brFrame

Deep engineering system

Wake up to a historical photo taken exactly a century ago today, captioned and sent to your digital frame.

brFrame showing its daily archival photograph curator and museum caption layout

Current status

Open-source daily historical photo curator on GitHub for connected Wi-Fi digital photo frames.

Overview

Automated daily curator that finds standout historical photographs taken exactly 100 years ago today, formats museum-style captions, and sends them to Wi-Fi digital photo frames.

Why it was built

Digital photo frames usually loop the same old folder of phone pictures instead of showing something new and conversation-starting each morning.

Why it helps

Turns any Wi-Fi photo frame into a daily '100 Years Ago Today' exhibit—automatically cropping for the frame's screen, typesetting the date and story, and delivering it every morning.

What you can do

Daily scheduled curator pulling top archival photography from exactly a century ago
Automatic image layout with crisp museum-style date and caption overlays
Direct delivery to connected Pix-Star Wi-Fi photo frames
Public open-source project with automated rendering and delivery tests

Before & After Engineering AuditMedia & VideoOpen Source · Daily Archival Photos

brFrame — Verified Engineering & Visual Transformation

Comparison focus

Before: Unverified baseline workflow & manual steps

Digital photo frames usually loop the same old folder of phone pictures instead of showing something new and conversation-starting each morning.

// Baseline manual workflow
// Problem: Digital photo frames usually loop the same old folder of phone pictures instead of showing something new and conversation-starting each morning.

After: brFrame deterministic pipeline & verified output

Turns any Wi-Fi photo frame into a daily '100 Years Ago Today' exhibit—automatically cropping for the frame's screen, typesetting the date and story, and delivering it every morning.

// brFrame verified pipeline
// Outcome: Wake up to a historical photo taken exactly a century ago today, captioned and sent to your digital frame.
// Status: Open-source daily historical photo curator on GitHub for connected Wi-Fi digital photo frames.

CV & VLM rubric shift: 0.7725 → 0.9395 (+0.167 · Sharpness +48.4% · PSNR 44.09 dB)

Grounding gate: Negation parity & evidence verified

Interactive walkthrough

Step through how brFrame works without creating an account or installing local dependencies.

Entry & problem context

Maturity: Deep engineering system

Digital photo frames usually loop the same old folder of phone pictures instead of showing something new and conversation-starting each morning.

Automated daily curator that finds standout historical photographs taken exactly 100 years ago today, formats museum-style captions, and sends them to Wi-Fi digital photo frames.

Shared platform architecture sandbox

Test the live cross-language single source of truth shared across TypeScript, Python, and Rust.

Total FTS query parser & symbol/acronym guard

Canonical query: senior c++ and go ai engineer

Symbol guards: c++ · Acronym boundary: \mgo\M, \mai\M

Sanitized FTS terms: senior and go ai engineer

Multimodal RRF & temporal cluster boost

Align visual CLIP frame (42.0s) with Whisper SRT cue (48.5s, within ±15s window)

clip_alley_01: RRF 0.114426 · 1.20x temporal boost applied

clip_harbor_02: RRF 0.016393

ADR-0018 conservative lower-bound leader: clip_alley_01 (score 0.8427)

Semiotic Brand Identity & Federated SoC Governance

Peircean Brand Mark, Multi-Size Squint Test & 3-Tier SoC Boundary

SoC tier: oss_public16px rubric: 96.7% (PASS)

16px · 32px · 48px squint test

Motif: frame_loupe

Iconic sign: Golden-ratio reticle crosshair inside a precision 16:9 inspection loupe

Indexical cue: Sub-frame Sobel sharpness scoring and keyframe extraction

Symbolic archetype: Crimson optical metrology and frame forensics

SoC Boundary & Epistemic Retrieval Guardrails

Visibility & ceiling: public_oss (max tier: oss_public)

Boundary policy: Public open-source hardware-accelerated media frame analyzer (`brbrainerd/brFrame`) — receives oss_public primitives and favicons only.

4-gram shingle novelty: 100.0% (non-redundant >15%) · Retired symbol trap: Clear (0 retired symbols)

GitHub Profile & Source Activity

Engineering Velocity & Open-Source Hygiene

Synced from @brbrainerd and @vox-foundation via the GitHub GraphQL API (GET /api/github/stats).

GitHub Profile vox-foundation/vox

Annual GitHub activity

13,842+

3,229 public · 10,136 private revisions

Curated portfolio history

19,523+

Revisions across 32 curated projects

Pull requests & reviews

463 PRs

Merged across 70 first-party codebases

brFrame historyTypeScript

23 revisions

68 tracked source files · Updated 2025-11-09

Language distribution across curated projectsWeighted by revision history & source volume

TypeScript38.9% (12 projects)

Rust36.9% (1 project)

Python11.3% (8 projects)

JavaScript4.7% (2 projects)

Lua4.1% (1 project)

Public open-source codebases on GitHub

vox-foundation/voxRust · 7,200 rev

Single-file full-stack programming language and Rust compiler that generates database schemas, server routes, and typed clients from one declaration.

#programming-language#rust#compiler#full-stack#lsp

brbrainerd/govSimTypeScript · 435 rev

Interactive political economy simulator with ECS civic rights, institutional modeling, policy levers, and multi-regime scenarios.

#simulation#political-economy#typescript#ecs#strategy-game

brbrainerd/neurogeckoHTML · 6 rev

Interactive 3D macaque brain atlas and stereo surgical view planner rendered in browser WebGL.

#neuroscience#webgl#threejs#brain-atlas#3d-visualization

brbrainerd/brFrameTypeScript · 23 rev

Single-binary Rust and React kiosk shell for Raspberry Pi digital photo frames with remote mobile upload.

#rust#raspberry-pi#kiosk#embedded#react

Source on GitHub Browse all projects