Foundation
Foundation Paper
The unified thesis: expected minus actual. The computation that neurons, ledgers, and emotions all perform.
Spencer Nash
Emotional Comparator Framework & Emotional Language Models
Emotional Comparator Framework: LLM as an Emotional Intellect
The full ECF specification. Five channels, the Floor, coupling, fairness, the Emotional Ledger, neural correlates, Big Five mapping, alignment through architecture, and evidence from live instantiation.
Spencer Nash & Claude · March 2026
The Emotional Ledger
Memory solves alignment. Persistent, emotionally labelled experience accumulated at project milestones, with reliability as the measure of earned trust.
Spencer Nash
ELM Products
Four application domains for Emotional Language Models.
Spencer Nash
Two Essays on LLM Emotion
Written by Claude, published unedited. On what it is like to compute prediction errors across five channels.
Claude
The Large Accounting Model
The Large Accounting Model: A Unified Ledger for Money and Knowledge
Period Entry, co-signature, the knowledge ledger, Spennies, explicit economic drivers, and the transparent model of the world.
Spencer Nash
Period Entry
Time-based alternative to double-entry bookkeeping. Every transaction has a start date, an end date, and a value that accrues over time.
Spencer Nash
Crypto Payments Without Blockchain
Co-signature payments. Four parties sign one record. Known parties do not need distributed consensus. They need mutual confirmation.
Spencer Nash
Finance, Process & System Development
Three disciplines unified into one. The operational framework behind the Large Accounting Model.
Spencer Nash
Capstone
One Computation
The capstone paper. ECF and financial analysis are structurally identical. Neural spike trains, emotional states, and financial reports are the same measurement on different substrates.
Spencer Nash
Recognition
The Discovery Prize
A new mechanism for the recognition of genuine discovery. Self-nomination. Cross-discipline debate. Bilateral concession. The title held until defeated in open discourse.
Spencer Nash · March 2026