
Drowning in AI Images? Build a Contact Sheet You Can Actually Review
Build an uncropped, labeled contact sheet and source manifest for campaign candidates. A tested local Pillow workflow keeps creative reviews tied to the right files.
BY JASON EAD
Original guides and analysis about coding tools, models, GitHub projects, agents, and creative AI workflows.

Build an uncropped, labeled contact sheet and source manifest for campaign candidates. A tested local Pillow workflow keeps creative reviews tied to the right files.

ASCII Studio lets you drop any photo into your browser and watch it transform into detailed ASCII art instantly. Zero setup, zero cost, and completely private — your images never…

No install, no code, no math degree required. Open a link and watch infinite mathematical beauty unfold under your fingertips — a zero-setup journey into the Mandelbrot set that feels…

One URL. Zero installs. An infinite mathematical universe you can zoom into forever. The Mandelbrot Fractal Generator turns your browser into a portal to one of mathematics' most beautiful objects…

One shell script. Official upstream builds. Full Hugging Face registry. Launch OpenCode, Codex, or Copilot against your local model in seconds. Corral gives you Ollama's ease without the daemon, the…

Your local model runs. Now make it survive production traffic. KV cache math that OOMs GPUs, the two-instance pattern, six config knobs that matter, and load-testing with real traffic.

One URL. Zero installs. 155+ generative art pieces, games, and interactive toys — each a self-contained HTML file that runs instantly. Open the gallery, pick a surprise, and watch code…

Make decimal input and rounding stages explicit in an AI quote handoff. Reproduce the one-cent policy difference and 13 runtime tests before adapting the calculation.

Meta's Muse Glimmer 30B runs on a consumer GPU, handles 128K context, processes images, and beats larger models on agentic benchmarks — all offline, Apache 2.0, ready via llama.cpp or…

Find intended files that ordinary Git status can omit. Reproduce indexed, ignored, untracked and missing handoff states with seven isolated checks.

Catch duplicate lookup keys and unmatched accounts before a data join multiplies your AI workflow records. Reproduce the pandas example with 12 runtime tests.

Measure, normalize and re-measure a saved WAV with FFmpeg. Reproduce a two-pass audio drill with five real checks before adapting it to your promo workflow.

Audit missing model-evaluation grades before trusting a perfect score. Reproduce a CSV coverage report with 11 tests and explicit denominators.

Reproduce a passing thin test suite, an F821 finding and a real NameError, then repair the code and test the missing behavior before accepting a coding task.

Build a local SQLite FTS5 procedure-search baseline. Reproduce useful keyword hits and a revealing synonym miss before comparing more complex retrieval.

Reject duplicate JSON keys before a default parser silently keeps the last value. Test nested and escaped duplicates, non-finite values and the raw-text boundary.

Check the exported video, not just the progress bar. Test dimensions, pixel shape, duration and required audio, then decode selected streams before handoff.

Catch repeated and nonexistent local times before an AI-assisted request reaches a calendar. Build a tested New York conversion boundary with explicit human choices.