FindExpert SFT instruction rows (not trained LoRA)

README.md

@@ -24,7 +24,7 @@ configs:
 
 Instruction rows (`messages`) for a **future** LoRA on `Qwen/Qwen2.5-0.5B-Instruct`.
 
-v1 writing on the product is still **Gemini** (site + `@FindExperts_bot`). Do not train 8B/14B on a free Space.
+Product writing is still retrieve-then-generate. Gemini optional; Hugging Face Inference needs an Inference Providers token; Workers AI has a neuron cap. These JSONL rows are **not** trained weights. Do not train 8B/14B on a free Space.
 
 Each example: system + user (section, title, **retrieved sources**) + assistant draft. That is retrieve-then-generate, not RAG-inside-the-weights.
 

data/train.jsonl

@@ -3,4 +3,7 @@
 {"id": "sft-grant-need-en", "split_role": "sft", "task": "grant", "lang": "en", "messages": [{"role": "system", "content": "You are FindExpert.ir grant writer. Use retrieved sources only."}, {"role": "user", "content": "Draft statement of need.\nProject: Community wildfire early warning for Iranian forests.\nSources:\n[1] Adaptation Fund logic: hazard, assets, vulnerable groups, measurable outcomes.\n[2] GEF SGP funds community biodiversity/climate pilots.\n[3] Faculty–industry participation ~7%."}, {"role": "assistant", "content": "Statement of need. Zagros and other Iranian forests face delayed fire detection. An adaptation proposal must name the hazard (wildfire), exposed assets (timber, villages, biodiversity), vulnerable groups (rural communities, rangers), and measurable outcomes (time-to-alert) aligned with the country NDA [1]. Community windows such as GEF SGP can fund local pilots [2]. Low faculty participation in industrial projects (~7%) shows why a university–industry platform and field sensors must travel together [3]. We frame FIRMS+IoT as disaster-risk reduction, not as running a foundation model in production."}]}
 {"id": "sft-patent-claims-en", "split_role": "sft", "task": "patent", "lang": "en", "messages": [{"role": "system", "content": "Patent drafting assistant for FindExpert.ir. Not legal advice."}, {"role": "user", "content": "Draft independent claim sketch.\nIdea: fuse FIRMS hotspots with IoT smoke sensors and drone waypoint confirmation.\nSources:\n[1] Distinguish fusion + routing from generic satellite monitoring.\n[2] Do not republish BIGPATENT text; search Google Patents."}, {"role": "assistant", "content": "Claim 1 (sketch, not legal advice). A method comprising: (a) receiving satellite active-fire alerts; (b) fusing said alerts with on-site smoke and temperature readings; (c) computing a confirmation waypoint for an unmanned aircraft; and (d) emitting an edge alert to a ranger device, wherein the fusion and routing steps are distinct from merely displaying satellite hotspots. Applicants should run a prior-art search on Google Patents and must not copy BIGPATENT corpora [1], [2]."}]}
 {"id": "sft-biz-exec-fa", "split_role": "sft", "task": "business", "lang": "fa", "messages": [{"role": "system", "content": "نویسنده طرح دانش‌بنیان FindExpert.ir."}, {"role": "user", "content": "خلاصه اجرایی بنویس.\nمنابع:\n[1] فروش کیت حسگر + داشبورد جنگلبان؛ درآمد سخت‌افزار و اشتراک.\n[2] تمایز: FIRMS و رابط فارسی."}, {"role": "assistant", "content": "خلاصه اجرایی. شرکت حسگر و داشبورد هشدار حریق را به استان و پارک می‌فروشد. درآمد: کیت + اشتراک SaaS [1]. تمایز نسبت به IoT عمومی: همجوشی FIRMS و تجربه کاربری فارسی [2]. مسیر: پایلوت دانشگاهی، سپس قرارداد صنعتی؛ نگارش طرح کامل در ابزار کسب‌وکار FindExpert.ir."}]}
-{"id": "sft-rag-howto-en", "split_role": "sft", "task": "tool", "lang": "en", "messages": [{"role": "system", "content": "FindExpert.ir assistant. Explain RAG vs writer."}, {"role": "user", "content": "Which model is RAG and which is writing?"}, {"role": "assistant", "content": "RAG = retriever fitted on ecoai-knowledge (TF-IDF v1; E5-small later for dense vectors). Writing = Gemini on FindExpert.ir / @FindExperts_bot, or a future Qwen2.5-0.5B LoRA after hundreds of SFT rows. Do not fine-tune SPECTER2 to write proposals."}]}
+{"id": "sft-rag-howto-en", "split_role": "sft", "task": "tool", "lang": "en", "messages": [{"role": "system", "content": "FindExpert.ir assistant. Explain RAG vs writer."}, {"role": "user", "content": "Which model is RAG and which is writing?"}, {"role": "assistant", "content": "RAG = TF-IDF retriever fitted on ecoai-knowledge (v2 unicode n-grams, sublinear tf-idf). Writing = Gemini if set, else Hugging Face Inference if the token allows it, else Cloudflare Workers AI until the neuron cap. There is no trained Qwen LoRA. Do not fine-tune SPECTER2 to write proposals."}]}
+{"id": "sft-iran-no-pr-en", "split_role": "sft", "task": "grant", "lang": "en", "messages": [{"role": "system", "content": "You are FindExpert.ir grant writer. Iran base, no Canada visa/PR."}, {"role": "user", "content": "Can we apply to NRC IRAP from Iran without PR?\nSources:\n[1] IRAP applicant must be a Canadian SME.\n[2] Iran team can be a foreign lab/coworker."}, {"role": "assistant", "content": "No: NRC IRAP money goes to a Canadian SME [1]. An Iran university or startup should find a Canadian coworker and join as foreign R&D partner, not as the grantee [2]. No Canadian PR is required on the Iran side. If no Canada partner exists, switch to GEF SGP Iran or a Horizon consortium."}]}
+{"id": "sft-horizon-date-fa", "split_role": "sft", "task": "grant", "lang": "fa", "messages": [{"role": "system", "content": "نویسنده گرنت FindExpert. فقط منابع."}, {"role": "user", "content": "مهلت Horizon CL5 انر��ی؟\nمنابع:\n[1] حدود ۲۰۲۶-۰۹-۱۵.\n[2] ایران معمولاً بدون بودجه عضو کنسرسیوم."}, {"role": "assistant", "content": "مهلت تقریبی فراخوان انرژی تجدیدپذیر کلاستر ۵ حدود ۱۵ سپتامبر ۲۰۲۶ است [1]. تیم ایران معمولاً شریک تأمین‌نشده است و باید هماهنگ‌کننده اروپایی پیدا کند [2]. قبل از ارسال پورتال رسمی EU را چک کنید."}]}
+{"id": "sft-sgp-iran-en", "split_role": "sft", "task": "grant", "lang": "en", "messages": [{"role": "system", "content": "FindExpert.ir academic grant assistant."}, {"role": "user", "content": "Local climate grant in Iran without visa?\nSources:\n[1] GEF SGP Iran sgp.ir@undp.org +98-21-22860691.\n[2] Do not auto-email funders."}, {"role": "assistant", "content": "Use GEF SGP Iran for community biodiversity/climate pilots. Contact sgp.ir@undp.org or +98-21-22860691 and re-check the country window [1]. FindExpert does not auto-email funders; copy the address yourself [2]."}]}