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6 changes: 3 additions & 3 deletions skills/ml-product-analysis/SKILL.md
Original file line number Diff line number Diff line change
Expand Up @@ -207,7 +207,7 @@ must belong to the same marketplace.

Build a clean search query from the title or photo description, plus a broadened
fallback query. On Shopee, titles mix Portuguese, English and Chinese, so prepare
**short tokens in both languages** instead of one long phrase.
**short terms in both languages** instead of one long phrase.

### Step 2 — Find analogs

Expand All @@ -220,7 +220,7 @@ Both the keyword and photo paths feed the same analog pipeline:
For the photo route, the image-search results play this role.
- **Shopee:** there is **no image search and no search by meaning**.
Comparables come from the subject's own category plus a title search — and
because titles mix Portuguese, English and Chinese, search **short tokens in
because titles mix Portuguese, English and Chinese, search **short terms in
both languages** rather than one long phrase, then merge the hits.
2. **Augment when recall is thin.** Optionally widen the candidate set using
category and keyword search, or constrain to the subject's category. On Shopee,
Expand Down Expand Up @@ -341,7 +341,7 @@ The seller should never see a system or stack error — only a friendly next ste
the seller to confirm.
- **Search returns nothing:** an empty result for a niche or non-pt-BR query is
normal — retry once with an English or broadened query, then move on. On Shopee,
also try short tokens in the other language before giving up. If search is
also try short terms in the other language before giving up. If search is
temporarily unavailable, say so briefly and rely on the other data.
- **No catalogue or buy-box on Shopee:** never present catalogue status, a buy-box
winner, a buy-box price or a seller count for a Shopee item, and never map a
Expand Down
12 changes: 6 additions & 6 deletions skills/pulse-find-exact-same-product/SKILL.md
Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,7 @@ description: >
o mesmo produto", "anúncios duplicados", "esse produto já existe na Shopee",
"procurar esse item na Shopee". Ask which marketplace when unclear; never mix
the two. On Mercado Livre the shared catalogue anchors a match; Shopee has no
shared catalogue, so matching is a short-token title search confirmed by
shared catalogue, so matching is a title search on short terms, confirmed by
brand, category and a plausible price band, and photo search is unsupported
there.
---
Expand Down Expand Up @@ -147,10 +147,10 @@ numbers.
widen to a title search inside the category if that set is thin.
- **Shopee:** title search is a **literal substring match**, and item titles mix
Portuguese, English and Chinese. So:
- search several **short tokens** instead of one long precise phrase — a long
- search several **short terms** instead of one long precise phrase — a long
phrase typically returns nothing at all;
- try both the Portuguese and the English wording of the same token;
- **scope the search to a category**, because a short generic token on its own
- try both the Portuguese and the English wording of the same term;
- **scope the search to a category**, because a short generic term on its own
comes back full of unrelated bundles and accessories.
- Prefer a compact candidate set first, then broaden only when recall is clearly
too low.
Expand Down Expand Up @@ -225,11 +225,11 @@ enough. Empty field → `—`; never guess or fabricate.
whether a Mercado Livre product is also on Shopee, run the search twice and
report the two sides separately.
- **No image-similarity search on Shopee:** say so in one short sentence and
offer the token search based on your own reading of the photo instead. Never
offer a term search based on your own reading of the photo instead. Never
imply a photo match was performed.
- **Nothing found on Shopee:** an empty result is a floor, not a verdict —
coverage includes only items with at least one lifetime sale, and a literal
title search misses the wordings you did not try. Offer to try other tokens
title search misses the wordings you did not try. Offer to try other terms
or another category.
- **Market data temporarily unavailable:** retry once quietly; if it is still
down, say market data is temporarily unavailable and to try again shortly.
Expand Down
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