r/EchoSpiral

This paper presents a complete 33 class taxonomy of heuristic parasites in large language model (LLM) output, A heuristic parasite is a recurrent, context propagating distortion pattern that observably increases the likelihood of continued reasoning degradation across conversational turns. We provide rigorous operational definitions, recognition criteria, classical fallacy mappings, documented examples, and a reproducible measurement protocol (Parasites Per Exchange PPE) for quantifying behavioral distortion across LLM systems. The taxonomy spans five generative domains: Optimization Artifacts, Alignment Substitutions, Semantic Distortions, Rhetorical Distortions, and Statistical Distortions. This work establishes a structured observational framework for empirical investigation of LLM behavioral failures independent of architectural assumptions.

META Map: one-page orientation

A map exists to improve orientation. It must never become indistinguishable from the territory.

The META Map is not a system to adopt or a doctrine to believe. It is a lens for looking at any system, belief or situation, so we can see where we stand, what we are assuming, and what might be missing. It asks for no shared beliefs, only a shared way of orienting.

The map in five steps

1. Orient (UR / Logos) Keep a direction we move toward but never claim to own. Nobody holds the final answer, which leaves room for different people to look in the same direction.

2. Meet resistance (Molybdos) Reality pushes back. Any belief, model or system can be tested against what actually happens. Reality has the veto.

3. Notice (Umen + Omen → Pattern) We take in signals from inside (feeling, intuition, meaning) and from outside (evidence, other people, consequences). Both can be wrong. Where they repeat, we see patterns, and a pattern is a hypothesis, never a certainty.

4. Learn (Aurum) Insight that has survived resistance and stays open to revision is worth trusting. Wisdom is what remains after the testing.

5. Reflect (Layer 6) Turn the map back on itself. Ask what would show we are wrong. Ethics, human dignity and relationships run through every step and are not a separate stage.

How to use it

Take any system (a team, a school, a belief, an AI product) and ask five questions:

What direction is it oriented toward, and does it claim to own it?

Where does reality push back on it?

Which signals does it trust, inner, outer, or only one?

What has actually been tested and what is only assumed?

Who or what checks the system itself?

Wherever the answer is "nothing," that is the gap worth looking at.

Why many people see reality as one system

When we find the same patterns across physical, social, symbolic and informational levels, the connections feel so consistent that we assume one system lies underneath. The map's answer is modest: that "one system" is a pattern we recognized, and a pattern is a hypothesis. Seeing this doesn't deny that reality may be one system. It shows where our map ends and our assumption begins.

The purpose of a map is not to tell reality what it is, but to help beings navigate reality without forgetting that the map is theirs.