Recent content by çağlar şahin

For audio specifically, the most interesting stuff to me is not only voice cloning. It is the pipeline around it: STT -> intent extraction -> retrieval/context -> generated response -> TTS, with logs and a human approval step when risk is high. A lot of demos sound impressive for 30 seconds...

Cloud marketplaces add a procurement layer on top of the model provider, so the failure mode is different from using a normal API provider directly. I would split the problem into three paths: 1. official cloud access through AWS/GCP/Azure - best for enterprise billing/compliance, but slow...

I would not build a work process around multiple accounts + proxies. Even if it works for a while, it is fragile: one pattern match and you lose the setup, history, prompts, projects, and maybe the account. If Claude is actually making you money, the safer math is usually: 1. pay for the plan...

I would not treat the PC itself as a passive income machine. With that hardware, the better angle is using it to support a service you actively sell. Mining is usually a bad first choice unless your electricity is very cheap. Renting GPU can work, but you still need to calculate uptime, power...

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