AI engineering
OpenAI and Claude APIs, RAG, agents and MCP, with token and cost controls that keep AI spend flat.
Projects
Notes
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AI engineering1 min read
Everyone’s adding AI features. Few users asked.
Everyone’s adding AI features. Nobody’s asking whether their users actually need them.
Venus PaneliyaRead -
AI engineering1 min read
Fix the foundation before you add AI
A founder asked me to add AI features to her EdTech platform. I said not yet.
Venus PaneliyaRead -
AI engineering1 min read
Will AI replace developers? Wrong question.
Everyone’s debating whether AI will replace developers. Wrong question.
Venus PaneliyaRead -
AI engineering1 min read
Can you say what AI does for your users in one sentence?
Every second startup I talk to wants to “add AI” to their product. Only about 1 in 5 can tell me what AI would actually do for their users.
Venus PaneliyaRead
Technologies
Send me your prototype’s link.
I read every message the same day. Then twenty minutes on a call about what breaks first.