The AI and Robotics Horizon

Archived, with corrections. Written in spring 2026, before the school budget passed. Kept as written apart from source and wording corrections made in October 2026.

A philosophical exploration - not part of the core proposals.

This is the long arc, and it’s worth being honest about: we don’t know exactly how it plays out. But the direction is clear.

  • AI is already reducing the cost of administrative work, research, writing, analysis, and coordination (this whitepaper is evidence of that)
  • Robotics is beginning to reduce the cost of physical tasks - manufacturing, logistics, maintenance
  • Each reduction in cost is a reduction in the time someone must spend earning money to afford that thing
  • Which means more time available for things that aren’t about earning money: community, family, creativity, rest

The fear is that AI and robotics replace people and leave them destitute. That’s the bad-deflation path - demand collapse because people have no income.

The hope - and the goal of the gentle spiral - is that AI and robotics reduce costs fast enough that people don’t need as much income to live well. If healthcare costs half as much, you don’t need to earn as much to afford it. If administrative overhead drops, the school district doesn’t need as large a budget. If coordination is nearly free, volunteer efforts become dramatically more efficient.

The transition is the hard part. As I see it, right now we’re in something like the worst of both worlds: many costs are still high (extraction hasn’t been removed) AND technology is beginning to displace some work (but hasn’t yet lowered costs much for consumers). My read is that the intermediaries are capturing much of the productivity gains while passing the displacement costs to workers. That’s the present crisis as I understand it.

The gentle deflationary spiral is the path from here to there:

  1. Remove extraction costs locally (the whitepaper modules)
  2. Use freed-up time and money to strengthen community capacity
  3. Apply better tooling to reduce overhead further
  4. Pass savings forward so the next round is easier
  5. Repeat until the community is resilient enough to absorb larger changes

The idea is that this shouldn’t need to start with anyone taking a pay cut, and it doesn’t have to wait for the government. It starts with a community removing tolls from its own roads, one at a time, and letting the savings flow through.