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Field noteCurated reading

Essays on the decisions, trade-offs, and evidence behind OpenFace.

  • perspective
  • engineering
  • operations

Field notes

OpenFace is easier to operate when you understand why its parts exist. These pieces begin with a problem, follow the design decision, and end with links into the reference atlas and practical guides.

Start with the idea

OpenFace v0.6.0: measure the surface, preserve the evidence

How one PostgreSQL event ledger makes views, completed downloads, and active likes measurable, while calmer navigation, tablet-safe Spaces, MCP setup guidance, and a saved logo exploration keep the visible surface reviewable.

OpenFace v0.5.0: move state to a safer operating boundary

How PostgreSQL-backed pipeline state, explicit legacy migration, fail-closed upgrades, clearer repository previews, and parallel validation turn an upgrade into an operator-controlled change.

OpenFace v0.4.0: connect safely, operate auditably

How a stateless MCP boundary, preview-confirmed operations, package adapters, high availability, and an administrator console turn agent access into an auditable platform surface.

OpenFace v0.3.0: make every transition legible

How metric-backed discovery, immediate navigation feedback, Space readiness, readable code, and one shared identity make the hub feel faster without hiding the evidence.

OpenFace v0.2.0: from repository files to a delivery control plane

How Pages, Pipelines, protected environment settings, portable Automations, and exact-head review evidence turn repositories into an auditable delivery workflow.

OpenFace v0.1.0: from repositories to a local AI community

A guided tour of the first public release: repository-backed catalogs, Docker Spaces, GPU workers, auditable automation, and screenshot-driven quality.

Why a local AI hub?

Why the project treats Git repositories and Docker processes as the durable foundation, rather than recreating a cloud catalog in miniature.

Put another set of eyes before merge

How a coordinator, specialist accounts, SHA-bound review, and fail-closed auto-merge form one auditable maintenance conversation.

A Space is an app and a repository

Why a Dockerfile is the useful common denominator for Gradio, static sites, Next.js, Streamlit, FastAPI, and Node.js.

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