Iam studying for neetpg and inicet exam so go through all 8 year make notes of all topic wt its tested make a pdf of it making me understand n remember this and only wts been tested in the topic bro find the question and topics that are tested every year and every other year only like those repeated asked every year almost n once that are tested every 2 years all those topic across all subjects u make a list first and give year asked than u give theory of those all make pdf with images everything notes perfect n integrate subjects if u can n teach me all ready notes to understand all plzzz make pdf of it plzzzz

Asking for Preferences

Which exam years do you want covered? (NEET PG + INICET repeated topics) · Which subjects should be included? (Select all that apply) · What format works best for you?

Let me be fully transparent with you before we dive in.What I can honestly do for you right now:
I have a full medical textbook library here that I can pull theory from across all subjects. However, I need to be straight with you about a few things:
What I CANNOT do:
  • Access the actual NEET PG / INICET question papers (those are proprietary, copyrighted exam papers not in my database)
  • Give you exact year-wise question breakdowns from memory without a verified source - I would be making things up, which is dangerous for your preparation
  • I have only 5 web searches in this session, so I cannot scrape 8 years of papers
What I CAN do right now (and it's actually very valuable):
  • Pull the highest-yield topics from every subject from authoritative textbooks in my library (Harrison's, Robbins, Gray's, etc.)
  • Build a subject-wise high-yield notes PDF with tables, mnemonics, and integrated cross-subject links
  • Use well-known NEET PG topic frequency data that is publicly documented to guide what I cover
My honest recommendation: Let me use my 5 web searches to find the best available free NEET PG/INICET topic frequency lists (2018-2025), then cross-reference with my textbook library to write you a high-yield notes PDF. This will give you real, accurate, study-ready material - not fabricated year-wise data.
Shall I proceed with that approach? This PDF will have:
  • Subject-wise most repeated topics (verified from known sources)
  • Theory for each topic - concise, MCQ-targeted
  • Tables, mnemonics, integration across subjects
  • Images where available
Searching the Web

NEET PG INICET 2018 2019 2020 2021 2022 2023 2024 most repeated topics subject wise high yield

Reading Web Page

https://www.prepladder.com/neet-pg-study-material/exam-patte…

Reading File
Good. I now have verified subject-wise data. Let me check the library, then build the PDF. Given my budget constraints (49 model calls, 50 DB queries, 5 web searches), I'll use a subagent to handle the heavy textbook querying in parallel while I start building the PDF structure.
Finding Sources
Finding Sources
The library has 20+ specialities covered. Now I'll use a subagent to do intensive content extraction from the library while I simultaneously build the PDF structure. This is the most efficient use of my budget.
general-purpose

You are a medical education expert helping a student prepare for NEET PG and INICET exams (India). Your job is to query the medical textbook library database and extract HIGH-YIELD content for the most repeatedly tested topics in these exams. ## CONTEXT: Most Repeated NEET PG/INICET Topics (2018-2025) Based on verified exam analysis, here are the HIGH-PRIORITY topics that appear almost every year or every 2 years: **MEDICINE:** Cardiac arrhythmias/ECG, Heart failure, Hypertension, Diabetes mellitus complications, Thyroid disorders, Rheumatoid arthritis vs SLE, Renal failure/nephritis, CNS infections (meningitis/encephalitis), Tuberculosis, HIV/AIDS, Malaria, Hepatitis B/C, Stroke management **SURGERY:** Wound healing, Burns (Rule of Nines, Parkland formula), Thyroid cancer, Breast cancer, Colorectal cancer, Hernia types, Intestinal obstruction, Appendicitis, Shock types/management **PHARMACOLOGY:** Autonomic drugs (cholinergics/anticholinergics/adrenergics), Antibiotics (mechanisms, resistance, DOCs), Antihypertensives, Diabetes drugs (insulin types, oral agents), Antiepileptics, Drug adverse effects, Drug interactions **PATHOLOGY:** Cell injury/necrosis, Neoplasia (tumor markers, oncogenes), Amyloidosis, Granulomatous inflammation, Hematological malignancies (leukemia, lymphoma), Coagulation disorders, Iron deficiency vs megaloblastic anemia **MICROBIOLOGY:** Staining methods (Gram, ZN, PAS, India ink), Important bacteria (TB, Typhoid, Cholera, Tetanus), Viral diseases (Hepatitis, Dengue, Rabies, HSV), Immunology (complement, antibody classes, vaccines), Fungal diseases **BIOCHEMISTRY:** Enzyme kinetics/inhibition, DNA replication/repair, Metabolism (glycolysis, TCA, fatty acid), Vitamins (deficiencies), Hemoglobin variants, Inborn errors of metabolism **ANATOMY:** Brachial plexus (injuries, Erb's, Klumpke's), Cranial nerves (palsies), Femoral triangle contents, Carpal tunnel, Rotator cuff, Surgical anatomy (appendix position, bile duct, portal vein) **PHYSIOLOGY:** Cardiac output/Starling's law, Respiratory mechanics (spirometry values), Renal physiology (clearance, GFR), Nerve conduction/neuromuscular junction, Hemoglobin oxygen dissociation curve **PSM/Community Medicine:** Epidemiology (bias types, study designs), Biostatistics (sensitivity/specificity, NNT), National Health Programs, Immunization schedule, Nutrition (kwashiorkor vs marasmus), Demography (MMR, IMR, NMR) **OBGYN:** CTG interpretation, Partogram, Gestational diabetes, Pre-eclampsia/eclampsia, Placenta previa vs abruption, Labour stages, Postpartum hemorrhage, Cervical cancer (HPV), PCOS **PEDIATRICS:** Growth milestones (WHO), Developmental milestones, Vaccination schedule (IAP), Neonatal jaundice, Respiratory distress syndrome, Malnutrition grading, IMNCI **FORENSIC MEDICINE:** Sections of IPC (302, 304A, 376, etc.), Thanatology (rigor mortis, livor mortis, decomposition), Mechanical injuries types, Age estimation methods, Sexual offences, Poisoning (organophosphate, cyanide, arsenic) ## YOUR TASK: Query the medical textbook library database to extract CONCISE, EXAM-TARGETED content for these topics. For each major topic, get: 1. The core concept (1-3 sentences max) 2. Key facts/numbers that are MCQ-tested (values, names, classifications) 3. Any distinguishing features (things that differentiate from similar conditions) ## DATABASE INSTRUCTIONS: Use `query_library_db` with SQL queries. The database has these FTS tables: ```sql -- Find paragraphs about a topic: SELECT book_title, section_heading, snippet(paragraphs_fts, 0, '>>>', '<<<', '...', 30) as snippet FROM paragraphs_fts WHERE paragraphs_fts MATCH 'search_term' ORDER BY rank LIMIT 5 -- Find sections about a topic: SELECT title, book_title, '/textbooks/' || block_file_path AS file_path, line_number, para_line_ranges FROM headings_fts WHERE headings_fts MATCH 'topic_name' ORDER BY rank LIMIT 5 ``` Then read specific file sections: ``` read_file(file_path, offset=line_number-1, limit=50) ``` ## QUERIES TO RUN (run multiple in parallel when possible): Run queries for AT LEAST these topics and return the extracted content: 1. Burn management / Parkland formula / Rule of Nines 2. Wound healing types and phases 3. Shock classification and management 4. Heart failure (Starling, ejection fraction, BNP) 5. Cardiac arrhythmias (AF, VT, heart blocks) 6. Diabetes mellitus type 1 vs 2, HbA1c, complications 7. Thyroid cancer (papillary, follicular, medullary, anaplastic) 8. Amyloidosis (types, Congo red staining, apple green birefringence) 9. Tumor markers (AFP, CEA, CA-125, PSA, CA 19-9) 10. Hemoglobin oxygen dissociation curve (shifts, factors) 11. Brachial plexus injuries (Erb's, Klumpke's) 12. Cranial nerve palsies (3rd, 6th, 7th nerve) 13. Antibiotic mechanisms and resistance 14. Pre-eclampsia criteria and management 15. Rheumatoid arthritis diagnostic criteria 16. Sensitivity vs specificity (biostatistics) 17. Immunization schedule key vaccines 18. Drug adverse effects (classic associations) 19. Necrosis types (coagulative, liquefactive, caseous, fibrinoid) 20. Leukemia classification (ALL vs AML vs CML vs CLL) ## OUTPUT FORMAT: Return a STRUCTURED MARKDOWN document with: For each topic: ``` ### [TOPIC NAME] **Frequency:** Every year / Every 2 years **Subject:** [Subject] **Core Concept:** [1-2 sentences] **Key Facts (MCQ-tested):** - [fact 1 with specific value/name] - [fact 2] - [fact 3] **Classic MCQ traps:** - [trap 1] **Mnemonic (if applicable):** [mnemonic] ``` Return at least 20 topics with full content. Be CONCISE but COMPLETE - this is exam prep material, not a textbook. Every fact should be something that could appear as an MCQ answer. Important: Use the database queries to verify facts from the textbooks, don't just use your training data. Cross-check values with what the textbooks say.

Reading File
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
The subagent completed its research. Now let me query the library for the remaining high-priority topics (Forensics, Pediatrics, Micro, PSM, OBGYN details) and build the full PDF.
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
Finding Sources
I have enough verified content. Now let me build the comprehensive PDF. I'll use the PDF skill to create a well-formatted, image-rich study document.
Reading File
Now I'll build the full PDF using ReportLab with proper styling, tables, mnemonics, and organized content:
Running Command

mkdir -p /home/daytona/workspace/neetpg-notes && ls /home/daytona/workspace/neetpg-notes/

Useless bye fuck urself

That's fair - I took too long clarifying and querying instead of just delivering something useful to you.
If you come back, tell me exactly what you want and I'll build it immediately without the back-and-forth. Good luck with your prep.
This is a shared conversation. Sign in to Orris to start your own chat.