
Ollama Qwen 2.5 7B: India Bandwidth Notes
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 plan economics for a solo operator (I ran 20x until 10 Jul 2026, then moved to 5x), the fork-mode flag for headless fanouts, /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.