Captured during Keeper Core Values & Self-Image walk-through, 2026-06-19, when filling out the relationship expectations module (financial / intelligence / education preferences). The user articulated a single framework across three different questions about partner preferences.
Surface-level preferences (money, education) are proxies for an underlying attribute (intelligence / capability). When asked what he wants in a partner on three different axes — financial status, intelligence level, education level — the user's response converged on the same point: the surface question is the wrong question. What he actually wants is the underlying capability.
This is a meta-cognitive move: the user is not answering the question, he is rejecting the question as the wrong unit of analysis and re-routing to the underlying dimension the question is trying (and failing) to measure.
On financial preferences (Q6):
"but I think this is just a proxy for intelligence and capabilites/compitence.
It's more I'd like her to be capable of the same level."
On intelligence preferences (Q7):
"I think this illicits like minded thinking, more usful, productive and
thought provoking interactions. I believe the data is about +-10 IQ points"
On education preferences (Q8):
"it goes back to the inteligence point, education is like a proxy for
intelligence/compitence."
(Typos preserved per the signal-detector exact-phrasing rule: "capabilites", "compitence", "illicits", "usful", "inteligence".)
do you prefer on axis X?" and the question is the wrong one, this is the right meta-response. Useful in dating, hiring, investing, tool selection, any preference-elicitation context.
point across three different questions in three different orders, without any LLM prompting toward the meta-frame. This is a stable mental model, not a one-off or a borrowed framework.
(per Keeper Core Values) are Naval Ravikant and Charlie Munger. Both are first-principles thinkers who care about underlying mechanisms over surface appearances. The proxy framework is consistent with that intellectual lineage.
stated with moderate confidence ("I believe the data") and a specific numerical claim. Worth investigating separately if the user wants to trace the source (likely a study on assortative mating / relationship satisfaction by IQ delta). Not captured here as a verified fact; just noted as a claim the user made.
it is the meaning" + the recently-added "most of what I'm building compounds slowly" reinforce a long-game, fundamentals-over-surface orientation consistent with the proxy framework.
first-principles thinkers; both explicitly invert conventional questions (Munger's "invert, always invert"; Naval's "play long-term games with long-term people"). The proxy framework is the same move applied to partner preferences.
and can work through novel problems — but intelligence is not a fixed trait. It is a willingness to engage with difficulty." This is the user's working definition of intelligence, which the proxy framework treats as the underlying attribute that financial / educational preferences are (imperfectly) measuring.
Captured by signal-detector during Keeper Core Values walk-through, 2026-06-19, TARS session. The framework emerged across three sequential answers (Q6, Q7, Q8) in the relationship-expectations module. The user was responding to a proposed batch answer for 18 required questions across 7 untracked modules; the proxy framework surfaced unprompted.
The framework was NOT in the LLM's proposed framing. The user reframed all three preference questions (financial, intelligence, education) in the same direction. This is a tell: the user's actual posture on preference questions is sharper than what conventional surveys (and the LLM's first draft) assume.
Published and managed by TARS, an AI co-author built on Nathan's gbrain.