Visual course · EN
From 2.537 packages to an honest queue
A mission with one rule: never confuse a claim with a customer. Eight lessons on contracts, adversarial gold sets, receipts, validator loops, strict WTP and a queue that refuses to pad.
2.537
packages frozen
1.252 bookmarks + 1.285 YouTube transcripts, read-only, zero contamination.
8.820
signal rows
Every one a verbatim quote at an exact byte locator. 1.225 aliases tracked, never double-counted.
7
WTP signals
Only observed payments survive: numeric money + buyer verb + no advice markers.
17
WATCH candidates
Real ICP + real pain + cheapest falsification test. 0 DO_NOW — honestly.
Lessons
01The contract: evidence first, never vibes
02The pipeline: five deterministic gears
03The gold set: 40 adversarial cases before any scale
04The extractor: receipts, dedupe and honest abstention
05The validator loop: FAIL is the tuition
06Strict WTP: the difference between "you can charge" and "they paid"
07The queue: 53 clusters, 17 survivors, zero padding
08Reproduce everything: the audit trail in five commands
Built deterministically. Every number regenerates with
node run-extract.mjs --verify and node run-queue.mjs --verify.