Seamless: content-addressed computation and caching
Content-addressed caching for Python and shell with checksum-based result sharing.

Government LIDAR data powers UK-specific solar estimates when Project Sunroof doesn't cover Britain.
UK homeowners and renters considering plug-in solar panels
Google Project Sunroof · PVWatts Calculator · Energy company solar estimators
It uses UK government LIDAR data to reflect the actual skyline, so it knows whether there's a building or a hill blocking the sun.
Caveats: - Outside LIDAR coverage (most of Scotland and Wales) it falls back to a synthetic horizon (less accurate). - Trees and recent developments (post-2022 or so) may not be in the data, and some address placements could be off (geocoding via OSM).
Feedback on the shading model especially welcome.
Content-addressed caching for Python and shell with checksum-based result sharing.
Zero-copy pointer sharing between independent binaries via ASLR manipulation.
Checksum-based computation identity beats Make and DVC for reproducible pipelines.
Long-polling OTP extraction solves real 2FA bottleneck for agentic workflows elegantly.
Austin-only crime lookup when SpotCrime and NeighborhoodScout cover more ground.
PVGIS-backed solar comparisons beat manual calculator spreadsheets for homeowners.