docs: improve README with Model Description, expanded usage, Citation, and cleaned architecture table

Add metadata eval result

Fix architecture table completeness

Improve model card: badges, architecture table, usage examples, verified model-index

fix(model card): remove duplicated subtitle after title correction

fix(model card): align README title with repo id and clean H1

health check report 2026-08-01

2026-08-01: Added Quick Example section with 30-second working tool-calling snippet

docs: improve model card usage, format, inference snapshot

Add eval snapshot cron-eval-Nanthasit-sakthai-context-0.5b-tools-20260801T032221Z.yaml

improve model card: clean badges, add hf-hub usage, fix model-index selection value, note eval artifacts

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health check 2026-07-31: healthy

health check 2026-07-31: issues_found

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fix malformed README link trailing },

fix: restore closing brace in README software citation

fix: remove malformed URL in software citation

eval-updater: add metadata eval 2026-07-31T17:51:01Z

Update family count: 20 public models -> 22 public models

Add real, verified sakthai-bench-v2 results

eval results on bench-v2 (scorer multiset-selection-v2)

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

Update collection footer: 13 datasets -> 14 (sakthai-combined-v11 joined the family collection)

docs: reconcile with concurrent commit 1974aad (Model Description/Limitations/Citation) — fix stale 91.8% -> 91.2% and ~990 MB -> ~988 MB in its Model Description so headline matches the multiset-corrected scoring note

docs: add Model Description, Limitations, and Citation sections to README

docs(round-2): correct bench-v2 selection to multiset-scored 91.2%, fix family-table sizes (0.5b-tools is merged 988 MB not LoRA; embedding 471 MB; tools-v2 73.9 MB LoRA; 7b-128k config-only; plus-1.5b-coder planned), refresh rising-star dataset counts (irrelevance 78, v7 101, bench-v2 92, food-penguin 89), add in-repo inference-check section, update sibling comparisons to corrected 48.2%/57.0%

cron: fix metrics_count to 8 in eval result for sakthai-context-0.5b-tools (run 14)

cron: add eval result #1 for sakthai-context-0.5b-tools (metadata_cron, run 14)

docs: refresh collection/family counts to live state (19 public models, 13 datasets, 4 Spaces)

Fix broken GGUF cross-link: sakthai-context-0.5b-merged-q4_k_m.gguf → sakthai-0.5b-Q4_K_M.gguf (actual file in merged repo)

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

Add cross-links to v2 models (1.5b-tools-v2, 1.5b-merged-v2), bump family count 12->14

Fix model count: 11→12 (v2 added)

Add download badge, Spaces links, and Rising Stars promotion section

fix: remove broken v7 model link from family table

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

chore: expand discoverability tags (agent, ollama, slm, tool-use, conversational)

fix: update model family count from 13 to 12

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

chore: update family table — split tool rows, add v7 and exp models, emoji roles

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

comprehensive model card: full per-category benchmark, baseline comparison, training details, methodology

clean card: trim bloat, keep benchmark + usage + links

cron: add cross-links for new experimental model + datasets (07-29)

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