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40 changes: 39 additions & 1 deletion .claude/knowledge/bf16-hhtl-terrain.md
Original file line number Diff line number Diff line change
Expand Up @@ -183,9 +183,47 @@ M3 P2 Bucket-only retrieval (no Slot V) ≥90% ≥90% quality <
of full BF16 quality?
M2 P3 4096 terminal buckets correlate with MI > 0.6 MI < 0.3 NOT RUN
COCA vocabulary?
M4 P4 HHTL termination: what % at each level? >60% HEEL >60% LEAF NOT RUN
M4 P4 HHTL termination: what % at each level? >60% HEEL >60% LEAF RAN 2026-08-11
-> FAIL DIRECTION
```

### M4 — RAN 2026-08-11 (OSM form), result: **terminates at TWIG, not HEEL**

Harness: `openstreetmap-website-rs/src/bin/tier_probe.rs` (already written for
this queue entry; never run until now). Two real extracts, deliberately one
dense and one sparse. Features per tile, by cascade tier:

| tier | Berlin — city, 2.52 M features | Iceland — overland, 0.65 M features |
|---|---|---|
| | tiles / med / p95 / max / fit≤30 | tiles / med / p95 / max / fit≤30 |
| heel z8 | 2 / 1,564,647 / — / 1,564,647 / 0.0 % | 58 / 3,838 / 34,985 / 202,296 / 20.7 % |
| hip z16 | 8,065 / 206 / 996 / 3,844 / 16.4 % | 178,962 / 1 / 8 / 1,067 / 95.2 % |
| twig z24 | 2,435,641 / 1 / 1 / 20 / **99.7 %** | 649,093 / 1 / 1 / 7 / **99.9 %** |
| leaf z32 | 2,513,559 / 1 / 1 / 11 / 99.8 % | 652,314 / 1 / 1 / 7 / 99.9 % |

**Against the stated gate this is the FAIL direction**: termination is not at
HEEL, it is at TWIG — 99.7 % of Berlin's twig cells hold exactly one feature.
Two consequences worth carrying, both measured rather than argued:

1. **There is no coarse bucket to compress *into* below hip.** Occupancy jumps
~200× between twig (1) and hip (206) on Berlin, then ~7,600× to heel. Any
LOD/decimation scheme therefore has exactly one useful bucketing level —
the hip cell — and "bucketing > resolution" (Iteration 5, above) holds only
at and above it.
2. **Density is a property of the extract, not of the zoom.** Berlin and
Iceland differ ~200× at hip and converge to 1 by twig. A decimation rule
keyed on *zoom alone* is therefore mis-specified for one of them; the
occupancy of the cell is the discriminating quantity.

Scope, stated so it is not over-read: this is M4 in its **OSM point-feature**
form. It says where a geographic cascade terminates on real planet data. It
does **not** measure HHTL termination for embedding fingerprints, which is the
form P2–P4 address and which remains NOT RUN.

Consumer: `q2/crates/cockpit-server/src/osm_features.rs` (`row_budget`), whose
overview branch is labelled CONJECTURE against finding (1) — it strides rows
where the cascade answer is one representative per occupied hip cell.

## Probe Routing

| ID | Harness | Status |
Expand Down