catalog: sync geo-index sha + version bump to 2026.05.0

geo-index: rebuild 2026-05-13 with eBird filter (yellow-warbler regression fix)

fix(metal): upload inline-shader dylib to canonical remote_name (accel_core_mac_arm64_v1.bin)

catalog: bump gdino_metal -> 2026.05.1 with new dylib sha (inline shaders fix)

fix(metal): inline shaders + .mlmodelc cache fix (resolves Justin's Bundle.module fatal)

cleanup: drop 8 legacy land-region embedding folders (~120 files)

manifest: bump manifest_version -> 12 (catalog parity)

catalog v12: gdino_metal dylib cache-aware compile fix (v0.9.0)

gdino-metal: cache-aware compileMLPackageIfNeeded -- skips re-compile if .mlmodelc exists

manifest: bump manifest_version -> 11 (catalog parity)

catalog v11: revert windows_gpu ORT to WinML 2.0.325 (DML-capable) -- bare ORT 1.25.1 lacked DML EP, BioCLIP fell back to CPU; native dx12 GDino now default so 1.24.4 fp16 issue is no longer hot path

manifest: bump manifest_version -> 10 (catalog parity)

catalog v10: add gdino_dx12 (native HLSL/D3D12 GDino, win32, ~330 MB)

gdino_dx12: weights.json metadata sidecar for win32 native backend

gdino_dx12: native HLSL/D3D12 GDino weights bundle (345.9 MB) for win32

manifest: bump manifest_version -> 9 (catalog parity)

catalog v9: windows_gpu ORT -> 1.25.1 (fixes 0-detections on fp16 GDino)

windows-gpu: ORT 1.25.1 onnxruntime.dll (Microsoft.ML.OnnxRuntime NuGet) — 1.24.4 produced 0 GDino detections on fp16

manifest: sync to catalog model.version 2026.05.1 (BioCLIP graph external_data fix)

catalog: bump model.version -> 2026.05.1 for fixed external_data ref

bioclip: fix external_data ref to bioclip2.onnx.data (was bioclip2-no-ln.onnx.data)

manifest: sync to catalog v8 (BioCLIP no-LN + GDino v8 shas + remote_name)

catalog: gate model.platforms — Apple Silicon uses bioclip_metal, not ONNX

catalog v8: BioCLIP-no-LN + windows_gpu DLL pair

Update Windows GPU runtime: accel_directml_win_x86_64_v1.dll

Update Windows GPU runtime: accel_ort_win_x86_64_v2.dll

Update BioCLIP-no-LN: bioclip2_no_ln_v1.onnx.data

Update BioCLIP-no-LN: bioclip2_no_ln_v1.onnx

catalog: sync geo-index v1.2 (phase 32, 234 countries)

geo-index v1.2: expand to 234 countries (phase 32)

hotfix: correct sha256 + bump versions for detection_categories + geo-index

geo-index v1.1: add abundance_signals from phase 31 rarity merger

Remove obsolete uncompressed geo-index.json (replaced by geo-index.json.gz)

phase 30.3: gzipped geo-index (427MB -> 105MB)

phase 30.3: update catalog.json

phase 30.3: update catalog.json

phase 30.3: update manifest.json

phase 30.3: update embeddings-worms.bin

phase 30.3: update embeddings-tunicates.bin

phase 30.3: update embeddings-sponges.bin

phase 30.3: update embeddings-sharks.bin

phase 30.3: update embeddings-reptiles_amphibians.bin

phase 30.3: update embeddings-plants.bin

phase 30.3: update embeddings-other_invertebrates.bin

phase 30.3: update embeddings-other_insects.bin

phase 30.3: update embeddings-orthoptera.bin

phase 30.3: update embeddings-odonata.bin

phase 30.3: update embeddings-nudibranchs.bin

phase 30.3: update embeddings-molluscs.bin

phase 30.3: update embeddings-mammals.bin