Huge milestone tonight.
I don’t post much on Reddit or X, but I wanted to share this moment somewhere.
For the past few months I’ve been working on a really frustrating problem in AI: how systems remember things over time without losing history, collapsing contradictions, or confidently answering questions built on false assumptions.
After a lot of trial and error, I’m finally at the point where it feels like the pieces might actually be coming together.
So far the system has passed several internal tests I built specifically to try to break it:
• 157 / 157 adversarial queries in controlled scenarios
• Synthetic timeline tests where entities evolve across many years of events
• Conflict scenarios where multiple sources disagree and the system has to handle uncertainty instead of guessing
Right now I’m running the big validation test:
• 500 simulated worlds
• 30–50 evolving events per world
• ~10,000 total queries
If it performs the way earlier tests suggest, I’ll share the results.
I’ve also already started hearing from a few people and companies who want to test it at a much larger scale if the benchmark holds up.
Not declaring victory yet — but this feels like the moment I’ve been waiting for.
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