Curiosity and Ideas

Unfiltered Thoughts

· 1 min read

Digital Stamp

As AI-generated content (images, videos, music, code, etc.) proliferates, can we program a system that stamps any digital stream (PDF, PNG, MP3, MP4, text, …) with these properties:

  • Harmless integration: Stamp addition leaves the digital stream uncorrupted—host applications can still open, execute, or parse it successfully.

  • Harmful removal: Forcibly removing the stamp corrupts the stream, rendering the content unusable/garbage.

Optimize Model for repeated questions

Just as humans leverage subconscious mind or muscle memory to perform repeated tasks with ease, AI models should be able to execute repeated actions cheaply.

  • Are current models optimized for this? No—each query, even identical ones, is processed from scratch with similar computational cost

  • How to test optimality? Measure inference time/compute across multiple identical queries—an optimized model should show progressively lower latency/resource usage