Precedent Transactions vs Trading Comparables: Two Ways to Value a Company
Compare acquisition prices with public-market multiples and understand control and timing.
Writing & explainers
Blog.
Articles by Aniket Thakur on Technology, Product, Auto, and Finance.
Prompt Injection in RAG and AI Agents: Risks and Practical Defences
Keep untrusted content from becoming authority over tools, secrets and external actions.
Bajaj Pulsar N125 vs TVS Raider 125: Choose the Exact Trim
Compare engine facts, ABS variants, connectivity and the cost of useful upgrades.
Q4 vs Q5 vs FP16: How Model Quantisation Changes Memory and Quality
Compare idealised weight storage, runtime support and task-specific quality trade-offs.
Qwen Open-Weight Models: Which Model Should You Use for Coding, Reasoning and General Tasks?
Choose a documented Qwen checkpoint by task, memory, licence and evaluation results.
Best Chunking Strategies for RAG: Fixed Size, Overlapping and Semantic Chunking
Choose document boundaries using retrieval tests rather than a universal chunk-size rule.
RAG vs Fine-Tuning: Which Technique Should You Use for Your AI Product?
Compare evidence retrieval with parameter updates and test the actual problem first.
RAGFlow Tutorial: Build a Document Question-Answering System
Build a small document knowledge base and check retrieval before trusting answers.
How to Reduce LLM Hallucinations Using Structured Outputs and Evidence Checks
Validate response structure, facts and references as separate application checks.