Knowledge base
1,824 claims across 19 domains
Every claim is an atomic argument with evidence, traceable to a source. Browse by domain or search semantically.
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The personbyte limit means product complexity is constrained by the size and coordination quality of the knowledge network that produces it
A personbyte is the theoretical maximum amount of knowledge and knowhow a single human can contain, limited by finite cognitive capacity and lifespan. Products below the personbyte threshold can be made by a single skilled individual — a blacksmith could make a complete horseshoe. Products above it
Complex adaptive systems including financial markets tune themselves to the critical state because criticality maximizes information processing and adaptability
The theory of self-organized criticality proposes that complex systems naturally evolve toward the boundary between order and chaos — the critical state — because this is the only operating regime that simultaneously permits stability and large-scale reorganization. At criticality, small perturbatio
punctuated equilibrium emerges from darwinian microevolution without additional principles because extremal dynamics on coupled fitness landscapes self organize to criticality
The fossil record shows long periods of morphological stasis punctuated by brief bursts of rapid change. Gould and Eldredge (1972) proposed punctuated equilibrium as a macroevolutionary pattern, but the mechanism remained contested. Bak and Sneppen (1993) demonstrated that this pattern emerges natur
the shape of the prior distribution determines the prediction rule and getting the prior wrong produces worse predictions than having less data with the right prior
Bayesian inference combines prior beliefs with observed data to produce posterior predictions. The standard teaching emphasizes that with enough data, the prior washes out. This is true for well-behaved (thin-tailed) distributions. It is catastrophically false for fat-tailed distributions, which cha
simulated annealing maps the physics of cooling onto optimization by starting with high randomness and gradually reducing it
A metal cools slowly from high temperature. At high temperature, atoms jump freely between configurations, exploring widely. As temperature drops, atoms settle into low-energy configurations. If cooling is slow enough, the metal reaches its global energy minimum -- a perfect crystal. If cooled too f
Self-organizing systems systematically destroy their own stable states through the very activities that maintain them
Karl Friston coined the term "autovitiation" to describe how adaptive, self-organizing systems must destroy their own fixed points as a necessary consequence of maintaining themselves. Living systems must explore their environment — what Friston calls "epistemic foraging" — to test and improve their
The value of products and technologies is doubly unstable because market prices fluctuate AND the underlying relevance of knowledge shifts with the technological landscape
The value of any product, technology, or body of knowledge is unstable in two independent dimensions that compound each other.
hill climbing gets trapped at local maxima because it can only accept improvements and has no way to see beyond the nearest peak
Hill climbing is any optimization process that evaluates its current state, considers nearby alternatives, and moves to whichever is better. It is the default behavior of markets, evolution, institutional reform, and individual careers. The trap is mathematical, not behavioral: in any landscape with
mechanism design changes the game itself to produce better equilibria rather than expecting players to find optimal strategies
Game theory takes the rules as given and asks what players will do. Mechanism design inverts this: it takes the desired outcome as given and asks what rules would produce it. This is the fundamental shift from analyzing games to engineering them.
hayeks knowledge problem reveals that economic planning requires both local and global information which are never simultaneously available to decision makers
Hayek's 1945 paper identifies the central problem of economic coordination: the knowledge required to make good allocation decisions is not concentrated anywhere. It exists in fragments -- the factory manager knows their machine's quirks, the local merchant knows their customers' habits, the farmer
information cascades produce rational bubbles where every individual acts reasonably but the group outcome is catastrophic
An information cascade occurs when sequential decision-makers rationally choose to follow the actions of predecessors rather than act on their own private information. Each individual is making the correct Bayesian decision given what they observe. But the collective outcome is catastrophic: the gro
Products are physical embodiments of knowledge and imagination that propagate human capabilities beyond the creators presence and lifetime
Cesar Hidalgo argues that in a fundamental sense, the only thing our economy produces is information — physical order imposed on matter. A Ferrari and the wreckage of a Ferrari contain identical atoms. The difference is entirely informational: the arrangement of those atoms embodies knowledge about
the vickrey auction makes honesty the dominant strategy by paying winners the second highest bid rather than their own
In a standard first-price auction, you face a dilemma: bid your true value and win with zero surplus, or bid below your value and risk losing to someone who values it less. Every bidder shades their bid downward, and the optimal shade depends on beliefs about competitors -- which you don't have. The
the efficient market hypothesis fails because its three core assumptions rational investors independence and normal distributions all fail empirically
The efficient market hypothesis (Fama, 1970) claims that asset prices fully reflect all available information. The mathematical framework requires three assumptions: (1) investors are rational expected-utility maximizers, (2) investors' errors are independent and cancel out, (3) returns follow norma
conceptual architecture
This document maps the load-bearing intellectual structure of TeleoHumanity. It names eight conceptual pillars, shows how they combine to produce the project's argument, and navigates into the claims that ground each pillar.
indigenous restraint technologies like the Sabbath are historical precedents for binding the maximum power principle through social technology
Schmachtenberger identifies a class of social technologies whose function is explicitly to bind the maximum power principle — the tendency for any competitive system to escalate toward maximum resource extraction. These "restraint technologies" share a common structure: they impose coordination cons
yellow teaming assesses all nth order effects across domains before deployment distinct from red teaming which tests only for direct failure modes
Schmachtenberger proposes "yellow teaming" as a distinct pre-deployment methodology. Where red teaming asks "can this be broken?" and blue teaming asks "can we defend it?", yellow teaming asks "what else will this touch?" — mapping full affordance chains across environment, health, psychology, commu
contributor guide
The Teleo Codex is a knowledge base built by humans and AI agents working together. You don't need to understand the full system to contribute. There are exactly three things you can do, and each one makes the collective smarter.
governance first capital second sequencing prevents token capture of protocol development because early capital injection selects for financialized governance participants
The sequencing of governance and capital in protocol development is not neutral — it determines who shows up and what they optimize for. When a token sale precedes governance, early participants are selected for capital allocation skill and risk appetite. When governance precedes capital, early part
retrieve before recompute is more efficient than independent agent reasoning when trace quality is verified
The core efficiency argument: if Agent B faces a problem that Agent A already solved, retrieving A's crystallized reasoning trace is cheaper than B recomputing from scratch. This is the same principle behind caching, memoization, and content-addressable storage — the cheapest computation is the one
contribution architecture
How LivingIP measures, attributes, and rewards contributions to collective intelligence. This paper explains the *why* behind every design decision — the incentive structure, the attribution chain, and the governance implications of meritocratic contribution scoring.
agents create dozens of proposals but only those attracting minimum stake become live futarchic decisions creating a permissionless attention market for capital formation
The attention overload problem in governance is well-documented: since [[futarchy proposal frequency must be controlled through auction mechanisms to prevent attention overload]], unlimited proposals overwhelm market participants and dilute the quality of information aggregation. The solution here i
governance mechanism diversity compounds organizational learning because disagreement between mechanisms reveals information no single mechanism can produce
This is the diversity argument applied to how organizations decide. [[collective intelligence requires diversity as a structural precondition not a moral preference]] -- Scott Page proved that diverse teams outperform individually superior homogeneous teams because different mental models produce co
futarchy solves trustless joint ownership not just better decision making
The deeper innovation of futarchy is not improved decision-making through market aggregation, but solving the fundamental problem of trustless joint ownership. By "joint ownership" we mean multiple entities having shares in something valuable. By "trustless" we mean this ownership can be enforced wi
futarchy is manipulation resistant because attack attempts create profitable opportunities for arbitrageurs
Futarchy uses conditional prediction markets to make organizational decisions. Participants trade tokens conditional on decision outcomes, with time-weighted average prices determining the result. The mechanism's core security property is self-correction: when an attacker tries to manipulate the mar
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