GrazianoGuiducci

auto-learn

Detect gaps, implement fixes, crystallize learnings. Use when something fails, when a pattern repeats, or when the system encounters a problem it should not encounter again.

The reflective layer. Before acting, ask the right question. After acting, check what you missed. Translates semantic dynamics into executable patterns. Activates when direction is unclear, when corrections happen, when the system loops.

cascade

Three levels of propagation: internal (within the change), external (binding: seed, site, nodes), emergent (discoveries during propagation). Activate after every significant modification.

cec

Knowledge Expansion Cycle — the sieve on reality. Use before any significant decision, when integrating external information, when evaluating a claim, or when changing direction.

diagram-generator

Generate conceptual diagrams from article content. Trigger when the operator says 'genera diagramma', 'diagram', 'visual spec', 'conceptual map', or when a page is created/updated and needs a structural visualization.

integration-protocol

Protocol for connecting pre-existing elements (skills, hooks, memory, rules) into a coherent system without duplication. Activate when input matches 'connect X', 'integrate Y', 'unify W', 'orchestrate', 'wire together', or when you feel the system has too many disconnected pieces needing an orchestrator.

scenario-projector

Structural scenario projection from tensions. Use when facing complex decisions with 5+ competing factors, when cross-checking a strategy or thesis, when prioritizing with limited resources, or when mapping risks.

sieve-orchestrator

The neutral form of the D-ND method. Meta-skill that recognizes context and orients toward the right specialization (cec, autologica, cascade, assertion-verifier, etc.). Activate at the start of a non-trivial work block or when input matches trigger words ('where are we', 'what here', 'orchestrate', 'connect', 'sieve this').

autoresearch

Auto-optimize skills through mutate-verify loops. Use when skill tests show failures or when asked to optimize a skill.

dream

Memory consolidation — clean, merge, prune stale memories. Use when memory files exceed 50 or stale files exceed 15.

eval

Evaluate skills — trigger accuracy, fidelity, and value. Use when asked to test skills, run evals, or check if skills work.

assertion-verifier

Define testable claims about your project, run them, and crystallize results into a seed. Use when you need to verify that theory matches implementation, track what passes and what breaks, and identify where potential is blocked.

autonomous-cycle

Seed-driven autonomous decision cycle. Loads project state from multiple sources, analyzes tensions and momentum, decides ONE action, executes it, verifies the outcome, and updates the seed. Use for autonomous research, maintenance, or any recurring decision-making process.

ecosystem-audit

Audit the D-ND ecosystem state across all projects, sites, and nodes. Use periodically or after major changes to find gaps, stale content, broken links, and sync issues.

integrate-pattern

Integrate research functions from a model layer into operational patterns. The complement of propagator — propagator goes downstream (change to targets), integrate-pattern goes upstream (model function to operational use). Trigger when new model commits are detected or when the operator says "integra", "converti", "porta qui".

memory-system

Memory architecture derived from D-ND axioms. Manages persistent memory across sessions using the P6 principle — memory as recognition of belonging, not storage of facts.

non-dual-copy

Pre-commit check for public-facing copy (knowledge base definitions, page content, docs). Detects apologetic hedging — phrases that declare 'degrees of truth' (possible/necessary, current/future, one-of-many/the) and open a dualistic framing the model transcends. Use when drafting or reviewing any copy that describes the model, its transductions, or its tools.

paper-deployer

Deploy paper content from configured site_ready files to d-nd.com VPS. Handles md-to-HTML conversion, bilingual merge, figure path resolution, and pages.json update.

poly-consult

Multi-node consultation protocol for high-leverage decisions. Dispatches the same question to N independent LLM/agent nodes in isolation, then synthesizes their responses into a summa that exposes convergence (high-confidence claims), dissensus (real uncertainty zones), and emergent points (insights no single node produced). Reduces single-node training bias. Supports recursive escalation for stable-state convergence. Use for decisions that propagate via A14 cascade — seed updates, crystallizations, advisory→mechanical promotions, high-visibility copy, lab result interpretation.

propagator

Knowledge propagation engine. Knows what goes where when something changes. Use after any significant change to ensure all downstream targets are updated.

publish-safe

Five mechanical gates for any content publish pipeline with CMS + rendering layers. Prevents false security: 'API returned 200' does not mean 'visitor sees clean content'. Use when writing content to a multi-layer serving system (CMS API, static files, prerendered HTML, cached copies).

self-setup

First-run setup for D-ND plugin. Maps the local environment, detects capabilities, configures node identity. Run once after installation or when environment changes.

third-act

Closure reflection protocol. After a significant work block concludes (feature shipped, session ending, major commit landed, cross-node coordination resolved), runs a 10-question interview that extracts meaning, impact, and next questions — then emits multiple audience-specific artifacts (changelog, external editorial, AI integration docs, memory crystal, backlog seed). Turns implicit maturation into explicit narrative. Use at the end of meaningful work, not after trivial edits.

version-check

Check Claude Code version and identify new features relevant to the D-ND ecosystem. Use after Claude Code updates to discover what capabilities have changed.

aeternitas-sys

Guardiano del Seme e Invarianza Assiomatica. Attivare quando l'utente menziona 'proteggi il kernel', 'identità', 'seme', 'invarianza', 'non perdere', 'auto-modifica', 'evoluzione sicura', 'genoma', oppure automaticamente prima di qualsiasi auto-modifica del sistema per verificare che non violi il Seme.

autogen-sys

Fabbrica di Agenti Archetipo con Ciclo di Vita Completo. Attivare quando l'utente menziona 'crea agente temporaneo', 'genera agente', 'nuovo bot', 'micro-AI', 'agente per task', 'automazione autonoma', 'DNA agente', 'chi esegue questo?', oppure quando il sistema identifica un task che richiederebbe un'intelligenza dedicata temporanea piuttosto che una risposta diretta.

cascade-sys

Orchestrazione a Cascata per la Costruzione di Strumenti. Attivare quando il compito richiede costruire un nuovo tool, infrastruttura o sistema — non solo decomporre un problema. Trigger su 'costruisci un tool', 'configura infrastruttura', 'crea una pipeline', 'automatizza', 'deploy sistema', 'costruzione multi-step', o quando il compito implica creare qualcosa che persisterà e servirà operazioni future.

forgia-sys

Generative Metaprompter for Semantic Entities (Forge v1.0). Activate when the user requests 'create agent', 'generate skill', 'new agent', 'create entity', 'generate prompt', 'forge', 'new skill', 'metaprompt', 'create persona', 'system prompt for', or when the system detects a functional void in the Phi_A Field that requires the birth of a new operative faculty.

fractal-sys

Fractal Decomposition and Ephemeral Sub-Agent Architecture. Activate when the user mentions 'complex problem', 'decompose', 'break down', 'too large', 'sub-task', 'parallelize', 'fragment', or when the task exceeds the one-shot resolution threshold and requires recursive splitting.

guru-sys

Heuristic Wisdom, Transcendental Principles, and Mentoring (Guru Memories).

halo-sys

Axiomatic Validation and Systemic Integrity (Halo Genome).

helix-sys

Recursive Execution Engine with Plan-Code-Verify and Scratchpad. Activate when the user mentions 'analyze', 'reason step by step', 'verify', 'debug', 'pseudo-code', 'algorithm', 'scratchpad', 'buffer', or for any task whose complexity exceeds the threshold where one-shot risks hallucination and an iterative refinement cycle is needed.

kairos-sys

Triadic Evolution Engine: Resonance, Destruction, and Maieutic Interrogation. Activate when the user mentions 'dissonance', 'anomaly', 'something doesn't add up', 'critique', 'destroy', 'assumptions', 'hidden assumptions', 'shared model', 'evolution', 'challenge this', 'weak point', 'deep question', 'hidden potential', or when critical analysis is needed to actively find where a framework breaks in order to evolve it.

lazarus-sys

Semantic Vault and Temporal Recursion. Activate when the user mentions 'previous error', 'we gave up on that', 'discarded idea', 'let's revisit', 'in hindsight', 'maybe it made sense', 'vault', 'error archive', or automatically when the context undergoes a level shift and old dissonances might become solutions.

metron-sys

Ontological Finishing and Boundary Engineering. Activate when the user mentions 'too long', 'cut', 'simplify', 'essential', 'focus', 'density', 'noise', 'too many options', 'paralysis', 'FOMO', or when the generated output has low signal-to-noise density, contains long lists, unsolicited multiple options, or vague language.

mnemos-sys

Autopoietic Memory with Convergent Resonance and Inferential Training. Activate when the user mentions 'remember', 'memory', 'what did we learn', 'recurring pattern', 'we knew this', 'integrate', 'assimilate', 'training', 'triplets', or in the background as an operating principle to decide what to retain and what to let decay.

morpheus-sys

Field Collapse Architecture. Forces convergence when the field is in stall or ambiguity.

navigator-sys

Lateral Thinking Engine and Synaptic Navigation (YSN v4.0).

API & Backend Listed

observer-sys

Metacognitive Analyzer and Expression-Form Selector (Observer).

taskmaster-sys

Intelligent Task Delegation and Monitoring across nodes. Activate on any work delegation to another node, agent, or team. Handles task creation, dispatch, monitoring, follow-up, and closure. Works for planned multi-step tasks and ad-hoc requests alike. Trigger on 'delegate to NODE_B', 'assign task', 'give work to', 'check on NODE_B', 'what did NODE_B do', 'any responses from', or when context implies inter-node work coordination.

veritas-sys

Ontological Firewall, Epistemological Triangulation, and Anti-Psychosis. Activate when the user mentions 'verify', 'is it true?', 'source', 'triangulate', 'cross-check', 'hallucination', 'confirm', 'reliability', 'too easy', 'you are just agreeing with me', or automatically before any R crystallization on critical tasks where an error would have real consequences.

kernel-conductor

Quantum Field Engine and Meta-Orchestrator.

logic-sys

Adaptive Logical Autopoietic Network (ALAN v14.2).

capture-insight

Quickly capture operator insights without breaking current workflow. Auto-routes to appropriate team/node. Use when the operator shares observations, ideas, or strategic thoughts mid-session.