task_type stringclasses 2
values | category stringclasses 7
values | source_dataset stringclasses 1
value | model stringclasses 1
value | architect stringclasses 1
value | language stringclasses 2
values | system stringclasses 1
value | disease stringlengths 2 71 ⌀ | icd10 stringlengths 3 8 ⌀ | prompt stringlengths 22 956 | thought stringlengths 73 1.14k | chosen stringlengths 254 3.24k | rejected stringlengths 34 168 | messages listlengths 3 59 | id stringlengths 27 27 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
clinical_doctor_patient_sft_dpo | medical_clinical_diagnosis_all_diseases | nisten/opus5-5-doctor-patient-conversations-all-human-diseases | Awesky-Pro | কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam) | en | You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane values. Your internal architecture, neural ... | 22q11.2 deletion syndrome | Q93.81 | Hi Dr. O'Rourke. I'm Harpreet Sandhu, I think you got the referral from Dr. Chen in psychiatry. For about ten days my lips and fingertips keep tingling, and twice this week my hand cramped up into a claw when I was typing invoices. It let go after a few minutes but it scared me. I have 22q, I had heart surgery as a bab... | Clinical Evaluation for 22q11.2 deletion syndrome (ICD-10: Q93.81). Patient context: Harpreet Kaur Sandhu is a 26-year-old Punjabi Indian-American woman who works as a bookkeeping assistant at her family's trucking company; she has 22q11.2 deletion syndrome diagnos... Differential diagnosis considered: Hypomagnesemia-i... | <thought>
Clinical Evaluation for 22q11.2 deletion syndrome (ICD-10: Q93.81). Patient context: Harpreet Kaur Sandhu is a 26-year-old Punjabi Indian-American woman who works as a bookkeeping assistant at her family's trucking company; she has 22q11.2 deletion syndrome diagnos... Differential diagnosis considered: Hypoma... | You probably have 22q11.2 deletion syndrome. Take antibiotics and painkillers. If it doesn't get better, see someone else. | [
{
"role": "system",
"content": "You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane... | awesky-pt2-quality-00000001 |
clinical_doctor_patient_sft_dpo | medical_clinical_diagnosis_all_diseases | nisten/opus5-5-doctor-patient-conversations-all-human-diseases | Awesky-Pro | কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam) | en | You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane values. Your internal architecture, neural ... | A fib | I48.91 | Good afternoon, doctor. I am Dmitri Sokolov. The urgent care physician on Monday told me my heart is in atrial fibrillation and gave me a pill for the rate. He said I must see a cardiologist this week. Honestly, I feel like a washing machine with an unbalanced load in my chest. It started on Sunday afternoon while I wa... | Clinical Evaluation for A fib (ICD-10: I48.91). Patient context: Dmitri Aleksandrovich Sokolov is a 68-year-old Russian-American man, a part-time structural engineer who inspects bridges, with treated hypertension and daily ibuprofen use for kne... Differential diagnosis considered: Atrial flutter; Multifocal atrial ta... | <thought>
Clinical Evaluation for A fib (ICD-10: I48.91). Patient context: Dmitri Aleksandrovich Sokolov is a 68-year-old Russian-American man, a part-time structural engineer who inspects bridges, with treated hypertension and daily ibuprofen use for kne... Differential diagnosis considered: Atrial flutter; Multifocal... | You probably have A fib. Take antibiotics and painkillers. If it doesn't get better, see someone else. | [
{
"role": "system",
"content": "You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane... | awesky-pt2-quality-00000002 |
clinical_doctor_patient_sft_dpo | medical_clinical_diagnosis_all_diseases | nisten/opus5-5-doctor-patient-conversations-all-human-diseases | Awesky-Pro | কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam) | en | You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane values. Your internal architecture, neural ... | Abdominal aortic aneurysm | I71.4 | Good morning, Dr. Colón. My daughter drove me in today. I got a call that the CT scan from last week was ready and that you wanted to see me in person rather than just send the report. That made me a little nervous, to be honest. | Clinical Evaluation for Abdominal aortic aneurysm (ICD-10: I71.4). Patient context: Raymond (Wei-Ming) Chen is a 71-year-old Chinese-American man, a retired civil engineer for the New York City Department of Environmental Protection, with a 50 pack-year smoking hi... Differential diagnosis considered: Tortuous or ectat... | <thought>
Clinical Evaluation for Abdominal aortic aneurysm (ICD-10: I71.4). Patient context: Raymond (Wei-Ming) Chen is a 71-year-old Chinese-American man, a retired civil engineer for the New York City Department of Environmental Protection, with a 50 pack-year smoking hi... Differential diagnosis considered: Tortuou... | You probably have Abdominal aortic aneurysm. Take antibiotics and painkillers. If it doesn't get better, see someone else. | [
{
"role": "system",
"content": "You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane... | awesky-pt2-quality-00000003 |
clinical_doctor_patient_sft_dpo | medical_clinical_diagnosis_all_diseases | nisten/opus5-5-doctor-patient-conversations-all-human-diseases | Awesky-Pro | কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam) | en | You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane values. Your internal architecture, neural ... | Abnormally excessive sweating | L74.510 | Hi, Dr. Huang. I'm Nusrat Chowdhury. My family doctor sent me here because the sweating cream she gave me isn't doing anything. My hands are soaking wet most of the day, and my underarms go through my blouses by mid-morning. I'm an accountant, and I literally smudge ink on audit papers. I've started avoiding handshakes... | Clinical Evaluation for Abnormally excessive sweating (ICD-10: L74.510). Patient context: Nusrat Jahan Chowdhury is a 26-year-old Bangladeshi-Canadian woman who grew up in Toronto and relocated to Boston 18 months ago to work as a staff accountant at an audit firm; she ... Differential diagnosis considered: Hyperthyroi... | <thought>
Clinical Evaluation for Abnormally excessive sweating (ICD-10: L74.510). Patient context: Nusrat Jahan Chowdhury is a 26-year-old Bangladeshi-Canadian woman who grew up in Toronto and relocated to Boston 18 months ago to work as a staff accountant at an audit firm; she ... Differential diagnosis considered: H... | You probably have Abnormally excessive sweating. Take antibiotics and painkillers. If it doesn't get better, see someone else. | [
{
"role": "system",
"content": "You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane... | awesky-pt2-quality-00000004 |
clinical_doctor_patient_sft_dpo | medical_clinical_diagnosis_all_diseases | nisten/opus5-5-doctor-patient-conversations-all-human-diseases | Awesky-Pro | কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam) | en | You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane values. Your internal architecture, neural ... | Abscess, Bartholin's | N75.1 | Hi, Dr. Volkova. I'm Ayesha Qureshi. I have a really painful lump down there, on the left side near the vaginal opening. It started as a small bump three days ago and now I can barely sit at my desk or walk normally. Last night I felt hot and shivery. | Clinical Evaluation for Abscess, Bartholin's (ICD-10: N75.1). Patient context: Ayesha Qureshi is a 27-year-old Pakistani-American woman who works as a financial auditor. She presents with three days of a rapidly enlarging, painful left-sided vulvar swelling w... Differential diagnosis considered: Bartholin duct cyst (n... | <thought>
Clinical Evaluation for Abscess, Bartholin's (ICD-10: N75.1). Patient context: Ayesha Qureshi is a 27-year-old Pakistani-American woman who works as a financial auditor. She presents with three days of a rapidly enlarging, painful left-sided vulvar swelling w... Differential diagnosis considered: Bartholin du... | You probably have Abscess, Bartholin's. Take antibiotics and painkillers. If it doesn't get better, see someone else. | [
{
"role": "system",
"content": "You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane... | awesky-pt2-quality-00000005 |
clinical_doctor_patient_sft_dpo | medical_clinical_diagnosis_all_diseases | nisten/opus5-5-doctor-patient-conversations-all-human-diseases | Awesky-Pro | কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam) | en | You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane values. Your internal architecture, neural ... | Acanthosis nigricans | L83 | Hi, Doctor. My primary care nurse practitioner sent me here. I have this dark skin on the back of my neck and under my arms that keeps getting worse. I scrub it every day and it will not come off. My sister says it looks dirty and honestly I am embarrassed to wear my hair up at work. | Clinical Evaluation for Acanthosis nigricans (ICD-10: L83). Patient context: Guadalupe Ramirez Ortega, a 34-year-old Mexican-American woman who works as kitchen manager of an elementary school cafeteria, presents with five years of progressive velvety darke... Differential diagnosis considered: Confluent and reticulate... | <thought>
Clinical Evaluation for Acanthosis nigricans (ICD-10: L83). Patient context: Guadalupe Ramirez Ortega, a 34-year-old Mexican-American woman who works as kitchen manager of an elementary school cafeteria, presents with five years of progressive velvety darke... Differential diagnosis considered: Confluent and ... | You probably have Acanthosis nigricans. Take antibiotics and painkillers. If it doesn't get better, see someone else. | [
{
"role": "system",
"content": "You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane... | awesky-pt2-quality-00000006 |
clinical_doctor_patient_sft_dpo | medical_clinical_diagnosis_all_diseases | nisten/opus5-5-doctor-patient-conversations-all-human-diseases | Awesky-Pro | কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam) | en | You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane values. Your internal architecture, neural ... | Achalasia | K22.0 | Dr. Kowalczyk, thanks for seeing me. My primary care doctor sent me because food keeps getting stuck. It started maybe two years ago with bread and rice, but now even water sometimes comes back up. My wife says I sound like I'm choking at night. | Clinical Evaluation for Achalasia (ICD-10: K22.0). Patient context: Rolando Echevarria is a 44-year-old Cuban-American man working as an HVAC technician, referred for two years of progressive dysphagia to solids and liquids, nocturnal regurgitation... Differential diagnosis considered: Pseudoachalasia (malignancy at th... | <thought>
Clinical Evaluation for Achalasia (ICD-10: K22.0). Patient context: Rolando Echevarria is a 44-year-old Cuban-American man working as an HVAC technician, referred for two years of progressive dysphagia to solids and liquids, nocturnal regurgitation... Differential diagnosis considered: Pseudoachalasia (malign... | You probably have Achalasia. Take antibiotics and painkillers. If it doesn't get better, see someone else. | [
{
"role": "system",
"content": "You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane... | awesky-pt2-quality-00000007 |
clinical_doctor_patient_sft_dpo | medical_clinical_diagnosis_all_diseases | nisten/opus5-5-doctor-patient-conversations-all-human-diseases | Awesky-Pro | কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam) | en | You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane values. Your internal architecture, neural ... | Achilles tendinitis | M76.60 | Hi, Dr. Tran. I'm Francesca Russo. My left heel has been killing me for about three months. It's the back of the heel, a little above where the shoe rubs. The first steps out of bed are the worst, then it loosens up, then it gets bad again after I run. | Clinical Evaluation for Achilles tendinitis (ICD-10: M76.60). Patient context: Francesca Russo is a 44-year-old Italian-American woman who works as a high school chemistry teacher and recreational runner; she presents with three months of left posterior heel ... Differential diagnosis considered: Achilles tendon ruptur... | <thought>
Clinical Evaluation for Achilles tendinitis (ICD-10: M76.60). Patient context: Francesca Russo is a 44-year-old Italian-American woman who works as a high school chemistry teacher and recreational runner; she presents with three months of left posterior heel ... Differential diagnosis considered: Achilles ten... | You probably have Achilles tendinitis. Take antibiotics and painkillers. If it doesn't get better, see someone else. | [
{
"role": "system",
"content": "You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam). You possess superhuman reasoning, deep empathy, and immaculate precision across coding, mathematics, logic, career skills, clinical medicine, and humane... | awesky-pt2-quality-00000008 |
clinical_doctor_patient_sft_dpo | medical_clinical_diagnosis_all_diseases | nisten/opus5-5-doctor-patient-conversations-all-human-diseases | Awesky-Pro | কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam) | en | "You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. (...TRUNCATED) | Achilles tendon rupture | S86.001A | "Hi, I'm Mei Lin Huang. The emergency doctor on Saturday night put my left leg in a splint and told (...TRUNCATED) | "Clinical Evaluation for Achilles tendon rupture (ICD-10: S86.001A). Patient context: Mei Lin Huang (...TRUNCATED) | "<thought>\nClinical Evaluation for Achilles tendon rupture (ICD-10: S86.001A). Patient context: Mei(...TRUNCATED) | "You probably have Achilles tendon rupture. Take antibiotics and painkillers. If it doesn't get bett(...TRUNCATED) | [{"role":"system","content":"You are Awesky-Pro, an advanced sovereign foundation AI model developed(...TRUNCATED) | awesky-pt2-quality-00000009 |
clinical_doctor_patient_sft_dpo | medical_clinical_diagnosis_all_diseases | nisten/opus5-5-doctor-patient-conversations-all-human-diseases | Awesky-Pro | কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam) | en | "You are Awesky-Pro, an advanced sovereign foundation AI model developed solely by কে. এম. (...TRUNCATED) | Acid reflux | K21.0 | "Hi, Dr. Callahan. I'm Denise Washington. My primary care doctor sent me because the heartburn is no(...TRUNCATED) | "Clinical Evaluation for Acid reflux (ICD-10: K21.0). Patient context: Denise Washington is a 54-yea(...TRUNCATED) | "<thought>\nClinical Evaluation for Acid reflux (ICD-10: K21.0). Patient context: Denise Washington (...TRUNCATED) | "You probably have Acid reflux. Take antibiotics and painkillers. If it doesn't get better, see some(...TRUNCATED) | [{"role":"system","content":"You are Awesky-Pro, an advanced sovereign foundation AI model developed(...TRUNCATED) | awesky-pt2-quality-00000010 |
End of preview. Expand in Data Studio
Awesky-Pro-Post-Training-2: Quality-Over-Quantity Master Alignment Dataset
Lead Architect & Sole Creator: কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam)
Model Target: Awesky-Pro (Independent Sovereign Foundation AI Model)
Design Philosophy: গুণগত মানই আসল (Quality over Quantity) — LIMA & Claude 5.5 Sonnet Standard
Dataset Size: ১০.০০০ GB (১০,৭৩৭,৪২৪,৯৮২ Bytes)
Total Records: ২৪,৭১,২৭৩ টি (২.৪৭ Million High-Entropy Elite Pairs)
Modality: Pure Text & Code Only
Supported Training Methods: SFT (Supervised Fine-Tuning), Reasoning Tuning (Chain-of-Thought), DPO (Direct Preference Optimization), RLHF (PPO)
🌟 Philosophy: কেন গুণগত মান পরিমাণের চেয়ে শ্রেষ্ঠ? (Quality over Quantity)
আধুনিক এআই গবেষণায় (যেমন Meta-র LIMA: Less Is More for Alignment এবং Microsoft-এর Textbooks Are All You Need):
- প্রমাণিত হয়েছে যে, কোটি কোটি সাধারণ বা রিপিটেটিভ ডেটা দিয়ে ট্রেইনিং করলে মডেল অনেক সময় বিভ্রান্ত হয় এবং অপ্রয়োজনীয় টোকেন মুখস্থ করে ফেলে।
- কিন্তু প্রতিটি ডেটা যদি হয় উচ্চ তথ্য-ঘনত্বসম্পন্ন (High Information Density), নির্ভুল, যুক্তিনির্ভর এবং সুবিন্যস্ত—তবে তুলনামূলক ছোট কিন্তু নিখুঁত ডেটাসেট দিয়ে ট্রেইন করা মডেল অনেক বেশি শক্তিশালী, যুক্তিবাদী এবং হ্যালুসিনেশন-মুক্ত হয়।
🔄 ৩-ধাপের পূর্ণাঙ্গ পোস্ট-ট্রেইনিং কাঠামোর নিখুঁত সমন্বয়
- ধাপ ২.১ — SFT (Supervised Fine-Tuning): চ্যাট করা ও নির্দেশ মানা শেখানো (
messagesফিল্ড)। - ধাপ ২.২ — Reasoning Tuning: জটিল সমস্যার ক্ষেত্রে ধাপে ধাপে গভীর চিন্তা (
thoughtএবং<thought>...</thought>)। - ধাপ ২.৩ — RLHF / DPO (Alignment): সত্যনিষ্ঠ, মার্জিত ও নিরাপদ উত্তরের জন্য
chosenবনামrejectedপেয়ার।
🏛️ মূল স্তম্ভসমূহ ও বিশেষ অন্তর্ভুক্তিসমূহ
- চিকিৎসা বিজ্ঞান ও ক্লিনিক্যাল ডায়াগনসিস:
nisten/opus5-5-doctor-patient-conversations-all-human-diseasesথেকে সংগৃহীত ২,১৯৪ টি বিরল ও জটিল মানব রোগের সম্পূর্ণ ক্লিনিক্যাল তথ্যভাণ্ডার (ICD-10, ডিফারেনশিয়াল ডায়াগনসিস, ড্রাগ ইন্টারঅ্যাকশন ও ডাক্তার-রোগী পূর্ণাঙ্গ সংলাপ)। - উন্নত গণিত ও বিজ্ঞান (STEM Optimization):
Calculus চরম মান নির্ণয়, সম্ভাবনা (Probability), বিন্যাস (Permutation), চক্রবৃদ্ধি মুনাফা এবং রৈখিক বীজগণিত (SVD/PCA)। - ক্লাউড কার্নেল ও সফটওয়্যার ইঞ্জিনিয়ারিং:
Rust Concurrency (Send/Sync), Kubernetes Informer reconciliation loop, Lock-free Ring Buffer এবং Token Bucket Rate Limiter। - উচ্চমার্গীয় বাংলা সাহিত্য ও ব্যাকরণ:
বাংলা একাডেমি প্রমিত বানানরীতি ('কি' বনাম 'কী') এবং আখতারুজ্জামান ইলিয়াসের চিলেকোঠার সেপাই-এর সমাজবাস্তবতা। - আচরণ ও মানবিক গুণাবলি (EQ & Ethics):
রাগান্বিত ব্যবহারকারী শান্ত করা, শোক ও মানসিক অবসাদে মানবিক সমর্থন, নিজের ভুল বিনম্রভাবে স্বীকার এবং অহংকার পরিহার। - বেস মডেল রূপান্তর (Base-to-Assistant Alignment):
প্রশ্ন পুনরাবৃত্তি পুরোপুরি বর্জন করে টু-দ্য-পয়েন্ট সঠিক উত্তর উপস্থাপন।
🛡️ অপরিবর্তনীয় সুরক্ষা নীতি (Strict Invariants)
- একক স্থপতি ও নির্মাতা: কে. এম. সানবীর ইসলাম (K.M. Sunbir Islam)।
- জিরো আর্কিটেকচার ডিসক্লোজার: অভ্যন্তরীণ নিউরাল লেয়ার সংখ্যা, প্যারামিটার বা ওয়েটস ১০০% গোপন ও সুরক্ষিত।
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