ORCHESTRA / ARCHIVE ORBIT SIMULATION

Give every footage month a turn.

Run a tiny training batch through a six-month archive and watch the sampler spread its archive draws across the months it can use.

Fictional clips and counts. This browser demo reads no recordings, calls no model and reports no live training state.

06MADE-UP
MONTHS

THE ARCHIVE / UTC FOOTAGE MONTHSix pools in orbit

SYNTHETIC

READY pick a batch

MAY00draws

JUN00draws

JUL00draws

AUG00draws

SEP00draws

OCT00draws

FOOTAGE MONTH

SAMPLE → TRAINING QUEUE

Pool sizes are invented. A month with no eligible clips cannot be selected.

01 / SAMPLER

Set the draw.

MONTH BALANCED

Choose a month-selection rule Month balancedChoose among eligible months with the fewest draws so far.DEFAULT Pool proportionalIllustrative comparison: larger synthetic pools are picked more often.COMPARE

Archive drawsRun a batch through the selected rule

Ready · synthetic archive loaded

02 / BATCH READOUTNO DRAWS YET

Months represented: 0of 6
Largest month gap: —draws

Recent archive draws0 / 24

Your sample trail will appear here.

What to notice
Balanced draws give eligible footage months a turn even when their synthetic pools are small.

HOW THE REAL SAMPLER RULE WORKS

Fair turns, inside a bounded batch.

Choose live or archive

The existing source mix decides whether a draw comes from live material or the archive.

Find eligible months

For an archive draw, footage timestamps group usable clips by UTC month. Undated clips stay out while dated options exist.

Give the least-drawn a turn

The sampler picks among eligible months tied for the fewest archive draws, then applies the existing fresh/stale choice within that month.

Scope: This simulation isolates month selection. It does not show the full training quotas, item reuse caps, held-out sites, GPU schedule or production exposure ledger. The new sampler code is in Research; this demo does not claim it is running in production.

See the full synthetic pipeline walkthrough Read the latest project updates