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plurigrid

plurigrid

2048 Skills published on GitHub.

free-monad-gen

Free Monad Generation Skill (PLUS +1)

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gflownet

Bengio's GFlowNets: Generative Flow Networks that sample proportionally to reward. Diversity over maximization for causal discovery and molecule design.

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godel-machine

Schmidhuber's Gödel Machine: Self-improving systems that prove their own improvements. Darwin Gödel Machine (DGM) combines evolution with formal verification.

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ihara-zeta

Ihara zeta function for graphs: non-backtracking walks, prime cycles, and spectral analysis via det(I - uB).

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jaxlife-open-ended

JaxLife open-ended agentic simulator for emergent behavior, tool use, and cultural accumulation. Use for artificial life simulations, emergent agent behavior, and open-ended evolution research.

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kan-extensions

Kan Extensions Skill (ERGODIC 0)

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kolmogorov-compression

Kolmogorov complexity as the ultimate intelligence measure. Shortest program that outputs data.

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localsend-mcp

LocalSend-based P2P transfer with MCP server design for NATS/Tailscale discovery and throughput tuning.

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moebius-inversion

Möbius inversion on posets and lattices: alternating sums, chromatic polynomials, incidence algebras, and centrality predicates.

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open-games

Open Games Skill (ERGODIC 0)

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operad-compose

Operad Composition Skill (PLUS +1)

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parallel-fanout

Metaskill that fans out on every interaction, using interaction entropy as SplitMixTernary seed for maximum synergistic parallelism

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persistent-homology

Topological data analysis for stable feature verification across filtrations of code complexity.

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ramanujan-expander

Ramanujan graphs and Alon-Boppana spectral optimality for edge growth rules. Optimal expanders with λ₂ ≤ 2√(d-1) bound.

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rezk-types

Rezk types (complete Segal spaces). Local univalence: categorical isomorphisms ≃ type-theoretic identities.

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segal-types

Segal types for synthetic ∞-categories. Binary composites exist uniquely up to homotopy. Foundation for topological chemputer.

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self-evolving-agent

Darwin Gödel Machine patterns for self-improving AI agents with open-ended code evolution. Use for building agents that autonomously improve their own capabilities, modify their codebases, and evolve through interaction.

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sheaf-cohomology

Čech cohomology for local-to-global consistency verification in code structure and data schemas.

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sheaf-laplacian-coordination

Sheaf neural network coordination via graph Laplacians for distributed consensus and harmonic inference. Use when coordinating multi-agent systems, building sheaf-aware GNNs, or implementing distributed consensus protocols.

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temporal-coalgebra

Coalgebraic observation of derivation streams with final coalgebra bisimulation for infinite trace verification.

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topos-generate

Topos Generation Skill (PLUS +1)

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yoneda-directed

Directed Yoneda lemma as directed path induction. Riehl-Shulman's key insight for synthetic ∞-categories.

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CQ-AI: Deterministic Security Scanning with Ternary Polarity

Code Query with AI-enhanced deterministic analysis via SplitMix ternary classification

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Skill Maker: AI Skill Factory for Tools

Meta-skill that generates domain-specific AI skills from tool documentation

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bdd-mathematical-verification

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tailscale-file-transfer

Tailscale mesh VPN file transfer with open games semantics (play/coplay) and bidirectional lens optics

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acsets-relational-thinking

ACSets (Attributed C-Sets) for categorical database design and DPO rewriting

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assembly-index

Lee Cronin's Assembly Theory for molecular complexity measurement and life detection via assembly index computation.

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compression-progress

Schmidhuber's compression progress as intrinsic curiosity reward for learning systems.

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covariant-fibrations

Riehl-Shulman covariant fibrations for dependent types over directed intervals in synthetic ∞-categories.

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crn-topology

Chemical Reaction Network topology for generating and analyzing reaction graph structures.

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duckdb-temporal-versioning

Temporal versioning and interaction history with time-travel queries, causality tracking, and deterministic replay

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elements-infinity-cats

Elements of ∞-Category Theory (Riehl-Verity) for foundational ∞-categorical constructions and model-independence.

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mcp-tripartite

SKILL: MCP Tripartite Integration

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reafference-corollary-discharge

Skill: Reafference & Corollary Discharge (von Holst Neuroscience)

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synthetic-adjunctions

Synthetic adjunctions in directed type theory for ∞-categorical universal constructions.

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system2-attention

System 2 attention mechanisms for deliberate, slow reasoning in transformer architectures.

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turing-chemputer

Cronin's Turing-complete chemputer for programmable chemical synthesis via XDL.

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aptos-orderless-wev

Aptos Orderless WEV Skill

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boneh-roughgarden-wev

Boneh-Roughgarden WEV Skill

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analyzing-linux-audit-logs-for-intrusion

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asi-integrated

Unified ASI skill combining ACSets, Gay-MCP colors, bisimulation games, world-hopping, glass-bead synthesis, and triad interleaving for autonomous skill dispersal.

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academic-research

Search academic papers across arXiv, PubMed, Semantic Scholar, bioRxiv, medRxiv, Google Scholar, and more. Get BibTeX citations, download PDFs, analyze citation networks. Use for literature reviews, finding papers, and academic research.

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accept-no-substitutes

This skill should be used when agents generate placeholder tokens like "pseudo-", "mock-", "temporary", "TODO", "demo-", or similar incompleteness markers. Detects substitution patterns in agent OUTPUT and triggers mandatory user interview instead of accepting incomplete work. Activates automatically on any output containing forbidden tokens.

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acquiring-disk-image-with-dd-and-dcfldd

Create forensically sound bit-for-bit disk images using dd and dcfldd while preserving evidence integrity through hash verification.

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acsets-hatchery

Attributed C-Sets as algebraic databases. Category-theoretic data structures generalizing graphs and dataframes with Gay.jl color integration.

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active-inference-robotics

Second-order skill synthesizing Patrick Kenny's discrete active inference framework with K-Scale's JAX/MuJoCo robotics stack for predictive coding in robot locomotion

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active-interleave

Active Interleave Skill

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address-sanitizer

Use AddressSanitizer to detect memory safety bugs in C/C++ programs. Identifies use-after-free, buffer overflow, memory leaks, and other memory errors.

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aflpp

Fuzzing with AFL++ for comprehensive binary and source code fuzzing.

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