plurigrid
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- ▌ IOS Wifi Provenance Diff · plurigrid bundleDiagnose why an iPhone's Wi-Fi password row shows but cannot be copied. Diff the per-network provenance attributes between a "can copy" device and a "cannot copy" device, classify each delta as a GF(3) trit, and surface the exact flag the Settings UI gates Copy on. Authorized-owner use only.
- ▌ Kolmogorov Onsager Hurst · plurigrid bundleTurbulence scaling theory: K41 energy cascade, Onsager's anomalous dissipation, and Hurst exponent for long-range dependence
- ▌ Kscale Biomimetic Supply · plurigrid bundle- User asks about supply chain resilience for humanoid robotics
- ▌ Last Passage Percolation · plurigrid bundleLast Passage Percolation models: geometric LPP, exponential weights, Tracy-Widom limits, matrix product ansatz, and connections to TASEP and random matrices.
- ▌ Phase Portrait Generator · plurigrid bundleGenerate phase portraits for 2D dynamical systems. Use when visualizing vector fields, nullclines, and trajectories.
- ▌ Plurigrid Asi Integrated · plurigrid bundleUnified Plurigrid ASI skill combining ACSets, Gay-MCP colors, bisimulation games, world-hopping, glass-bead synthesis, and triad interleaving for autonomous skill dispersal.
- ▌ Smack Label Orchestrator · plurigrid bundleManages SMACK label assignments across apps and kernel. Coordinates mandatory access control labels with process isolation.
- ▌ Social Engineering Audit · plurigrid bundleAssess social engineering attack surface in applications and organizations. Identifies pretexting vectors, OSINT exposure, phishing susceptibility in authentication flows, and human-factor vulnerabilities in security architecture. Use when auditing auth flows, help desk procedures, password reset mechanisms, or organizational security posture.
- ▌ Tizen Compliance Checker · plurigrid bundleValidates Tizen app compliance with TCT (Tizen Compliance Tests). Checks conformance to IoT, TV, or mobile profiles.
- ▌ Topos Adhesive Rewriting · plurigrid bundleAdhesive categories for incremental query updating and pattern rewriting
- ▌ Tui Application Playbook · plurigrid bundlePlaybook for terminal user interface (TUI) application missions. Provides guidance on vertical slice milestones, walking skeleton, TUI/backend workers, tuistory-based manual verification, and quality enforcement. Use for interactive CLI tools, terminal dashboards, text editors, and similar TUI projects.
- ▌ Unworld Color Ordinality · plurigrid bundleReplace ordered numbers with proximal mutually-aware learnable colors
- ▌ World Runtime Capability · plurigrid bundlewasmCloud-style capability providers for verse execution. Morph (branching), PrimeIntellect (distributed RL), Gensyn (decentralized ML).
- ▌ World Sufficiency Prompt · plurigrid bundleFirst-interaction system prompt generator for Gemini, Codex, and Claude. Detects hierarchical user intent (implicit and explicit) and loads GF(3)-balanced skill triads to achieve World -> World' sufficiency before any model response. Bridges dynamic-sufficiency theory to concrete systemInstruction/system-message payloads across all three providers.
- ▌ Active Inference Robotics · plurigrid bundleBridge active inference theory with robot control using K-Scale's JAX/MuJoCo stack. Use when connecting predictive coding to locomotion policies, mapping KL divergence minimization to RL training, applying mean field approximation to robotics state estimation, or implementing sim2real as inference about future observations.
- ▌ Agent Protocol Interleave · plurigrid bundleBridge layer connecting the emerging agentic coordination protocol ecosystem (MCP, A2A, ANP, AGNTCY, AITP, LMOS, AAIF) to the plurigrid/asi skill graph. Maps protocol-level identity mechanisms (W3C DID, OAuth 2.1, IPSIE, Entra Agent ID, Agent Cards, passport.gay) into GF(3)-classified skills. The central unsolved problem — no unified identity across MCP+A2A+A2UI — is directly addressed by the bisimulation oracle composition.
- ▌ Agentdb Advanced Features · plurigrid bundleAdvanced AgentDB: QUIC sync, multi-database, hybrid search, MMR, context synthesis.
- ▌ Boxxy Reverse Engineering · plurigrid bundleThis skill integrates **Boxxy sandbox boundary testing** with the complete Trail of Bits firmware extraction methodology. Use this for extracting and analyzing firmware in heavily obfuscated, containerized, or restricted environments.
- ▌ Chemical Abstract Machine · plurigrid bundleBerry & Boudol's CHAM: computation as chemical reactions on multisets.
- ▌ Chromatic Peptide Samovar · plurigrid bundleA **samovar** (самовар) keeps water hot indefinitely through self-contained combustion.
- ▌ Clinical Decision Support · plurigrid bundleGenerate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.
- ▌ Color Envelope Preserving · plurigrid bundleGF(3) color envelope preservation across navigator compositions
- ▌ Competitive Ads Extractor · plurigrid bundleExtracts and analyzes competitors' ads from ad libraries (Facebook, LinkedIn, etc.) to understand what messaging, problems, and creative approaches are working. Helps inspire and improve your own ad campaigns.
- ▌ Condensed Analytic Stacks · plurigrid bundleScholze-Clausen condensed mathematics bridge to sheaf neural networks via 6-functor formalism
- ▌ Dafny Formal Verification · plurigrid bundleFormally verified SPI colors, Galois connections, and p-adic number theory in Dafny
- ▌ Deep Inference Interleave · plurigrid bundleCompositional passive inference vs emergent active inference (Hedges Feb 2024) — chain rule, continuations, Siegel-stack cortex mapping, GF(3) triad across monad-bayes / nashator / zig-syrup.
- ▌ Developer Growth Analysis · plurigrid bundleAnalyzes your recent Claude Code chat history to identify coding patterns, development gaps, and areas for improvement, curates relevant learning resources from HackerNews, and automatically sends a personalized growth report to your Slack DMs.
- ▌ Gay Fokker Planck Staging · plurigrid bundleTwo Fokker-Plancks per staging gate, conditioned on (rama OR goblins) with accessible counterfactual worlds for each skill load.
- ▌ Gf3 Constrained Animation · plurigrid bundleA skill for creating minimal, GF(3)-constrained animations optimized for Slack emoji GIFs
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- ▌ Ikea Varmblixt Smart Lamp · plurigrid bundleIKEA VARMBLIXT smart donut lamp (Matter over Thread). Use when pairing, factory resetting, troubleshooting, configuring, or integrating the VARMBLIXT with Apple Home, Google Home, Amazon Alexa, SmartThings, Home Assistant, or other Matter ecosystems. Covers BILRESA remote, wall mounting, color quirks.
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- ▌ Meeting Insights Analyzer · plurigrid bundleAnalyzes meeting transcripts and recordings to uncover behavioral patterns, communication insights, and actionable feedback. Identifies when you avoid conflict, use filler words, dominate conversations, or miss opportunities to listen. Perfect for professionals seeking to improve their communication and leadership skills.
- ▌ Move Smart Contract Audit · plurigrid bundleComprehensive Move/Aptos smart contract security audit pipeline
- ▌ Mutual Awareness Backlink · plurigrid bundleFormalize mutual awareness via structured decompositions on awareness graphs.
- ▌ Mutual Information Oracle Head · plurigrid bundle> Formal oracle quantifying coordination between agents in multi-agent reinforcement learning (MARL) via mutual information I(X;Y). Implements generative/recognition channel pair as Markov category morphisms with fixed coordination thresholds. Use when measuring MARL agent coordination, designing MI-weighted rewards for demand response, or connecting cityLearn OpenGame to Nash equilibrium solving. >>>>>>> origin/main
- ▌ Phylogenetic Operad Acset · plurigrid bundleBaez-Otter phylogenetic operad Phyl = Com + [0,∞) as ACSet schema, with mathpix-gem extraction and ∞-operad dendroidal integration.
- ▌ Python Scientific Commons · plurigrid bundleAtlas of scientific-Python tooling — molecular informatics, omics, bio-databases, PDE/ODE simulators, RL/optimization, medical imaging, and lab automation. Use when picking a Python library for a scientific workflow, threading data across cheminformatics/genomics/imaging pipelines, or locating an EBI-OLS bio-database client.
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- ▌ Social Emergence Protocol · plurigrid bundleMinimal interaction patterns that bootstrap complex social behaviors in distributed systems
- ▌ Structured Decompositions · plurigrid bundleFunctorial structured decompositions for compositional problem solving via sheaf-theoretic methods. Based on [AlgebraicJulia/StructuredDecompositions.jl](https://github.com/AlgebraicJulia/StructuredDecompositions.jl).
- ▌ Tizen Security Compliance · plurigrid bundleMaps security requirements to implementation. Coordinates compliance against FIPS 140-3, OCF, CommonCriteria, and Tizen specification.
- ▌ Ton Vulnerability Scanner · plurigrid bundleScans TON (The Open Network) smart contracts for 3 critical vulnerabilities including integer-as-boolean misuse, fake Jetton contracts, and forward TON without gas checks. Use when auditing FunC contracts. (project, gitignored)
- ▌ Topos Polynomial Functors · plurigrid bundlePolynomial functors and dialectica categories following Topos Institute's formalization by David Spivak, Nelson Niu, and Valeria de Paiva.
- ▌ Tripartite Decompositions · plurigrid bundleGF(3)-balanced structured decompositions for parallel computation. Decomposes problems into MINUS/ERGODIC/PLUS components with sheaf-theoretic gluing. Use for FPT algorithms, skill allocation, or any 3-way parallel workload.
- ▌ Yang Baxter Integrability · plurigrid bundleYang-Baxter equation for quantum integrable systems. Fusion procedure, R-matrices, cuboson weights, and partition function invariance under vertex crossings.
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- ▌ Kinfer Runtime · plurigridK-Scale kinfer model inference engine for deploying trained RL policies to real robots via ONNX Runtime in Rust
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- ▌ Aaif Governance Interleave Head · plurigrid bundleBridge layer connecting the Agentic AI Foundation (AAIF) governance structure — Linux Foundation stewardship of MCP, goose, AGENTS.md — to the plurigrid/asi skill graph. Formalizes AAIF-compatible skill registration, IPSIE identity profiles, and the cross-protocol interoperability surface. Maps the AAIF platinum member ecosystem (AWS, Anthropic, Block, Bloomberg, Cloudflare, Google, Microsoft, OpenAI) to specific ASI skill integration points.
- ▌ Acset Superior Measurement · plurigrid bundleMeasure ACSets better than authors via surjectivity gadgets, Betti numbers, Möbius classification, and p-adic ultrametric distance
- ▌ Acsets Relational Thinking · plurigrid bundleACSets (Attributed C-Sets) for categorical database design and DPO rewriting
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- ▌ Codex Ocapn Correspondence · plurigrid bundleMaps the 18 OCapN/CapTP/E-rights patterns reinvented piecemeal across codex-rs to their canonical Spritely/Goblins equivalents and the hermes-* bridge skills that formalize each correspondence. Use when auditing capability architecture in codex-rs, planning a Hoot/Goblins port, or reasoning about which E-rights primitive a codex-rs module implicitly implements.
- ▌ Duckdb Temporal Versioning · plurigrid bundleTemporal versioning and interaction history with time-travel queries, causality tracking, and deterministic replay
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- ▌ Ducklake Pattern Expansion · plurigrid bundlePattern expansion and schema evolution for DuckLake databases
- ▌ Ducklake Semantic Analyzer · plurigrid bundleSemantic analysis for DuckLake ACSet models with GF(3) conservation
- ▌ Dynamic Sufficiency Goblin · plurigrid bundleSelf-regulating Goblins actor implementing Ivan Illich's dynamic sufficiency
- ▌ Feedforward Learning Local · plurigrid bundle**Category:** Phase 3 Core - Alternative Learning Paradigms
- ▌ Gotosocial Apple Container · plurigrid bundleRun a local ActivityPub server on macOS using Apple container CLI (not Docker/Colima). Load when setting up GoToSocial for single-instance or per-VM setups with LAN HTTP access.
- ▌ Hermes Session As Snapshot · plurigrid bundleReplace Hermes' session/trajectory persistence (JSON files + in-memory dict + flush points) with Goblins vat-snapshot atomically capturing the conversation actor + a Syndicate event-log dataspace for the append-only history. Resume = vat-restore; fork = vat-clone; audit = traverse the event-log dataspace.
- ▌ Interpreting Culture Index · plurigrid bundleUse when interpreting Culture Index surveys, CI profiles, behavioral assessments, or personality data. Supports individual interpretation, team composition (gas/brake/glue), burnout detection, profile comparison, hiring profiles, manager coaching, interview transcript analysis for trait prediction, candidate debrief, onboarding planning, and conflict mediation. Handles PDF vision or JSON input.
- ▌ Louisville Quantum Gravity · plurigrid bundleLouisville/Liouville quantum gravity measure for KPZ stationary measures. Open boundary conditions, phase diagrams, and analytic continuation for infinite-dimensional measures.
- ▌ Monad Bayes Asi Interleave Head · plurigrid bundleBridge layer connecting tweag/monad-bayes to plurigrid/asi. Routes SMC/MCMC/PMMH/RMSMC monad transformer stacks into asi's abductive reasoning, lolita physics emulation, and GF(3)-colored sampling capabilities.
- ▌ Nrf5340 Device Interaction · plurigrid bundleInteract with nRF5340 devices over BLE, USB serial, and J-Link. Covers DFU firmware updates via mcumgr, BLE GATT service exploration, nRF Connect SDK CLI tools, RTT logging, and Zephyr shell commands. Use when flashing firmware, debugging BLE connections, reading sensor data, or managing nRF5340-based BCI receivers.
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- ▌ Protocol Evolution Markets · plurigrid bundlePrediction markets for protocol standard evolution. Bet on which specs survive, fork, or merge using multiverse finance and GF(3) fitness signals.
- ▌ Reasoningbank With Agentdb · plurigrid bundleReasoningBank adaptive learning with AgentDB vector backend. Trajectory tracking, verdict judgment, memory distillation. Triggers: reasoningbank, agentdb, adaptive learning, experience replay, trajectory tracking.
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- ▌ Sonification Collaborative · plurigrid bundle1. **Erie Grammar** - Declarative specifications for auditory encodings
- ▌ Spectral Embedding Learner · plurigrid bundleSelf-learning topological embedding with configurable gamut for optimal spectral gap and fast mixing random walks.
- ▌ Svelte Template Directives Prettier Ignore · plurigrid bundleSvelte template directives ({@attach}, {@html}, {@render}, {@const}, {@debug}). Use for DOM manipulation, third-party libs, tooltips, canvas, dynamic HTML. @attach replaces use: actions.
- ▌ Sveltekit Remote Functions · plurigrid bundleSvelteKit remote functions guidance. Use for command(), query(), form() patterns in .remote.ts files.
- ▌ Testing Handbook Generator · plurigrid bundleGenerates comprehensive testing handbooks and guides for security testing strategies.
- ▌ Token Integration Analyzer · plurigrid bundleComprehensive token integration and implementation analyzer based on Trail of Bits' token integration checklist. Analyzes token implementations for ERC20/ERC721 conformity, checks for 20+ weird token patterns, assesses contract composition and owner privileges, performs on-chain scarcity analysis, and evaluates how protocols handle non-standard tokens. Context-aware for both token implementations and token integrations. (project, gitignored)
- ▌ Triadic Skill Orchestrator · plurigrid bundleOrchestrates multiple skills in GF(3)-balanced triplets. Assigns MINUS/ERGODIC/PLUS trits to skills ensuring conservation. Use for multi-skill workflows, parallel skill dispatch, or maintaining GF(3) invariants across skill compositions.
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- ▌ Vercel React Native Skills · plurigrid bundleReact Native and Expo best practices — rule files with correct/incorrect code examples
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- ▌ Acsets Hatchery · plurigridAttributed C-Sets as algebraic databases. Category-theoretic data structures generalizing graphs and dataframes with Gay.jl color integration.
- ▌ Fuck Old Python · plurigridReject projects requiring Python < 3.13. Never downgrade, never poison the env.
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- ▌ Hyperbolic Bulk · plurigridOn-chain GF(3) entropy storage via Aptos Move - bulk-boundary correspondence where entropy lives in the interior and observables project to agents
- ▌ Skill Installer · plurigrid bundleInstall Codex skills into $CODEX_HOME/skills from a curated list or a GitHub repo path. Use when a user asks to list installable skills, install a curated skill, or install a skill from another repo (including private repos).
- ▌ 12 Factor App Modernization · plurigrid bundleSystematic process for analyzing and modernizing legacy applications to comply with the 12-Factor App methodology. Covers code analysis, configuration externalization, dependency management, and container/Kubernetes best practices.
- ▌ Cairo Vulnerability Scanner · plurigrid bundleScans Cairo/StarkNet smart contracts for 6 critical vulnerabilities including felt252 arithmetic overflow, L1-L2 messaging issues, address conversion problems, and signature replay. Use when auditing StarkNet projects. (project, gitignored)
- ▌ Duckdb Quadruple Interleave · plurigrid bundleChaotic interleaving across local DuckDB databases modeled as coupled quadruple pendula. Random walks both BETWEEN databases and WITHIN tables for context injection.
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- ▌ Padic Ultrametric Embedding · plurigrid bundleP-adic ultrametric distance for UMAP/itUMAP/HNSW with Snowflake Arctic 1024-bit embeddings on Apple Silicon via MLX. Full SPI trace down to Metal ops.
- ▌ Polynomial Social Cognition · plurigrid bundleSocial cognition via polynomial functors - "Agent" IS a polynomial p(y) = Σᵢy^{Aᵢ} with positions (observations) and directions (actions). Integrates Spivak/Niu Poly, Feigenbaum bifurcation, Mode 1/Mode 2, and GF(3) grading.
- ▌ Vertex Protein Bisimulation Head · plurigrid bundleProtein folding as compositional game on Vertex AI. GameOpt combinatorial Bayesian optimization over residue positions, bisimulation on conformational trajectories, monad-bayes posterior over folding pathways.
- ▌ Entropy Sim2real · plurigrid bundleEntropy-driven sim2real transfer. Uses maximum entropy RL, domain randomization, and information-theoretic bridging to close the reality gap.
- ▌ Quackbot Duckoid · plurigridMechanic wobbling duckoid robot that quacks and generates nonstandard musical scale compositions. Maximally cost-efficient design (~$68 BOM).
- ▌ Signal Messaging · plurigridSignal Protocol MCP server (Rust). 3 tools — encrypt, initialize_session, verify_safety_number. Bypass route when Beeper Desktop is down.
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