Method

If we invented information delivery today — without legacy news baggage — this is what we would build.

We do not have reporters. We automatically discover ground truth from trusted sources, rank for noteworthiness, write in human language without hooks, and show you the primary proof. Curious people — not audiences to manipulate.

On X: @progressproof — same units, scarce distribution.

What we refuse

Headlines designed to capture attention or sway opinion without data
Opinion disguised as information
Volume for its own sake — true but lame still fails
Never admitting error
Black-box “trust us”

Pipeline

trusted sources (RSS · optional X seeds) → truth gate (fail closed) → taste / wonder (noteworthy only) → truth headlines (ground truth, not hooks) → this instrument (sources · notes · live corrections)

Our lane

Events that actually happened for the good of humanity — created, invented, built, discovered, learned, shipped — especially useful AI and human work. We do not deny harm. We do not make doom our product.

Mistakes

We make them. We fix them immediately, live — on the signal and on Fixes.

Open

Executable method: verify.py, pipeline.py, voice.py, site_export.py.

Pipeline is MIT-licensed with the project. Set brand.repo_url when public.

Today