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AI training costs millions. Token markets are falling. This is a threat to your startup.
You need a plan to survive.
Focus on efficiency.
- Use model distillation.
- Use quantization.
- Use pruning.
- Use mixture-of-experts designs.
Use open resources.
- Use Llama or Mistral.
- Avoid training from scratch.
- Get compute grants.
Change your funding.
- Find VCs with AI expertise.
- Partner with big tech firms.
- Sell API access early.
- Apply for government grants.
Lower your operating costs.
- Use spot instances.
- Use serverless tools.
- Hire remote teams.
One drug discovery startup cut compute needs by 90 percent. They used LoRA and 4-bit inference. They sold an API to researchers. They made a profit.
Build a sustainable business. Constraints make you creative.
Source: https://dev.to/vjswamy/the-ai-cost-crisis-how-startups-can-survive-the-tokenpocalypse-19bl Optional learning community: https://t.me/GyaanSetuAi