https://ianmoog.com/notes/ Research notes, working models, and field documents by Ian Moog. en-us Sun, 17 May 2026 00:00:00 +0000 ianmoog-site/_build/scripts/build_feed.py https://ianmoog.com/assets/favicon.png 8ab4ff https://ianmoog.com/assets/favicon.png https://ianmoog.com/notes/ https://ianmoog.com/notes/ai-in-the-loop-of-cad-and-sim https://ianmoog.com/notes/ai-in-the-loop-of-cad-and-sim Mon, 11 May 2026 00:00:00 +0000 2026-05-17T00:00:00+00:00 Ian Moog An agent fixed a broken spacecraft, debugged a control script, and put a satellite in orbit overnight. The interesting part isn't the satellite — it's the loop. <p>An agent fixed a broken spacecraft, debugged a control script, and put a satellite in orbit overnight. The interesting part isn&#x27;t the satellite — it&#x27;s the loop.</p><p><a href="https://ianmoog.com/notes/ai-in-the-loop-of-cad-and-sim">Read on ianmoog.com</a></p> notes ksp AI CAD Simulation KSP Agents Engineering OpenClaw kOS https://ianmoog.com/notes/computational-proof-packets https://ianmoog.com/notes/computational-proof-packets Fri, 08 May 2026 00:00:00 +0000 2026-05-08T00:00:00+00:00 Ian Moog A compact public ledger for Sandy Chaos computational proof packets: Kerr asymmetry as the first PASS, Φ fluid as the next bounded probe, and hyperstition as an example of productive falsification. <p>A compact public ledger for Sandy Chaos computational proof packets: Kerr asymmetry as the first PASS, Φ fluid as the next bounded probe, and hyperstition as an example of productive falsification.</p><p><a href="https://ianmoog.com/notes/computational-proof-packets">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Computational Proofs Proof Packets Kerr Geometry Phi Fluid Hyperstition Falsification Validation Research Architecture Physics https://ianmoog.com/notes/energistics-effective-centers https://ianmoog.com/notes/energistics-effective-centers Wed, 29 Apr 2026 00:00:00 +0000 2026-04-29T00:00:00+00:00 Ian Moog Energistics names the careful version of reality control: shaping physical and informational potential landscapes so some futures become easier, while human freedom remains a hard constraint. <p>Energistics names the careful version of reality control: shaping physical and informational potential landscapes so some futures become easier, while human freedom remains a hard constraint.</p><p><a href="https://ianmoog.com/notes/energistics-effective-centers">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Energistics Effective Centers Potential Control Niagara Vortex Dynamics Informational Energy NFEM Temporal Domains Autonomy Current Events Physics Agency Concept Notes https://ianmoog.com/notes/sandy-chaos https://ianmoog.com/notes/sandy-chaos Fri, 03 Apr 2026 00:00:00 +0000 2026-04-03T00:00:00+00:00 Ian Moog Canonical blueprint for Sandy Chaos: what it is, what it is not, what exists now, and what must still be validated. <p>Canonical blueprint for Sandy Chaos: what it is, what it is not, what exists now, and what must still be validated.</p><p><a href="https://ianmoog.com/notes/sandy-chaos">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Blueprint Causality Governance Research Architecture https://ianmoog.com/notes/discord-overlay-in-arch-linux-before-gta6 https://ianmoog.com/notes/discord-overlay-in-arch-linux-before-gta6 Wed, 01 Apr 2026 00:00:00 +0000 2026-04-29T00:00:00+00:00 Ian Moog A mature follow-up to a funny, now-redacted cursed-systems screenshot: WSL+Arch vs bare-metal Linux, and how x86_64, arm64, and memory architecture change the shape of a custom Ygg/OpenClaw workflow. <p>A mature follow-up to a funny, now-redacted cursed-systems screenshot: WSL+Arch vs bare-metal Linux, and how x86_64, arm64, and memory architecture change the shape of a custom Ygg/OpenClaw workflow.</p><p><a href="https://ianmoog.com/notes/discord-overlay-in-arch-linux-before-gta6">Read on ianmoog.com</a></p> notes sandy-chaos Interface Yggdrasil OpenClaw Discord Terminal WSL Arch Linux Linux x86_64 arm64 Unified Memory Systems https://ianmoog.com/notes/topological-memory-thesis https://ianmoog.com/notes/topological-memory-thesis Sat, 28 Mar 2026 00:00:00 +0000 2026-03-28T00:00:00+00:00 Ian Moog A simpler claim: when the problem is about relationships, retrieval should remember relationships too. <p>A simpler claim: when the problem is about relationships, retrieval should remember relationships too.</p><p><a href="https://ianmoog.com/notes/topological-memory-thesis">Read on ianmoog.com</a></p> notes sandy-chaos Topological Memory Sandy Chaos Continuity Yggdrasil Retrieval https://ianmoog.com/notes/temporal-arc-reference-arrays https://ianmoog.com/notes/temporal-arc-reference-arrays Wed, 25 Mar 2026 00:00:00 +0000 2026-04-01T00:00:00+00:00 Ian Moog Temporal-Arc Reference Arrays offer a disciplined way to encode what survives across temporal arcs — operationalized as mechanically coupled worldline gears, grounded in renormalization group physics, and now with formal composition rules and working tooling. <p>Temporal-Arc Reference Arrays offer a disciplined way to encode what survives across temporal arcs — operationalized as mechanically coupled worldline gears, grounded in renormalization group physics, and now with formal composition rules and working tooling.</p><p><a href="https://ianmoog.com/notes/temporal-arc-reference-arrays">Read on ianmoog.com</a></p> notes foundations Temporal Systems Arrays Continuity Reference Models Systems Worldlines Gears Steganography Mechanical Operationalization Research Renormalization Group Composition https://ianmoog.com/notes/14-cognitive-tempo-orchestration https://ianmoog.com/notes/14-cognitive-tempo-orchestration Wed, 25 Mar 2026 00:00:00 +0000 2026-03-25T00:00:00+00:00 Ian Moog Cognitive Tempo Orchestration promotes the strongest defensible part of the older implant line into a practical, agency-preserving interface roadmap. <p>Cognitive Tempo Orchestration promotes the strongest defensible part of the older implant line into a practical, agency-preserving interface roadmap.</p><p><a href="https://ianmoog.com/notes/14-cognitive-tempo-orchestration">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Orchestration Cognitive Systems Interface Design https://ianmoog.com/notes/13-nested-temporal-domains https://ianmoog.com/notes/13-nested-temporal-domains Wed, 25 Mar 2026 00:00:00 +0000 2026-03-25T00:00:00+00:00 Ian Moog Nested Temporal Domains gives Sandy Chaos a stricter multiscale rule: adjacent temporal layers exchange bounded representations instead of pretending omniscient cross-scale access. <p>Nested Temporal Domains gives Sandy Chaos a stricter multiscale rule: adjacent temporal layers exchange bounded representations instead of pretending omniscient cross-scale access.</p><p><a href="https://ianmoog.com/notes/13-nested-temporal-domains">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Temporal Domains Multiscale Systems Architecture https://ianmoog.com/notes/materials-discovery-data-bridges https://ianmoog.com/notes/materials-discovery-data-bridges Tue, 24 Mar 2026 00:00:00 +0000 2026-05-17T00:00:00+00:00 Ian Moog This paper shows that careful data alignment—not only model choice—can materially improve magnetic-property prediction by linking experimental databases to full crystal structures. <p>This paper shows that careful data alignment—not only model choice—can materially improve magnetic-property prediction by linking experimental databases to full crystal structures.</p><p><a href="https://ianmoog.com/notes/materials-discovery-data-bridges">Read on ianmoog.com</a></p> notes materials-research Materials Science Machine Learning Graph Neural Networks Data Fusion Magnetism Research Automation https://ianmoog.com/notes/eternal-recurrence-heart-extractor https://ianmoog.com/notes/eternal-recurrence-heart-extractor Tue, 24 Mar 2026 00:00:00 +0000 2026-03-24T00:00:00+00:00 Ian Moog Eternal recurrence is most useful not as a metaphysical claim but as an extraction device: a pressure test for what one actually consents to repeat. <p>Eternal recurrence is most useful not as a metaphysical claim but as an extraction device: a pressure test for what one actually consents to repeat.</p><p><a href="https://ianmoog.com/notes/eternal-recurrence-heart-extractor">Read on ianmoog.com</a></p> notes philosophy Philosophy Eternal Recurrence Desire Recurrence Self-Interpretation Extraction https://ianmoog.com/notes/elemental-force-maps-water-control-and-cryptology https://ianmoog.com/notes/elemental-force-maps-water-control-and-cryptology Tue, 24 Mar 2026 00:00:00 +0000 2026-03-24T00:00:00+00:00 Ian Moog Before adding more symbolic force rhetoric, define minimal domain maps. Water and cryptology are good first cases because both admit clear structures, controls, constraints, and mathematical primitives. <p>Before adding more symbolic force rhetoric, define minimal domain maps. Water and cryptology are good first cases because both admit clear structures, controls, constraints, and mathematical primitives.</p><p><a href="https://ianmoog.com/notes/elemental-force-maps-water-control-and-cryptology">Read on ianmoog.com</a></p> notes foundations Domain Maps Water Cryptology Information Control Systems https://ianmoog.com/notes/sandy-chaos-from-concept-pile-to-research-architecture https://ianmoog.com/notes/sandy-chaos-from-concept-pile-to-research-architecture Fri, 20 Mar 2026 00:00:00 +0000 2026-03-24T00:00:00+00:00 Ian Moog A field note on what became clearer in Sandy Chaos: stricter causal discipline, a cleaner blueprint, continuity architecture, and nested temporal domains. <p>A field note on what became clearer in Sandy Chaos: stricter causal discipline, a cleaner blueprint, continuity architecture, and nested temporal domains.</p><p><a href="https://ianmoog.com/notes/sandy-chaos-from-concept-pile-to-research-architecture">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Research Architecture Causality Yggdrasil Temporal Domains https://ianmoog.com/notes/ygg-ravens https://ianmoog.com/notes/ygg-ravens Sun, 15 Mar 2026 00:00:00 +0000 2026-03-15T00:00:00+00:00 Ian Moog Introduces Huginn and Muninn as a flexible subsystem for scouting, reminding, summarizing, and carrying signal from the world back into Yggdrasil's canonical center. <p>Introduces Huginn and Muninn as a flexible subsystem for scouting, reminding, summarizing, and carrying signal from the world back into Yggdrasil&#x27;s canonical center.</p><p><a href="https://ianmoog.com/notes/ygg-ravens">Read on ianmoog.com</a></p> notes yggdrasil Yggdrasil Ravens Signal Memory Coordination https://ianmoog.com/notes/ygg-winter-pass https://ianmoog.com/notes/ygg-winter-pass Sat, 14 Mar 2026 00:00:00 +0000 2026-03-14T00:00:00+00:00 Ian Moog Specifies cadence, trigger conditions, and decision outcomes for continuity pruning and promotion hygiene. <p>Specifies cadence, trigger conditions, and decision outcomes for continuity pruning and promotion hygiene.</p><p><a href="https://ianmoog.com/notes/ygg-winter-pass">Read on ianmoog.com</a></p> notes yggdrasil Yggdrasil Operations Pruning Continuity Governance https://ianmoog.com/notes/ygg-autophagology https://ianmoog.com/notes/ygg-autophagology Sat, 14 Mar 2026 00:00:00 +0000 2026-03-14T00:00:00+00:00 Ian Moog Defines the metabolic discipline for Yggdrasil: continuity accounting, branch/bubble/seed pressure, and operational pruning rules. <p>Defines the metabolic discipline for Yggdrasil: continuity accounting, branch/bubble/seed pressure, and operational pruning rules.</p><p><a href="https://ianmoog.com/notes/ygg-autophagology">Read on ianmoog.com</a></p> notes yggdrasil Yggdrasil Systems Architecture Continuity Operations https://ianmoog.com/notes/predictive-processing-temporal-frames-potential-flow-contracts https://ianmoog.com/notes/predictive-processing-temporal-frames-potential-flow-contracts Sun, 01 Mar 2026 00:00:00 +0000 2026-03-01T00:00:00+00:00 Ian Moog Defines state, contracts, operator, boundaries, metrics, and falsification tests for the temporal predictive-processing proposal. <p>Defines state, contracts, operator, boundaries, metrics, and falsification tests for the temporal predictive-processing proposal.</p><p><a href="https://ianmoog.com/notes/predictive-processing-temporal-frames-potential-flow-contracts">Read on ianmoog.com</a></p> notes uncategorized Sandy Chaos Predictive Processing Graph Neural Networks Computational Physics Temporal Modeling https://ianmoog.com/notes/04-neuro-roadmap https://ianmoog.com/notes/04-neuro-roadmap Sun, 01 Feb 2026 00:00:00 +0000 2026-03-25T00:00:00+00:00 Ian Moog Neural evidence roadmap for Sandy Chaos, now explicitly separated from nested temporal architecture and cognitive tempo orchestration. <p>Neural evidence roadmap for Sandy Chaos, now explicitly separated from nested temporal architecture and cognitive tempo orchestration.</p><p><a href="https://ianmoog.com/notes/04-neuro-roadmap">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Neuro Roadmap Decoding https://ianmoog.com/notes/03-micro-observer-agency https://ianmoog.com/notes/03-micro-observer-agency Sun, 01 Feb 2026 00:00:00 +0000 2026-03-25T00:00:00+00:00 Ian Moog Read-write observer coupling, agency models, ethics constraints, and the bridge from local observer geometry into nested temporal domains. <p>Read-write observer coupling, agency models, ethics constraints, and the bridge from local observer geometry into nested temporal domains.</p><p><a href="https://ianmoog.com/notes/03-micro-observer-agency">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Agency Observer Architecture https://ianmoog.com/notes/02-tempo-tracer-protocol https://ianmoog.com/notes/02-tempo-tracer-protocol Sun, 01 Feb 2026 00:00:00 +0000 2026-03-25T00:00:00+00:00 Ian Moog Channel mechanics, communication modes, timing planes, and falsification metrics for causality-safe Tempo Tracer signaling. <p>Channel mechanics, communication modes, timing planes, and falsification metrics for causality-safe Tempo Tracer signaling.</p><p><a href="https://ianmoog.com/notes/02-tempo-tracer-protocol">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Protocol Timing https://ianmoog.com/notes/01-foundations https://ianmoog.com/notes/01-foundations Sun, 01 Feb 2026 00:00:00 +0000 2026-03-25T00:00:00+00:00 Ian Moog Claim tiers, causality guardrails, structural back-propagation, and falsification criteria for Sandy Chaos foundations. <p>Claim tiers, causality guardrails, structural back-propagation, and falsification criteria for Sandy Chaos foundations.</p><p><a href="https://ianmoog.com/notes/01-foundations">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Foundations Causality https://ianmoog.com/notes/temporal-dynamics https://ianmoog.com/notes/temporal-dynamics Sun, 01 Feb 2026 00:00:00 +0000 2026-02-01T00:00:00+00:00 Ian Moog Analyses of the physics and philosophy of communication through temporally shifted frames <p>Analyses of the physics and philosophy of communication through temporally shifted frames</p><p><a href="https://ianmoog.com/notes/temporal-dynamics">Read on ianmoog.com</a></p> notes sandy-chaos Philosophy Physics Communication https://ianmoog.com/notes/neuro-implant-cross-tempo-brainstorm https://ianmoog.com/notes/neuro-implant-cross-tempo-brainstorm Sun, 01 Feb 2026 00:00:00 +0000 2026-02-01T00:00:00+00:00 Ian Moog A speculative-but-grounded architecture for hybrid human/computational cognition across temporal scales <p>A speculative-but-grounded architecture for hybrid human/computational cognition across temporal scales</p><p><a href="https://ianmoog.com/notes/neuro-implant-cross-tempo-brainstorm">Read on ianmoog.com</a></p> notes sandy-chaos Cognitive Systems Human-AI Speculative https://ianmoog.com/notes/05-hyperstition-temporal-bridge-analysis https://ianmoog.com/notes/05-hyperstition-temporal-bridge-analysis Sun, 01 Feb 2026 00:00:00 +0000 2026-02-01T00:00:00+00:00 Ian Moog Claim-tiered hyperstition analysis linking narrative-boundary fields, causality discipline, and protocol implications. <p>Claim-tiered hyperstition analysis linking narrative-boundary fields, causality discipline, and protocol implications.</p><p><a href="https://ianmoog.com/notes/05-hyperstition-temporal-bridge-analysis">Read on ianmoog.com</a></p> notes sandy-chaos Sandy Chaos Hyperstition Temporal Bridge https://ianmoog.com/notes/grand-research-automation https://ianmoog.com/notes/grand-research-automation Thu, 01 Jan 2026 00:00:00 +0000 2026-01-01T00:00:00+00:00 Ian Moog Ideas for using automation to speed up research without losing traceability, rigor, or human judgment. <p>Ideas for using automation to speed up research without losing traceability, rigor, or human judgment.</p><p><a href="https://ianmoog.com/notes/grand-research-automation">Read on ianmoog.com</a></p> notes uncategorized Philosophy Automation Physics https://ianmoog.com/notes/home-security https://ianmoog.com/notes/home-security Mon, 01 Dec 2025 00:00:00 +0000 2025-12-01T00:00:00+00:00 Ian Moog A simple local-first home alert setup built around reliability, privacy, and low maintenance. <p>A simple local-first home alert setup built around reliability, privacy, and low maintenance.</p><p><a href="https://ianmoog.com/notes/home-security">Read on ianmoog.com</a></p> notes uncategorized Automation Local-first Reliability