Blog

• Wait, What?? Weekend Edition: Gemma 4 — Google's Open Model Finally Grew Up

  April 11, 2026 · 4 min read

  Four sizes, a 256K context window, video and audio understanding, and math that went from failing to near-perfect. And you can run the small ones on a Raspberry Pi.

  modelsopen-sourceedge-aimultimodal
• Wait, What?? Wednesday's: Agent Harnesses — It's Just a While Loop

  April 8, 2026 · 7 min read

  Codex, Claude Desktop, Pi, OpenClaw — the hottest AI products are scaffolding wrapped around a model in a loop. Strip the paint and you'll find a while loop. Literally.

  agentsharnessesllm
• Wait, What?? Wednesday's: AgentFS — Your AI Agent's Filing Cabinet

  April 1, 2026 · 4 min read

  One file holds your AI's fake folders, its memory, and a play-by-play of every tool it used. It's not magic — it's a very old trick, finally aimed at chatbots.

  agentsharnessessqlitedatabases
• Building an Agent Framework: Production Patterns

  March 31, 2026 · 11 min read

  Part 3 — privacy-preserving history processors, context budget management, structured logging, OpenTelemetry tracing, usage metrics in Elasticsearch, and graceful degradation.

  agentselasticsearchobservabilityopentelemetrypydantic-aipythonproduction
• Building an Agent Framework: MaaS — MCP as a Service

  March 24, 2026 · 12 min read

  Part 2 — FastMCP multi-server proxy, SkillsDirectoryProvider for git-backed skills, RBAC via tag/filter transforms, helper tools, and transports.

  agentspydantic-aimcpfastmcpskillspythonarchitecture
• Building an Agent Framework: Architecture & Elasticsearch-Backed Memory

  March 17, 2026 · 11 min read

  Part 1 of a series on building a production agent framework with PydanticAI, FastMCP, and Elasticsearch — covering the quad-core memory system and hybrid search.

  agentselasticsearchpydantic-aimcppython