VLM data autoresearch · 20 completed runs

One baseline.
Nineteen branches.

A research map, not a leaderboard. Each run appears where its idea belongs. Lines show inheritance; the coloured card header shows what kind of intervention the agent tried.

mixture order / stage scale / repeat filter new data

Branches show descent, not rank

01 / 20 runs revealed
Branching map of VLM data experiments The diagram grows from a cleaned baseline through nineteen experiments. Connections show parent recipes. Each rectangle names the run and its idea; header colour shows intervention type. Position does not encode performance.

The bet

What it taught

Lineage

0branch depth
3direct children
04 Augcompleted

Use the arrows, slider, or select any revealed node

The shape of the search

The search began broadly: change the allocation, change the order, or import new data. The first useful result—upweighting scarce categories—became the trunk for most of the work that followed.

Two deep families emerged. One investigated short-answer stages and curricula. The other removed generic vision and caption data, then became a test bed for wrap position, filtering, visual dependence, and science data.

The branching is the important result. Several ideas that looked promising in one recipe failed when transplanted to another. Quality filtering, terse endings, and staging were not independent knobs; their effect depended on the branch around them.

The final run kept nearly the same ingredients but reordered them. Its large change made the campaign’s cleanest warning visible: when order and run noise can move outcomes this much, small differences between recipes should not be over-read.

Source: the public tracker’s completed-run table, event timeline, and 64-round logbook for ndrugov/vlm-data-autoresearch. The map includes the cleaned baseline and all 19 completed post-clean experiments; failed launches and pre-clean runs are excluded. Position encodes conceptual family only. The visual-max parent is revealed before visual-anneal so the lineage reads in causal order.