
Ollama Qwen 2.5 7B, India Bandwidth Notes And Setup
Qwen 2.5 7B is my preferred local coding model. The pull is 4.4GB, which on Indian fibre means a 12-20 minute commitment. This is the install plus the bandwidth-saving tricks I use.
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Qwen 2.5 7B is my preferred local coding model. The pull is 4.4GB, which on Indian fibre means a 12-20 minute commitment. This is the install plus the bandwidth-saving tricks I use.

Baileys is the open-source WhatsApp library that does not need the official Business API. Wired to Claude, it runs a working AI bot on your own number. This is the install.

I run Claude Code every working day across a dozen-plus projects from one Linux box in India. Here is the real Max 20x economics for a solo operator, the one env flag that fits 2x more agents in the same cap, /fast mode on Opus, and the 5-hour meter that punishes too many headless runs.

Prompt engineering for Claude Opus 4.6 through the lens of Indian use cases, multilingual outputs, regional handling, business document templates, and legal analysis patterns.

The actual 2026 market for AI careers: roles, demand, INR salaries at Indian companies, skills required, and transition paths from traditional SWE. Honest on hype vs real demand.