi-step tasks. The emerging stack combines autonomous agents, search, computer use, model routing, scalable databases, specialized hardware, and stronger security controls.

Sep 9, 2026Read

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