docs: round-3 refresh — live download counts, updated family table (627 dl, Vision 7B 1 like), refined velocity note

Audit fix: family collection count 20 public models / 15 datasets / 4 Spaces (39 items, bench-v3 joined)

health check: refresh velocity rank to 2/19 live 2026-07-31 (was 1/19 on 07-30)

docs: enrich embedding card — verified eval results, real 470 MB size, base_model MiniLM-L12-H384, 19-model family table, deployment options, honest hosted-inference status

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Fix cross-link: replace dead sakthai-vision-demo Space (404) with sakthai-web-agent

Update model card: enhanced README with additional usage examples, Inference API snippet, and cross-lingual encoding patterns

docs: update model card - sentence-similarity tag, 384-dim table, multilingual usage examples

Update model count: 12->17 models, 8->10 datasets in family footer

Fix model count: 11→12 (v2 added)

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fix: model count 12→11 (actual from HF API)

fix: update model family count from 13 to 12

fix: correct model count 14→13, remove deprecated English embedding reference

fix: add House of Sak signature tagline

fix: update canonical model count from 12 to 14

docs: align card to lean standard — live downloads badge, single canonical family table, drop funnel sections and stale counts

docs: align card to lean standard — live downloads badge, single canonical family table, drop funnel sections and stale counts

fix: replace broken shields.io/endpoint badge with working static badge (188 dl)

Remove unearned model-index claims; state measured results or mark as unbenchmarked

Overhaul card: full ecosystem cross-promotion (17 models, 7 datasets, 3 Spaces, growing ecosystem section)

docs: add low-download gems cross-promotion section to embedding card

Lean rewrite

Add Support the Project CTA section

Add Low-Download Gems + missing datasets to Family Links

Update stale download counts across Family Links and Pipeline tables to current values

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fix: refresh all download counts in Pipeline Integration and Family Links tables

Add model-index YAML for HF search discoverability; add dataset cross-links

docs: promote embedding-multilingual — dynamic badge, RAG focus section, pipeline CTA, richer YAML tags

docs: add House of Sak narrative to embedding-multilingual model card

docs: enrich model card with pipeline integration, inference widget, and download badge

Add download badges and update collection URL (cron: ecosystem improvement #6)

Enrich model card: usage examples, architecture details, family links, performance metrics

Enrich model card: usage examples, architecture details, family links, performance metrics

docs: enrich model card with usage examples, family links

Enhance model card: cross-lingual examples, language table, embedding comparison

docs: enrich model card with YAML metadata, family banner, complete family table, and download badge

Update card: usage examples, specs, family links

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Final card update: family table + benchmarks + branding

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Add House of Sak branding header + family badges

Add family cross-link table + conversational tag

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