What are your top 3 non-negotiable requirements for a new solution?

[mostakimvip06]

Given the complex nature of responsible AI and the aspirational vision of an ideal solution, my top 3 non-negotiable requirements for any new solution in this space would be:

1. Intrinsic Safety & Alignment by Design (Not as an Afterthought)
My absolute non-negotiable top requirement is that any new solution must prioritize and embed intrinsic safety and alignment with human values from the ground up, at the core of the AI system's architecture and buy telemarketing data training. This means moving beyond solely relying on post-hoc filtering or reactive measures.

Why it's non-negotiable: The current state-of-the-art often involves significant effort in "alignment fine-tuning" and "safety guardrails" after a powerful foundational model has been trained. While essential now, this approach is perpetually playing catch-up, prone to "jailbreaks," and can be resource-intensive. For truly robust and trustworthy AI, safety cannot be an optional add-on or a patch. If AI systems are built on an insecure or misaligned foundation, no amount of external filtering can guarantee consistent ethical behavior, especially as capabilities grow. The potential for catastrophic misuse or unintended harm (e.g., generating dangerous instructions, perpetuating systemic biases at scale, or hallucinating critical misinformation) is too high if safety isn't foundational.

What it implies: This requires breakthroughs in areas like:

Value Learning & Encoding: Methods to imbue AI with an understanding of complex human values and ethics during pre-training, ensuring they are inherently disinclined to generate harmful content or pursue misaligned goals.
Robustness to Adversarial Attacks: Architectures that are inherently resilient to attempts to circumvent safety mechanisms.
Self-Correction for Safety: The ability for the AI itself to identify and correct deviations from safety principles, rather than solely relying on external oversight.