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Datasets:
sosa123454321
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ecoai-knowledge

Tasks:
Text Retrieval
Question Answering
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json
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Persian
English
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< 1K
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grants
rfp
patents
wildfire
iran
RAG
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site-findexpert-1
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tool
en
FindExpert.ir ecoAI
FindExpert.ir is a university–industry bridge for Iran: grant finder, RFP finder, proposal draft, patent draft, academic writing, green business plan, Telegram @FindExperts_bot. Heavy ML (Prithvi, 14B LoRA) is not run on the site.
https://findexpert.ir
[ "findexpert", "iran", "university-industry" ]
site-findexpert-1-fa
kb
tool
fa
FindExpert.ir ecoAI
FindExpert.ir پل دانشگاه و صنعت در ایران است: یابنده گرنت، فراخوان‌یاب، پیش‌نویس پروپوزال، پتنت، مقاله علمی، طرح کسب‌وکار سبز، ربات تلگرام @FindExperts_bot. مدل‌های سنگین در سایت اجرا نمی‌شوند.
https://findexpert.ir
[ "findexpert", "iran", "university-industry" ]
bot-telegram-1
kb
tool
en
Telegram bot @FindExperts_bot
Reply keyboard: grant, RFP, proposal, analyze grant, patent, academic paper, business plan, Hugging Face catalog, reports. Same modules as the bottom-right chat on the website.
https://t.me/FindExperts_bot
[ "telegram", "bot" ]
bot-telegram-1-fa
kb
tool
fa
ربات تلگرام @FindExperts_bot
منوی دکمه‌ای: گرنت، فراخوان، پروپوزال، تحلیل گرنت، پتنت، مقاله، طرح کسب‌وکار، کاتالوگ Hugging Face، گزارش‌ها. همان ماژول‌های پنجره چت پایین سایت.
https://t.me/FindExperts_bot
[ "telegram", "bot" ]
grant-gef-sgp-1
kb
grant
en
GEF Small Grants Programme (SGP)
UNDP/GEF SGP funds community environmental projects: biodiversity, climate, land degradation. Useful for Iranian NGOs and university–community pilots. Always check current country windows and eligibility on the official SGP site.
https://sgp.undp.org/
[ "grant", "gef", "climate", "community" ]
grant-gef-sgp-1-fa
kb
grant
fa
برنامه کمک‌های کوچک GEF (SGP)
SGP برنامه UNDP/GEF برای پروژه‌های محیط‌زیستی جامعه محلی: تنوع زیستی، اقلیم، تخریب زمین. مناسب NGO و پایلوت دانشگاه–جامعه. مهلت و شرایط را از سایت رسمی چک کنید.
https://sgp.undp.org/
[ "grant", "gef", "climate" ]
grant-horizon-climate-1
kb
grant
en
Horizon Europe climate & cluster 5/6
EU Horizon Europe Cluster 5 (climate, energy, mobility) and Cluster 6 (food, bioeconomy, environment) often need a European partner. Iranian teams typically join as associated / third-country partners when the call allows. Use FindExpert grant finder for live calls.
https://research-and-innovation.ec.europa.eu/funding/funding-opportunities/funding-programmes-and-open-calls/horizon-europe_en
[ "grant", "horizon", "eu", "climate" ]
grant-adaptation-fund-1
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grant
en
Adaptation Fund / GCF project logic
Climate adaptation proposals need: hazard (drought, flood, wildfire), exposed assets, vulnerable groups, measurable outcomes, country NDA alignment. Wildfire early-warning (FIRMS + local sensors) can be framed as disaster-risk reduction, not as running Prithvi in production.
https://www.adaptation-fund.org/
[ "grant", "adaptation", "wildfire" ]
grant-adaptation-fund-1-fa
kb
grant
fa
منطق پروپوزال صندوق سازگاری / GCF
پروپوزال سازگاری اقلیمی باید خطر (خشکسالی، سیل، حریق)، دارایی در معرض، گروه آسیب‌پذیر، خروجی قابل اندازه‌گیری و هم‌راستایی NDA کشور را داشته باشد. هشدار حریق با FIRMS را به‌عنوان کاهش ریسک بنویسید نه اجرای مدل سنگین.
https://www.adaptation-fund.org/
[ "grant", "adaptation", "wildfire" ]
rfp-uni-industry-1
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rfp
en
University–industry RFP pattern
Typical RFP for applied research: problem statement from industry, deliverables, IP clause, timeline, eligibility (faculty / spin-out). Iran TAP / parliamentary 21-article plans aim to raise the ~7% faculty participation in industrial projects. FindExpert RFP finder searches live calls.
https://findexpert.ir
[ "rfp", "iran", "industry" ]
rfp-uni-industry-1-fa
kb
rfp
fa
الگوی فراخوان دانشگاه–صنعت
فراخوان پژوهش کاربردی معمولاً مسئله صنعت، خروجی‌ها، مالکیت فکری، زمان‌بندی و صلاحیت هیئت علمی/اسپین اوت دارد. طرح تاپ و طرح ۲۱ ماده‌ای مجلس برای افزایش مشارکت حدود ۷٪ اعضای هیئت علمی است.
https://findexpert.ir
[ "rfp", "iran", "industry" ]
patent-wildfire-iot-1
kb
patent
en
Invention stub: Zagros wildfire IoT + drone + FIRMS
Problem: delayed detection of forest fires in Zagros. Solution sketch: fuse NASA FIRMS hotspots with local IoT smoke/temp sensors and a drone waypoint for confirmation; edge alert to rangers. Claims should distinguish fusion + routing from generic satellite monitoring. Not legal advice. Search prior art on Google Paten...
https://findexpert.ir
[ "patent", "wildfire", "iot", "drone", "firms" ]
patent-wildfire-iot-1-fa
kb
patent
fa
ایده اختراع: هشدار حریق زاگرس با IoT، پهپاد و FIRMS
مسئله: تأخیر در کشف حریق جنگل زاگرس. راه‌حل: ترکیب نقاط داغ NASA FIRMS با حسگر دود/دما و مسیر پهپاد برای تأیید. ادعاها باید همجوشی داده و مسیریابی را از پایش ماهواره‌ای عام متمایز کنند. مشاوره حقوقی نیست.
https://findexpert.ir
[ "patent", "wildfire", "iot", "firms" ]
academic-firms-s2-1
kb
academic
en
Paper stub: next-day wildfire spread from Sentinel-2 and NASA FIRMS
NASA FIRMS (MODIS/VIIRS active-fire hotspots) plus Sentinel-2 MSI temporal stack and a fire-weather index for next-day wildfire spread in Zagros. Cite CanadaFireSat and EO4WildFires; do not copy tensors. Not Prithvi in production. IEEE / Nature / Springer / MDPI via the academic tool.
https://huggingface.co/datasets/EPFL-ECEO/CanadaFireSat
[ "academic", "wildfire", "sentinel-2", "firms" ]
academic-firms-s2-1-fa
kb
academic
fa
طرح مقاله: گسترش آتش روز بعد با Sentinel-2 و FIRMS
زمینه پژوهش (ارجاع، نه کپی داده): نقاط داغ FIRMS، سنتینل۲، دیتاست‌های CanadaFireSat و EO4WildFires. روش: پشته زمانی + شاخص هواشناسی آتش. مدل Prithvi در FindExpert اجرا نمی‌شود.
https://huggingface.co/datasets/EPFL-ECEO/CanadaFireSat
[ "academic", "wildfire", "sentinel-2" ]
biz-sensor-network-1
kb
business
en
Green venture stub: community wildfire-sensor network
دانش‌بنیان / green spin-out: sell sensor kits + ranger dashboard to provinces and parks. Revenue: hardware + SaaS alerts. Competitors: generic IoT farms. Differentiation: FIRMS fusion and Persian UX. Draft full plan with FindExpert business-plan tool (executive summary, market, financials).
https://findexpert.ir
[ "business", "daneshbonyan", "wildfire" ]
biz-sensor-network-1-fa
kb
business
fa
طرح دانش‌بنیان: شبکه حسگر حریق جامعه محلی
فروش کیت حسگر + داشبورد جنگلبان به استان و پارک. درآمد: سخت‌افزار + اشتراک هشدار. تمایز: ترکیب FIRMS و رابط فارسی. طرح کامل را با ابزار کسب‌وکار FindExpert بنویسید.
https://findexpert.ir
[ "business", "daneshbonyan", "wildfire" ]
rag-e5-1
kb
tool
en
RAG embedder: multilingual-e5-small
Use intfloat/multilingual-e5-small (384-d). Encode passages as 'passage: {title}\n{text}' and queries as 'query: {text}'. Do not republish MiniLM weights into ecoai-rag. Precompute corpus embeddings; Space encodes queries only. No LangChain.
https://huggingface.co/intfloat/multilingual-e5-small
[ "rag", "e5", "embeddings" ]
rag-e5-1-fa
kb
tool
fa
امبدر RAG: multilingual-e5-small
از intfloat/multilingual-e5-small استفاده کنید (۳۸۴بعدی).passage: برای متن و query: برای پرسش. وزن MiniLM را فورک نکنید. امبدینگ پیکره از پیش ساخته شود.
https://huggingface.co/intfloat/multilingual-e5-small
[ "rag", "e5" ]
iran-faculty-7pct-1
kb
academic
en
Iran faculty industrial participation (~7%)
FindExpert analysis: about 7% of Iranian faculty join industrial projects (on the order of 5,843 of 86,000). Comparators: UK 30–40% R&D collaboration, USA 50%+, Finland 60%+. Platforms that cut bureaucracy can raise contract counts. Use as need statement in grants.
https://findexpert.ir
[ "iran", "faculty", "policy" ]
iran-faculty-7pct-1-fa
kb
academic
fa
مشارکت هیئت علمی ایران در صنعت (حدود ۷٪)
تحلیل FindExpert: حدود ۷٪ اعضای هیئت علمی در پروژه صنعتی فعال‌اند (حدود ۵۸۴۳ از ۸۶۰۰۰). انگلستان ۳۰–۴۰٪، آمریکا بالای ۵۰٪، فنلاند بالای ۶۰٪. برای بیان نیاز در گرنت استفاده شود.
https://findexpert.ir
[ "iran", "faculty", "policy" ]
cite-canadafiresat-1
kb
academic
en
Cite CanadaFireSat — do not copy
EPFL-ECEO/CanadaFireSat is Sentinel-2 + FWI wildfire data. Too large for Cloudflare Pages or a free Space disk. Cite the Hub id in papers/patents; never vendor npy/h5 into ecoai-knowledge.
https://huggingface.co/datasets/EPFL-ECEO/CanadaFireSat
[ "citation", "canadafiresat", "wildfire" ]
cite-eo4wildfires-1
kb
academic
en
Cite EO4WildFires — do not copy
AUA-Informatics-Lab/eo4wildfires: ~31k fire events with S1/S2 and NASA POWER. Related reading for disaster-response grants. Do not ingest into this dataset.
https://huggingface.co/datasets/AUA-Informatics-Lab/eo4wildfires
[ "citation", "eo4wildfires" ]
cite-bigpatent-1
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patent
en
BIGPATENT is related prior-art corpus — do not republish
NortheasternUniversity/big_patent is copyrighted patent text. Link for research. FindExpert prior-art tool uses web search (Google Patents), not a dump of BIGPATENT.
https://huggingface.co/datasets/NortheasternUniversity/big_patent
[ "citation", "patent", "bigpatent" ]
tool-grant-finder-1
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tool
en
Grant finder module
Site accordion + bot button + chat chip. User describes topic; Gemini web search returns title, organization, deadline, funding, eligibility, summary, link. Export PDF/DOCX/CSV/JSON on the site.
https://findexpert.ir
[ "tool", "grant" ]
tool-patent-1
kb
tool
en
Patent draft + prior art module
Draft sections: full draft, summary, claims, prior-art search. Related Hub Space: Explainable-Patent-Prior-Art-Search (open in new tab). kl3m-002-170m-patent is a tiny optional generator; Qwen-14B grant LoRA must not run on free Spaces.
https://huggingface.co/spaces/Renukswamy/Explainable-Patent-Prior-Art-Search
[ "tool", "patent" ]
tool-academic-1
kb
tool
en
Academic paper / proposal module
Sections: research proposal, abstract, introduction, methodology, conclusion. Styles IEEE, Nature, Springer, MDPI. Optional LaTeX. Wildfire/FIRMS/Sentinel-2 allowed as research context.
https://findexpert.ir
[ "tool", "academic" ]
tool-biz-1
kb
tool
en
Green business plan module
Sections: full plan, executive summary, market, financials. Closest existing user Spaces: sosa123454321/Business-plan-generator and Academic_Proposal_Generator_2 — patterns only; FindExpert writer is Gemini on site/bot.
https://huggingface.co/spaces/sosa123454321/Business-plan-generator
[ "tool", "business" ]
space-prithvi-link-1
kb
tool
en
Related Space: Prithvi burn-scar demo
ibm-nasa-geospatial/Prithvi-100M-Burn-scars-demo. Link from FindExpert related modules. Do not iframe on Cloudflare; do not load 100M geospatial weights in ecoai-space.
https://huggingface.co/spaces/ibm-nasa-geospatial/Prithvi-100M-Burn-scars-demo
[ "related", "prithvi", "space" ]
space-firms-link-1
kb
tool
en
Related Space: NASA FIRMS
Anjanette030/NASA_FIRMS visualizes fire hotspots. Research UI for academic/patent topics on FindExpert.
https://huggingface.co/spaces/Anjanette030/NASA_FIRMS
[ "related", "firms", "space" ]
cloudflare-pages-1
kb
tool
en
Cloudflare Pages vs bots
Static FindExpert site deploys with wrangler pages (dist). Hugging Face catalog is public/hf-catalog.json. Telegram webhooks and Gemini APIs stay on Node :8787. Pages cannot long-poll Telegram.
https://findexpert.ir
[ "cloudflare", "deploy" ]
lora-later-1
kb
tool
en
LoRA is phase 2
Do not train Qwen-14B grant LoRA for v1. After this dataset has split_role=sft rows, a small adapter (e.g. Qwen2.5-0.5B) may live in a separate model repo with base_model YAML. ecoai-space v1 = retrieve + show sources.
https://huggingface.co/Jaume-inLab/Qwen-3-14B_SFT_Grant-Writing_LoRA
[ "lora", "phase2" ]
policy-iran-no-visa-1
kb
academic
en
Iran applicants: no Canada visa or PR required to use FindExpert
FindExpert.ir is for academic and startup teams based in Iran. Do not require Canadian visa or permanent residence. Canada programs (CanExport, NRC IRAP, CTA) need a Canadian coworker as the legal applicant; the Iran lab is a foreign R&D partner. If no Canada partner exists, use Horizon third-country consortium, GEF SG...
https://findexpert.ir
[ "iran", "visa", "canada", "coworker" ]
policy-iran-no-visa-1-fa
kb
academic
fa
متقاضی ایران: بدون ویزا یا اقامت کانادا
FindExpert برای تیم دانشگاهی و استارتاپ مقیم ایران است. ویزا یا PR کانادا لازم نیست. برنامه‌های کانادا (CanExport، IRAP) فقط با همکار کانادایی به‌عنوان متقاضی حقوقی؛ آزمایشگاه ایران شریک خارجی است. اگر همکار کانادا نبود: کنسرسیوم Horizon، GEF SGP ایران، YC از راه دور، یا فراخوان داخلی. تماس +1-208-503-3653.
https://findexpert.ir
[ "iran", "visa", "canada" ]
coworker-finder-1
kb
rfp
en
Coworker finder for grants and spin-outs
Use FindExpert academic roles (student, graduate, faculty, researcher, industry, founder) and Telegram group invites to match a coworker. Canada cash grants need a Canadian SME/university coworker. Horizon CL5 needs an EU coordinator. GEF SGP Iran can be local CSO + university. Register as a startup / دانش‌بنیان when t...
https://t.me/FindExperts_bot
[ "coworker", "startup", "roles" ]
coworker-finder-1-fa
kb
rfp
fa
همکار‌یاب برای گرنت و اسپین‌اوت
نقش دانشگاهی (دانشجو، تحصیلات تکمیلی، هیئت علمی، پژوهشگر، صنعت، بنیان‌گذار) و دعوت گروه تلگرام برای پیدا کردن همکار. گرنت نقدی کانادا همکار کانادایی می‌خواهد. Horizon هماهنگ‌کننده اروپایی. GEF SGP ایران می‌تواند CSO محلی + دانشگاه باشد. اگر فراخوان شرکت می‌خواهد، به‌عنوان استارتاپ/دانش‌بنیان ثبت شوید نه شخص حقیقی.
https://t.me/FindExperts_bot
[ "coworker", "startup" ]
recall-horizon-cl5-2026
kb
grant
en
Horizon Europe CL5 next-generation renewable energy (2026-09-15)
Call window around 2026-09-15 for Cluster 5 climate/energy/mobility (e.g. HORIZON-CL5-2026-04-Two-Stage-D3-02). Typical consortium ~€4m. Iran is a non-associated third country: can join, usually unfunded. Need EU/Canada coordinator. No visa/PR. Recheck the official EU portal before applying.
https://iuk-business-connect.org.uk/opportunities/horizon-europe-2026-27-climate-energy-and-mobility-cluster-5/
[ "horizon", "energy", "grant", "2026" ]
recall-horizon-cl5-2026-fa
kb
grant
fa
افق اروپا CL5 انرژی تجدیدپذیر — مهلت ۱۵ سپتامبر ۲۰۲۶
فراخوان کلاستر ۵ اقلیم/انرژی حدود ۲۰۲۶-۰۹-۱۵. ایران معمولاً عضو تأمین‌نشده کنسرسیوم است و نیاز به هماهنگ‌کننده اروپایی دارد. ویزا لازم نیست. قبل از ارسال از پورتال رسمی EU چک کنید.
https://research-and-innovation.ec.europa.eu/funding/funding-opportunities/funding-programmes-and-open-calls/horizon-europe_en
[ "horizon", "energy", "grant" ]
recall-gef-sgp-iran-2026
kb
grant
en
GEF SGP Iran local window (no visa)
UNDP/GEF Small Grants Programme country page Iran. Best local environmental CSO/university–community pilot. Email sgp.ir@undp.org, phone +98-21-22860691. Indicative deadline 2026-11-30 — confirm the live window. CSO Challenge 2026 can scale proven solutions up to about USD 300k (verify csochallenge.org).
https://sgp.undp.org/component/countrypages/?view=countrypage&country=57
[ "gef", "sgp", "iran", "climate" ]
recall-gef-sgp-iran-2026-fa
kb
grant
fa
GEF SGP ایران — فراخوان محلی بدون ویزا
بهترین مسیر محلی محیط‌زیست: برنامه کمک‌های کوچک GEF. ایمیل sgp.ir@undp.org تلفن +98-21-22860691. مهلت تقریبی ۲۰۲۶-۱۱-۳۰ را از صفحه کشور چک کنید. چالش CSO تا حدود ۳۰۰ هزار دلار برای مقیاس‌کردن راه‌حل اثبات‌شده.
https://sgp.undp.org/component/countrypages/?view=countrypage&country=57
[ "gef", "sgp", "iran" ]
recall-canexport-irap-partner
kb
grant
en
CanExport Innovation and NRC IRAP — Canadian applicant only
CanExport Innovation (up to CAD 75k typical) and NRC IRAP (CAD 50k–500k for a Canadian SME) require a Canadian legal applicant. Iran team = foreign technical partner or subcontractor, not the grantee. Find a Canadian SME or university coworker. No Canadian PR needed for the Iran side. Contact +1-208-503-3653 for partne...
https://www.tradecommissioner.gc.ca/en/our-solutions/funding-financing-international-business/canexport-innovation/applicant-guide.html
[ "canada", "canexport", "irap", "partner" ]
recall-yc-500-pnp
kb
grant
en
YC, 500 Global, Plug and Play — apply without PR
Y Combinator apply from Iran without PR (indicative 2026-10-15). 500 Global flagship international founders (indicative 2026-11-01). Plug and Play sustainability/climate often virtual. These are equity/accelerator paths, not Canada public grants. Sanctions and banking must be checked before equity. Useful coworker matc...
https://www.ycombinator.com/apply
[ "startup", "yc", "accelerator" ]
recall-gcf-sap
kb
grant
en
Green Climate Fund Simplified Approval Process
GCF SAP is for developing-country climate projects via an accredited entity, typically ≤ USD 25m. Startups do not apply raw. Partner a GCF accredited entity and the national designated authority. Long cycle. No Canada visa. Frame wildfire early-warning as disaster-risk reduction.
https://www.greenclimate.fund/
[ "gcf", "climate", "adaptation" ]
stack-rag-v2
kb
tool
en
FindExpert RAG v2 (TF-IDF, not Qwen LoRA)
Live academic answers use a fitted TF-IDF retriever on ecoai-knowledge (unicode unigrams+bigrams, sublinear tf-idf, cosine). Served on Cloudflare Worker and free CPU Static Space sosa123454321/ecoai-space. This is not a trained Qwen-14B or 0.5B LoRA. Hugging Face Inference Providers need a token with inference permissi...
https://huggingface.co/spaces/sosa123454321/ecoai-space
[ "rag", "tfidf", "huggingface" ]
stack-rag-v2-fa
kb
tool
fa
RAG نسخه ۲ FindExpert (TF-IDF، نه LoRA)
پاسخ علمی زنده با بازیابی TF-IDF روی ecoai-knowledge است (یونی‌گرام و بای‌گرام یونیکد). روی ورکر کلادفلر و اسپیس استاتیک CPU. فاین‌تیون Qwen آموزش داده نشده. Inference هاگینگ‌فیس جداست و به توکن با دسترسی Inference و اعتبار ماهانه نیاز دارد.
https://huggingface.co/spaces/sosa123454321/ecoai-space
[ "rag", "tfidf" ]
contact-admin-1
kb
tool
en
FindExpert contact and recalls table
Admin and main-page recalls list grant deadlines, answer-time countdown, and organizer email. Do not auto-email funders; users copy mailto themselves. Phone +1-208-503-3653. Channel https://t.me/FindExperts. Bot @FindExperts_bot on Cloudflare Worker so it stays up when the sandbox stops.
https://findexpert-ecoai.pages.dev/
[ "contact", "recalls", "telegram" ]
academic-roles-1
kb
tool
fa
نقش‌های دانشگاهی ربات
ربات برای نقش دانشگاهی است نه خانواده یا درمان اعتیاد: دانشجو، تحصیلات تکمیلی، هیئت علمی، پژوهشگر، صنعت، بنیان‌گذار. لینک دعوت همان نقش را به خاطر می‌سپارد. تغییر با /role.
https://t.me/FindExperts_bot
[ "roles", "academic", "telegram" ]
academic-ieee-proposal-1
kb
academic
en
IEEE-style research proposal skeleton for ecoAI
Sections: title, abstract, problem (Zagros/Iran wildfire or climate energy), related work (cite FIRMS, Sentinel-2, CanadaFireSat, EO4WildFires — do not copy tensors), methods (temporal stack + fire-weather index + optional IoT), evaluation, impact (university–industry, ~7% faculty industrial participation), budget. Ven...
https://findexpert.ir
[ "academic", "ieee", "proposal" ]

FindExpert.ir ecoAI knowledge

Short original rows for retrieval (grants, RFPs, patents, academic stubs, green business, bot/site tools).

  • Embedder to pin: intfloat/multilingual-e5-small (prefix query: / passage:). Do not fork MiniLM.
  • Space: sosa123454321/ecoai-space
  • Live retrieval uses TF-IDF v2 (ecoai-rag-encoder), not E5 in production. Generation is optional (Gemini / HF Inference / Workers AI). This dataset is retrieval, not a 14B writer. Iran applicants: no Canada visa/PR; coworker finder for Canada/Horizon.

Schema 

{
  "id": "grant-gef-sgp-1",
  "split_role": "kb",
  "doc_type": "grant",
  "lang": "fa",
  "title": "...",
  "text": "...",
  "url": "https://...",
  "tags": ["climate", "iran"]
}

embedded adds embeddings (384-d float list) if the file is present.

Related (link only — do not copy)

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