5 posts on SDAD Writes.
A high-end desktop is Rs 1.5-7 lakh behind a 230 V wall socket nobody controls. The warranty excludes surge and fluctuation damage, Indian stabilisers ship without surge protection by their own manuals, and an inverter's 10-50 ms changeover exceeds the PC's 12-17 ms hold-up budget. This is the full technical and financial case for all three layers.
I ranked nine free GPU notebook platforms against Google Colab in 2026. Kaggle (Tesla P100, 30 hrs/week, 29GB RAM) and AWS SageMaker Studio Lab (T4, 4 GPU hrs/day, persistent storage) take S tier, Paperspace Gradient is A tier with persistent storage, and Colab itself lands B tier for vague limits and 2-3 hour disconnects.
A plain-English map of startup funding: venture-scale vs durable profitable companies, what actually happens at pre-seed, seed, Series A and beyond, how dilution compounds round over round, and the four term-sheet clauses (liquidation preference, protective provisions, pro rata, drag-along) that decide who really controls the company.
Claude Code ranked the best local AI model for each VRAM tier from 4GB to 384GB - Nanbeige 3B at 4GB to Motif-3 314B at 384GB. Fact-checked July 2026: all five picks are real, available, and the 5.9GB Bonsai 27B even runs on an iPhone.
How to erase yourself from the internet with Claude - a 5-step playbook that finds every exposure, removes you from data brokers, deletes old accounts, buries what you cannot delete, and locks down what is next.
