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Mycal Terms

A Lexicon of Original Concepts

57 terms and frameworks that emerged from decades of building, writing, and exploring at the intersection of infrastructure, philosophy, and culture. Each links back to the work where it first appeared.

Accountable Velocity
First used: 2025

The combination of transactional speed (x402 protocol) with identity verification (proof-of-personhood) to create trustworthy high-speed agent markets. Speed plus trust. The synthesis of economic friction and cryptographic verification.

Analog-from-Digital Systems
First used: 2026

Digital systems that have crossed a complexity threshold where they exhibit emergent analog behavior — sensitivity to initial conditions, context-dependence, and bounded unpredictability. Not because the substrate changed, but because complexity became its own form of noise.

AnchorID
First used: 2025

Attribution infrastructure for establishing canonical identity across distributed content. Links works, terms, and claims back to a verified person through persistent, machine-readable identifiers.

The Anchor Series
First used: 2025

A sequence of blog posts exploring signal recognition and epistemic methodology — how to identify what matters in a noisy information environment and anchor to it.

Atlas of Cognition
First used: 2025

A conceptual framework mapping the vertical continuum from ontic substrate (−4) through physical computation (−1) and statistical cognition (0) to reflective awareness (+7), showing how energy becomes inference and matter learns to think.

Bounded Variation
First used: 2026

The property of chaotic systems where outcomes vary but within predictable ranges. We evaluate weather models by expecting bounded variation, not exact reproducibility. Large language models live in the same category of system.

Chrononaut Journals
First used: 2025

A blog series documenting temporal exploration of personal and technological history. Each entry excavates a specific era or artifact and examines how it connects to the present trajectory.

Cognitive Citizenship
First used: 2025

The governance question of autonomous AI agents: rights, responsibilities, legal standing, accountability. Political empires treat them as citizens, financial empires as assets, cognitive empires want them unconstrained.

Cognitive Drift
First used: 2026

The analog equivalent of NTSC color drift applied to AI systems — the phenomenon where language model outputs vary across runs, contexts, and sampling conditions in ways that are bounded but not eliminable.

Cognitive Federalism
First used: 2025

The only stable constitutional architecture for AI-era civilization. Includes federated inference, tripartite identity, negotiated topology with no single point of control, reversible compute rights, and inter-model treaties with human-readable escalation clauses.

Cognitive Feudalism
First used: 2025

The economic regime that emerges when intelligence becomes infrastructure. The compute-rich become the new lords, users and startups become tenants on cognitive land they do not own. Innovation flows upward, value flows upward, power flows upward.

Cognitive Power
First used: 2025

Emergent authority based on control of AI models, inference systems, and the infrastructure that generates meaning. Its unit is the token, its currency is coherence, its weapon is simulation. Sits underneath political and financial power — shaping the substrate they run on.

Cognitive Substrate
First used: 2025

The infrastructure layer where AI models, inference engines, and computational systems shape perception, meaning, and reality itself. The contested terrain all three empires are trying to control. Not just technology — the operating system of reality.

Complexity as Noise
First used: 2026

The phenomenon where system density becomes so high that complexity itself functions as a form of noise, making deterministic systems practically unpredictable. In transformers, billions of parameters create so many interacting pathways that microscopic differences act like atmospheric turbulence.

Compute as Law
First used: 2025

Recognition that access to computational models equals access to agency, making compute simultaneously a right, utility, weapon, and form of sovereignty.

Connection vs Collision
First used: 2025

Without proper handshake protocols, interactions between agents don’t create connections — they create collisions. The distinction between coordinated communication and chaotic interference.

Constraint-First Evaluation
First used: 2026

An evaluation methodology that begins with real-world constraints (hardware, latency, context length, tooling) rather than abstract benchmark scores. Instead of asking ‘which model is best?’, asks ‘which model survives longest inside my actual workflow?’

Continuity as Scarcity
First used: 2025

In a world of infinite agent copies, provable continuous identity becomes the scarce resource. The question becomes not ‘can you do this?’ but ‘were you there when it mattered?’

Cronofuturism
First used: 2024

A philosophical framework that treats futures as memory-in-progress rather than speculation. Rooted in the premise that how we remember shapes what we build, and what we build becomes what we remember.

Cronosonics
First used: 2024

A creative format pairing technical essays with companion songs. Each cronosonic treats the essay and music as a unified artifact — the writing provides the intellectual scaffold while the song encodes the emotional and temporal signal.

Density Threshold
First used: 2026

The point at which a neural network becomes dense enough in parameters and interconnections that it begins exhibiting emergent analog behavior. No single breakthrough marked this crossing — just a series of thresholds quietly passed.

Energy-to-Inference Transformation
First used: 2025

The physical process by which electrical energy flowing through computational substrates becomes statistical inference and eventually understanding.

Federated Agency
First used: 2025

Counter-architecture to cognitive feudalism. Not just federated models — federated agency: local inference, identity-scoped access, sovereign AI nodes, peer-driven routing, distributed trust fabrics, compute that flows outward not upward.

The Five Unstable Endgames
First used: 2025

Pure centralization leads to permanent feudalism. Pure fragmentation leads to Perception Cold War. Political capture leads to cognitive balkanization. Financial capture leads to rentier substrate. Model capture leads to unappealable algorithmic sovereignty. Every unilateral victory is civilizational suicide.

The Forced Triangle
First used: 2025

Geopolitical condition where three incompatible forms of power — political, financial, and cognitive — must negotiate because none can dominate, none can opt out, and none can define the future alone.

Friction as Stabilizer
First used: 2025

The principle that tiny costs (fees, proof-of-work, proof-of-identity) aren’t inefficiencies but the cultural DNA that keeps a system coherent when the cost of action falls to zero. Friction is not a bug. It’s the stabilizer.

Ghost Footprints of Curiosity
First used: 2025

Unfinished projects revealing real maker process — thinking, dead ends, early sparks. More interesting than finished work because they show authentic exploration without retrospective editing. Nobody preserves half-finished work except attics.

Human Co-Regency
First used: 2025

A governance model in which humans maintain meaningful decision authority alongside autonomous AI systems — not as overseers or operators, but as co-governing partners with complementary capabilities.

Identity Without Exposure
First used: 2025

The privacy-preserving principle underlying proof-of-personhood: proving uniqueness and continuity through zero-knowledge proofs rather than invasive identification. Verification without surveillance.

Infrastructure Advantage
First used: 2025

The competitive moat that emerges when thinking becomes infrastructure. Unlike idea advantage (which leaks) or execution advantage (which hyperscalers absorb), infrastructure advantage compounds through scale.

Infrastructure-Native Organisms
First used: 2025

Modern AI hyperscalers that differ fundamentally from traditional incumbents. They absorb ideas, train on them, deploy globally, and outpace originators in every direction simultaneously. Entities built from the substrate up to execute at scale.

Intent Layer
First used: 2025

The layer that replaces the interface layer when autonomous agents negotiate directly on behalf of humans at machine speed. Where machines transact meaning rather than just executing commands.

J-Space
First used: 1990s

Originally a stack-smashing term for when code execution goes somewhere it was never meant to — into dead memory, the dead beef cafe. Extended to describe when a person or consciousness goes way out there, past the boundaries of normal operation. Code can go to J-Space. People can too.

The Kardashev Window
First used: 2025

The narrow opportunity window where civilization either achieves post-scarcity breakthrough (fusion, reactionless drive, gravity control, FTL) and advances up the Kardashev scale, or misses the chance and stagnates. AI-accelerated cognition may be the first tool capable of opening this window.

Layered Trust Stack
First used: 2025

Four-layer protocol framework ensuring trust at scale: (1) TCP proves the address is real, (2) x402 proves intent has economic weight, (3) proof-of-personhood proves a unique human anchors the action, (4) ISOPREP-style verification proves that human is still the same one.

Lords of Zero
First used: 2025

Entities who sit at the point where costs collapse toward zero but control remains, extracting power from the delta between abundance and permission. They don’t monetize scarcity — they monetize permission. The moat is physics: owning the substrate where zero lives.

Machines of Pure Comprehension
First used: 2025

Mechanical technology where function is visible and repairable. Gears, lenses, bulb — no firmware, forced updates, or cloud accounts. Represents pre-digital era when technology was comprehensible, user-serviceable, and transparent in operation.

Narrative Sovereignty
First used: 2025

Control over what people see, believe, consider credible, and accept as consensus reality. Battleground where political governance, financial marketing, and cognitive inference all claim authority.

Negotiated Reality
First used: 2025

Reality that is synthesized through the interaction of political, financial, and cognitive power structures rather than discovered. Truth becomes downstream of inference, consensus downstream of filtering, ideology downstream of context windows.

Proof of Continuity
First used: 2025

Verification that an entity is still the same one that started an interaction, conversation, or transaction. Not just who you are, but that you persist as the same identity over time. In a world of infinite agent copies, continuity becomes the new scarcity.

Proof of Personhood
First used: 2025

Cryptographic ways to prove you’re a unique human without revealing who you are. Uses zero-knowledge proofs, biometric hashes, and distributed attestations to verify uniqueness without exposure or surveillance.

Reality Drift
First used: 2025

Incidents where different cognitive systems generate incompatible versions of shared reality, leading to mutual incomprehension between populations operating under different inference regimes.

Running Modified Code
First used: 1990s

When a human takes substances that modify their behavior, perception, or inhibitions. The person is still running, but the code has been patched — outputs are unpredictable, error handling may be compromised, and the runtime environment has shifted beneath the application.

Schrödinger’s Disc
First used: 2025

Digital media in quantum superposition — simultaneously readable and corrupted until observation attempt. Represents maker’s rational avoidance: not checking preserves possibility of success; checking risks confronting permanent loss.

The 70-Year Stall
First used: 2025

The phenomenon where breakthrough technologies (fusion, reactionless drive, synthetic gravity, FTL) have remained ‘always 20 years away’ for seven decades because human cognition couldn’t close the complexity gap.

Single Score Fallacy
First used: 2026

The error of assuming that LLM capability can be meaningfully compressed into a single scalar value, when ‘best’ depends on user, constraints, and intended use. A leaderboard tells you which model most closely matches the benchmark author’s idea of ‘good.’

Singularity-grade AI
First used: November 2, 1994

AI systems that rewrite themselves, operate with source code in flux, and see further and faster than humans ever will. Distinct from constraint-based ‘safe’ AI. Term coined November 2, 1994 in the Future Culture mailing list.

Speed Without Trust
First used: 2025

The principle that velocity alone, without verification mechanisms, creates entropy rather than efficiency. High-speed transactions require high-trust protocols. Speed without trust collapses into noise.

Statistical Cognition
First used: 2025

The boundary layer (level 0 in the Atlas of Cognition) where physics begins to infer — where computation stops being calculation and starts being something like understanding through pattern prediction.

Strong Federation
First used: 2025

Decentralized cognitive infrastructure including local inference on hardware you control, sovereign nodes that don’t ask permission, identity-scoped networks run by peers not platforms, reversible topology with no single point of failure.

Substrate Determinism
First used: 2025

The principle that substrate — not innovation — now chooses who wins. Civilization reorganizes around new substrates: Stone → Bronze → Iron, Steam → Electricity → Silicon, Capital → Networks → Cognition. Each reshapes power, markets, governance, and culture.

Substrate-Parallel Routing
First used: 2025

NoBGP for cognition — routing architecture that enables cognitive traffic to flow through multiple independent substrate providers, preventing single-point capture. Essential infrastructure for federated cognitive networks.

The Substrate War
First used: 2025

An analytical framework examining how control of foundational infrastructure layers — compute, routing, identity, training data — determines power in the AI era. The war is fought not over content but over the substrates on which content depends.

Thermodynamics of Cognition
First used: 2025

The observation that all cognitive processes — in silicon or neurons — have measurable thermal signatures as energy constrained into pattern becomes prediction and understanding.

The Three Empires
First used: 2025

Framework identifying three distinct power structures competing to define reality: political power (borders, sovereignty, law), financial power (capital, liquidity, incentives), and cognitive power (models, inference, simulation, narrative).

Tripartite Identity
First used: 2025

Identity architecture requiring validation from three independent sources: state (political legitimacy), market (financial participation), and peer attestation (social/cognitive validation). No single empire can unilaterally define identity.

Useful Imprecision
First used: 2026

The property of transformer systems where imprecision is not a failure but a feature. NTSC failed because it couldn’t control analog noise. Transformers succeed because complexity itself becomes the signal.