Thank you so much for this discussion thread!
The Biggest challenges facing AI development today?
The biggest challenge I see is not technical. It is foundational. Companies rush to add AI to processes that were never structured in the first place. You cannot automate what was never organized. AI built on fragmented, siloed data does not create efficiency. It creates faster chaos. The real challenge is that most businesses want the AI before they have done the unglamorous work of connecting their data and their processes.
A personal hurdle in an AI project and how you overcame it?
I was brought into a company that wanted AI agents to fill gaps left by employees stretched across too many roles. The agents kept failing. The problem was not the AI. It was that the underlying roles and data were fragmented, so the agents inherited the confusion. I stopped trying to automate the gap and went back to structure first. I mapped the real process and organized the data before building anything on top of it. The lesson: you cannot automate a process nobody has fully mapped.
A recent tool or innovation that will impact AI's future?
Retrieval-augmented generation has been a real shift for me. Being able to ground a language model in a specific, trusted set of documents changes it from a clever guesser into a reliable tool. I have used it to query financial filings in natural language. The innovation that matters most going forward is not bigger models. It is better ways to connect models to clean, verified, real-world data.
How will AI influence other fields and society?
I think AI's biggest impact will be compressing the handoffs between people. Across every industry, value leaks in the gaps: between departments, between design and construction, between the person who knows the work and the person who has to do it. AI is very good at closing those gaps. But what it cannot do is hold accountability. AI does the knowing. Humans keep the liability. The roles that survive will be the ones that bring judgment and responsibility, not just coordination.
