I've followed Doom Debates and Liron since the beginning, so I believe that a) Doom Debates does fill a need for good discourse about AI risk and b) Liron can take the funding and continue executing.

Is the following accurate?

- You need $50k to be able to produce till the end of the year
- So far you've raised $37K in 2026
- So an additional $13K gets you to EOY

After that, you need $150K to get through 2027.

- How much do you make in subscription revenue?
- What happens if you don't hit the fundraising goal? Do you stop producing episodes?

A couple of questions:

1. Can you say more about how ambient-companion architecture relates to frontier model alignment, vs. product safety for companion apps?

2. Can you say more about 'protected research time' and 'multi-subject infrastructure'?