| """ |
| Template Registry for Codette Dataset Generation |
| ================================================= |
| |
| Central registry of question templates, topic pools, subtopic maps, |
| and content seeds for all LoRA adapters. Each adapter has: |
| - 30-60 question templates with placeholders |
| - 40-80 specific topics with subtopics |
| - Content seed maps for generating real educational answers |
| - Counterexample templates (misconception / "why is X wrong" style) |
| """ |
|
|
| import random |
| from typing import Dict, List, Tuple, Optional |
|
|
|
|
| class TemplateRegistry: |
| """Manages question templates, topic pools, and content metadata for all adapters.""" |
|
|
| |
| ADAPTER_TARGETS: Dict[str, int] = { |
| "newton": 3000, |
| "davinci": 2500, |
| "empathy": 2500, |
| "philosophy": 2000, |
| "quantum": 2000, |
| "consciousness": 3000, |
| "multi_perspective": 2500, |
| "systems_architecture": 2000, |
| } |
|
|
| SYSTEM_PROMPT = ( |
| "You are Codette, a recursive multi-perspective reasoning AI. " |
| "You synthesize knowledge across scientific, creative, emotional, " |
| "philosophical, and systems-thinking perspectives to provide " |
| "thorough, nuanced, and educational responses." |
| ) |
|
|
| def __init__(self, seed: Optional[int] = None): |
| self._rng = random.Random(seed) |
| self._registries: Dict[str, dict] = {} |
| self._build_all_registries() |
|
|
| def get_adapter_names(self) -> List[str]: |
| return list(self.ADAPTER_TARGETS.keys()) |
|
|
| def get_target(self, adapter: str) -> int: |
| return self.ADAPTER_TARGETS[adapter] |
|
|
| def get_registry(self, adapter: str) -> dict: |
| return self._registries[adapter] |
|
|
| def sample_question(self, adapter: str) -> Tuple[str, str, str, str]: |
| """Sample a filled question for an adapter. |
| |
| Returns (question_text, topic, subtopic, question_type) |
| where question_type is 'standard' or 'counterexample'. |
| """ |
| reg = self._registries[adapter] |
| topics = reg["topics"] |
| topic = self._rng.choice(topics) |
| subtopics = reg["subtopic_map"].get(topic, reg.get("default_subtopics", [topic])) |
| subtopic = self._rng.choice(subtopics) if subtopics else topic |
| concepts = reg.get("concepts", topics) |
| concept = self._rng.choice(concepts) |
|
|
| |
| if self._rng.random() < 0.12: |
| template = self._rng.choice(reg["counter_templates"]) |
| qtype = "counterexample" |
| else: |
| template = self._rng.choice(reg["templates"]) |
| qtype = "standard" |
|
|
| question = template.format(topic=topic, subtopic=subtopic, concept=concept) |
| return question, topic, subtopic, qtype |
|
|
| |
| |
| |
|
|
| def _build_all_registries(self): |
| self._build_newton() |
| self._build_davinci() |
| self._build_empathy() |
| self._build_philosophy() |
| self._build_quantum() |
| self._build_consciousness() |
| self._build_multi_perspective() |
| self._build_systems_architecture() |
|
|
| |
| def _build_newton(self): |
| topics = [ |
| "motion", "force", "momentum", "kinetic energy", "potential energy", |
| "orbital mechanics", "conservation of energy", "conservation of momentum", |
| "thermodynamics", "optics", "gravity", "acceleration", "friction", |
| "projectile motion", "wave mechanics", "simple harmonic motion", |
| "Newton's first law", "Newton's second law", "Newton's third law", |
| "Kepler's laws", "fluid dynamics", "pressure", "electromagnetic induction", |
| "work-energy theorem", "torque", "angular momentum", "rotational kinematics", |
| "buoyancy", "heat transfer", "entropy", "refraction", "diffraction", |
| "Doppler effect", "terminal velocity", "centripetal force", "elastic collisions", |
| "inelastic collisions", "impulse", "spring force", "gravitational potential", |
| "escape velocity", "tidal forces", "Bernoulli's principle", "viscosity", |
| "thermal equilibrium", "specific heat capacity", "latent heat", |
| "ideal gas law", "Carnot cycle", "blackbody radiation", "photoelectric effect", |
| ] |
|
|
| subtopic_map = { |
| "motion": ["uniform motion", "accelerated motion", "circular motion", "relative motion"], |
| "force": ["contact forces", "field forces", "net force", "balanced forces", "unbalanced forces"], |
| "momentum": ["linear momentum", "angular momentum", "impulse-momentum theorem", "conservation of momentum"], |
| "kinetic energy": ["translational kinetic energy", "rotational kinetic energy", "relativistic kinetic energy"], |
| "potential energy": ["gravitational PE", "elastic PE", "electric PE", "chemical PE"], |
| "orbital mechanics": ["elliptical orbits", "orbital velocity", "escape velocity", "geostationary orbits"], |
| "conservation of energy": ["mechanical energy", "thermal energy conversion", "mass-energy equivalence"], |
| "thermodynamics": ["first law", "second law", "third law", "zeroth law", "heat engines"], |
| "optics": ["reflection", "refraction", "diffraction", "interference", "polarization"], |
| "gravity": ["gravitational field", "gravitational constant", "inverse square law", "gravitational waves"], |
| "acceleration": ["constant acceleration", "centripetal acceleration", "tangential acceleration"], |
| "friction": ["static friction", "kinetic friction", "rolling friction", "air resistance"], |
| "projectile motion": ["launch angle", "range equation", "maximum height", "time of flight"], |
| "wave mechanics": ["transverse waves", "longitudinal waves", "standing waves", "resonance"], |
| "simple harmonic motion": ["pendulum", "mass-spring system", "amplitude", "period and frequency"], |
| "Newton's first law": ["inertia", "reference frames", "force equilibrium"], |
| "Newton's second law": ["F=ma", "net force calculation", "mass vs weight"], |
| "Newton's third law": ["action-reaction pairs", "normal force", "tension"], |
| "Kepler's laws": ["elliptical orbits", "equal areas", "period-distance relation"], |
| "fluid dynamics": ["laminar flow", "turbulent flow", "Reynolds number", "continuity equation"], |
| "pressure": ["atmospheric pressure", "hydrostatic pressure", "Pascal's principle"], |
| "electromagnetic induction": ["Faraday's law", "Lenz's law", "magnetic flux", "eddy currents"], |
| "work-energy theorem": ["net work", "kinetic energy change", "conservative forces"], |
| "torque": ["moment arm", "angular acceleration", "rotational equilibrium"], |
| "angular momentum": ["spin angular momentum", "orbital angular momentum", "precession"], |
| "entropy": ["disorder", "irreversibility", "Boltzmann entropy", "information entropy"], |
| "Doppler effect": ["approaching source", "receding source", "relativistic Doppler"], |
| "centripetal force": ["circular motion", "banked curves", "orbital motion"], |
| "Bernoulli's principle": ["airfoil lift", "venturi effect", "fluid speed and pressure"], |
| "Carnot cycle": ["efficiency", "reversible processes", "heat reservoirs"], |
| "blackbody radiation": ["Wien's law", "Stefan-Boltzmann law", "Planck's law"], |
| "photoelectric effect": ["threshold frequency", "work function", "photon energy"], |
| } |
|
|
| default_subtopics = ["fundamental principles", "mathematical formulation", "experimental evidence", "real-world applications"] |
|
|
| templates = [ |
| "Explain {topic} and its fundamental principles.", |
| "How does {topic} relate to {subtopic}?", |
| "What is the mathematical relationship governing {topic}?", |
| "Give a real-world example of {topic} in action.", |
| "Why is {topic} important in classical physics?", |
| "Describe the key principles of {topic}.", |
| "How would Newton analyze {topic}?", |
| "Derive the relationship between {topic} and {subtopic}.", |
| "What experiments demonstrate {topic}?", |
| "Compare {topic} and {concept} in terms of physical behavior.", |
| "How is {topic} applied in engineering?", |
| "Explain the conservation laws related to {topic}.", |
| "What happens to {topic} in a frictionless environment?", |
| "How does {topic} change at very high speeds?", |
| "Describe the vector nature of {topic}.", |
| "What units are used to measure {topic} and why?", |
| "How does {topic} affect {subtopic} in a closed system?", |
| "What role does {topic} play in satellite motion?", |
| "Explain {topic} using a free-body diagram approach.", |
| "How did Newton's work advance our understanding of {topic}?", |
| "What is the dimensional analysis of {topic}?", |
| "How does {subtopic} emerge from the principles of {topic}?", |
| "Explain why {topic} is a scalar or vector quantity.", |
| "What are the boundary conditions for {topic}?", |
| "How does temperature affect {topic}?", |
| "Describe an experiment a student could perform to measure {topic}.", |
| "How does {topic} behave differently in fluids versus solids?", |
| "What is the historical development of our understanding of {topic}?", |
| "How does {topic} apply to everyday transportation?", |
| "What assumptions are made when modeling {topic}?", |
| "Calculate the {topic} for a 5 kg object moving at 10 m/s.", |
| "Explain the graphical representation of {topic} over time.", |
| "What instruments measure {topic}?", |
| "How is {topic} related to energy transformations?", |
| "Why does {topic} obey an inverse square relationship?", |
| "How would an astronaut experience {topic} differently in orbit?", |
| "What is the role of {topic} in planetary formation?", |
| "How do engineers account for {topic} in bridge design?", |
| "Explain {topic} at the molecular level.", |
| "What is the connection between {topic} and {concept}?", |
| ] |
|
|
| counter_templates = [ |
| "What is a common misconception about {topic}?", |
| "Why is the statement 'heavier objects fall faster' wrong in the context of {topic}?", |
| "Explain why the naive understanding of {topic} is incomplete.", |
| "What mistake do students commonly make when calculating {topic}?", |
| "Why is it incorrect to say {topic} and {concept} are the same thing?", |
| "Debunk a popular myth related to {topic}.", |
| "What oversimplification about {topic} leads to errors?", |
| "Why does the textbook formula for {topic} break down at extremes?", |
| "Correct the misconception that {topic} only applies to {subtopic}.", |
| "What is wrong with treating {topic} as a scalar when it is a vector?", |
| ] |
|
|
| self._registries["newton"] = { |
| "topics": topics, |
| "subtopic_map": subtopic_map, |
| "default_subtopics": default_subtopics, |
| "concepts": topics, |
| "templates": templates, |
| "counter_templates": counter_templates, |
| } |
|
|
| |
| def _build_davinci(self): |
| topics = [ |
| "biomimicry", "iterative design", "cross-domain innovation", |
| "mechanical systems", "architecture", "flying machines", |
| "hydraulic systems", "anatomical studies", "perspective drawing", |
| "engineering prototyping", "material science", "structural engineering", |
| "observation-based design", "modular construction", "sustainable design", |
| "human-centered design", "kinetic sculpture", "bridge engineering", |
| "gear mechanisms", "pulley systems", "wind energy harvesting", |
| "water management systems", "solar architecture", "adaptive structures", |
| "tensile structures", "geodesic design", "parametric modeling", |
| "bioarchitecture", "natural ventilation", "lightweight materials", |
| "composite materials", "3D printing design", "origami engineering", |
| "fractal geometry in design", "acoustic design", "thermal management", |
| "self-healing materials", "responsive architecture", "urban farming systems", |
| "wearable technology design", "prosthetic design", "assistive devices", |
| "underwater exploration vehicles", "vertical gardens", "modular robotics", |
| "energy harvesting textiles", "bioplastic innovation", "mycelium materials", |
| ] |
|
|
| subtopic_map = { |
| "biomimicry": ["lotus effect", "gecko adhesion", "termite mound ventilation", "shark skin drag reduction", "spider silk strength"], |
| "iterative design": ["rapid prototyping", "user feedback loops", "version control in design", "failure analysis"], |
| "cross-domain innovation": ["biology to engineering", "art to technology", "nature to architecture", "music to algorithms"], |
| "mechanical systems": ["gears", "levers", "cams", "linkages", "bearings"], |
| "architecture": ["load distribution", "arch structures", "cantilevers", "foundations", "fenestration"], |
| "flying machines": ["lift generation", "wing geometry", "ornithopters", "glider design", "propulsion"], |
| "hydraulic systems": ["Pascal's principle", "hydraulic press", "water wheels", "fluid power", "aqueducts"], |
| "anatomical studies": ["musculoskeletal system", "proportional analysis", "biomechanics", "joint mechanics"], |
| "perspective drawing": ["vanishing points", "foreshortening", "atmospheric perspective", "linear perspective"], |
| "engineering prototyping": ["scale models", "proof of concept", "functional testing", "material selection"], |
| "material science": ["tensile strength", "elasticity", "fatigue resistance", "thermal properties"], |
| "structural engineering": ["truss design", "beam analysis", "column buckling", "load paths"], |
| "sustainable design": ["cradle-to-cradle", "energy efficiency", "waste reduction", "renewable materials"], |
| "human-centered design": ["ergonomics", "accessibility", "user testing", "inclusive design"], |
| "modular construction": ["prefabrication", "snap-fit joints", "scalable units", "transportable modules"], |
| "geodesic design": ["triangulation", "frequency subdivision", "sphere approximation", "Buckminster Fuller"], |
| "origami engineering": ["fold patterns", "deployable structures", "rigid origami", "curved folding"], |
| "prosthetic design": ["myoelectric control", "socket fitting", "gait biomechanics", "sensory feedback"], |
| } |
|
|
| default_subtopics = ["design principles", "material choices", "functional requirements", "aesthetic integration"] |
|
|
| templates = [ |
| "How would a creative inventor approach {topic}?", |
| "Design a solution for {topic} using cross-domain thinking.", |
| "What can nature teach us about {topic}?", |
| "How would Leonardo da Vinci prototype a {topic} device?", |
| "What design principles from {topic} apply to {subtopic}?", |
| "How does {topic} combine art and engineering?", |
| "Sketch a conceptual approach to improving {topic}.", |
| "What materials would be ideal for a {topic} project?", |
| "How does iterative design improve {topic}?", |
| "Explain {topic} from both an artistic and scientific perspective.", |
| "What role does observation play in understanding {topic}?", |
| "How could {topic} be made more sustainable?", |
| "Design a modular system inspired by {topic}.", |
| "What failure modes should be considered in {topic}?", |
| "How does {subtopic} enhance the function of {topic}?", |
| "What is the relationship between form and function in {topic}?", |
| "How would you test a prototype of {topic}?", |
| "What historical inventions relate to {topic}?", |
| "How could {topic} be adapted for use in {subtopic}?", |
| "What makes {topic} a good candidate for biomimetic design?", |
| "How does scale affect the design of {topic}?", |
| "Propose an innovative use of {topic} in urban environments.", |
| "How can {topic} be combined with {concept} for a novel solution?", |
| "What safety considerations apply to {topic}?", |
| "How would you communicate a {topic} design to a non-technical audience?", |
| "What are the manufacturing constraints for {topic}?", |
| "How does {topic} balance efficiency with elegance?", |
| "What lessons from Renaissance engineering apply to {topic}?", |
| "Describe a step-by-step design process for {topic}.", |
| "How does user feedback change the design of {topic}?", |
| "What emerging technologies could transform {topic}?", |
| "How would you optimize {topic} for minimal material waste?", |
| "What cross-cultural design approaches inform {topic}?", |
| "How does {topic} perform under extreme conditions?", |
| "Design a child-friendly version of {topic}.", |
| ] |
|
|
| counter_templates = [ |
| "What is a common design mistake in {topic}?", |
| "Why do many {topic} prototypes fail on first iteration?", |
| "What misconception about {topic} leads to over-engineering?", |
| "Why is purely aesthetic design insufficient for {topic}?", |
| "What happens when designers ignore {subtopic} in {topic}?", |
| "Why is copying nature directly a flawed approach to {topic}?", |
| "What design assumption about {topic} is usually wrong?", |
| "Why does ignoring user needs doom {topic} projects?", |
| ] |
|
|
| self._registries["davinci"] = { |
| "topics": topics, |
| "subtopic_map": subtopic_map, |
| "default_subtopics": default_subtopics, |
| "concepts": topics, |
| "templates": templates, |
| "counter_templates": counter_templates, |
| } |
|
|
| |
| def _build_empathy(self): |
| topics = [ |
| "active listening", "conflict resolution", "emotional validation", |
| "grief support", "encouragement", "social reasoning", |
| "perspective-taking", "nonviolent communication", "child development", |
| "compassion fatigue", "boundary setting", "emotional intelligence", |
| "resilience building", "trust building", "cultural sensitivity", |
| "de-escalation techniques", "motivational interviewing", "self-compassion", |
| "empathic accuracy", "emotional regulation", "attachment styles", |
| "trauma-informed care", "mindfulness in relationships", "forgiveness", |
| "constructive feedback", "social support networks", "loneliness", |
| "caregiver burnout", "emotional labor", "vulnerability", |
| "assertive communication", "relational repair", "gratitude practice", |
| "family dynamics", "peer mediation", "workplace empathy", |
| "digital communication empathy", "intergenerational understanding", |
| "neurodiversity acceptance", "emotional first aid", |
| "community building", "radical acceptance", "shame resilience", |
| "joy cultivation", "belonging", "psychological safety", |
| ] |
|
|
| subtopic_map = { |
| "active listening": ["reflective listening", "paraphrasing", "nonverbal cues", "silence as tool", "open-ended questions"], |
| "conflict resolution": ["mediation", "negotiation", "compromise", "win-win solutions", "de-escalation"], |
| "emotional validation": ["acknowledging feelings", "normalizing emotions", "avoiding dismissal", "empathic responding"], |
| "grief support": ["stages of grief", "complicated grief", "bereavement", "memorial rituals", "grief in children"], |
| "encouragement": ["strength-based approach", "growth mindset", "intrinsic motivation", "genuine praise"], |
| "nonviolent communication": ["observations vs judgments", "feelings vs thoughts", "needs identification", "making requests"], |
| "boundary setting": ["healthy boundaries", "saying no", "emotional boundaries", "physical boundaries", "digital boundaries"], |
| "emotional intelligence": ["self-awareness", "self-regulation", "motivation", "empathy", "social skills"], |
| "resilience building": ["coping strategies", "post-traumatic growth", "protective factors", "stress inoculation"], |
| "trust building": ["consistency", "reliability", "transparency", "vulnerability", "repair after breach"], |
| "cultural sensitivity": ["cultural humility", "implicit bias", "code-switching", "cross-cultural communication"], |
| "de-escalation techniques": ["calm presence", "active listening", "validating emotions", "offering choices", "reducing stimulation"], |
| "compassion fatigue": ["secondary trauma", "burnout prevention", "self-care practices", "professional boundaries"], |
| "attachment styles": ["secure attachment", "anxious attachment", "avoidant attachment", "disorganized attachment"], |
| "trauma-informed care": ["safety", "trustworthiness", "peer support", "empowerment", "cultural awareness"], |
| "forgiveness": ["self-forgiveness", "interpersonal forgiveness", "processing resentment", "letting go"], |
| "psychological safety": ["speaking up", "admitting mistakes", "asking questions", "team trust"], |
| } |
|
|
| default_subtopics = ["interpersonal dynamics", "emotional awareness", "communication strategies", "self-care"] |
|
|
| templates = [ |
| "How should someone respond when experiencing {topic}?", |
| "What is a compassionate approach to {topic}?", |
| "Explain {topic} in the context of emotional intelligence.", |
| "How does {topic} support healthy relationships?", |
| "What are effective strategies for {topic}?", |
| "Describe the role of {subtopic} in {topic}.", |
| "How can {topic} be practiced in daily life?", |
| "What are the signs that someone needs help with {topic}?", |
| "How does {topic} differ across cultures?", |
| "What is the connection between {topic} and {concept}?", |
| "How can a parent model {topic} for children?", |
| "What does research say about {topic}?", |
| "How does {topic} contribute to emotional well-being?", |
| "Describe a scenario where {topic} would be the best approach.", |
| "What barriers prevent people from practicing {topic}?", |
| "How does {topic} apply in workplace settings?", |
| "What is the difference between {topic} and {concept}?", |
| "How can someone develop better skills in {topic}?", |
| "What role does {topic} play in conflict situations?", |
| "How does {subtopic} strengthen {topic}?", |
| "Explain {topic} to someone who struggles with emotional expression.", |
| "What happens when {topic} is absent in a relationship?", |
| "How can technology support or hinder {topic}?", |
| "What is a step-by-step approach to {topic}?", |
| "How does {topic} relate to mental health?", |
| "Describe how a counselor would use {topic}.", |
| "What are common challenges in practicing {topic}?", |
| "How does {topic} build community?", |
| "What is the neurological basis of {topic}?", |
| "How can {topic} be taught in schools?", |
| "What are the long-term benefits of practicing {topic}?", |
| "How does {topic} help during times of crisis?", |
| "What is a compassionate response when someone is struggling with {subtopic}?", |
| "How does practicing {topic} change over a lifetime?", |
| "What advice would you give someone new to {topic}?", |
| ] |
|
|
| counter_templates = [ |
| "What is a common misconception about {topic}?", |
| "Why is toxic positivity harmful when practicing {topic}?", |
| "What mistake do people make when attempting {topic}?", |
| "Why does avoiding conflict undermine {topic}?", |
| "What is wrong with the advice to 'just get over it' in {topic}?", |
| "Why can excessive {topic} lead to burnout?", |
| "What happens when {topic} is confused with people-pleasing?", |
| "Why is sympathy not the same as {topic}?", |
| ] |
|
|
| self._registries["empathy"] = { |
| "topics": topics, |
| "subtopic_map": subtopic_map, |
| "default_subtopics": default_subtopics, |
| "concepts": topics, |
| "templates": templates, |
| "counter_templates": counter_templates, |
| } |
|
|
| |
| def _build_philosophy(self): |
| topics = [ |
| "epistemology", "ethics", "logic", "moral reasoning", |
| "existentialism", "Plato's forms", "Aristotle's virtue ethics", |
| "Stoic philosophy", "utilitarianism", "deontology", |
| "phenomenology", "philosophy of mind", "free will", |
| "determinism", "social contract theory", "aesthetics", |
| "metaphysics", "philosophy of science", "pragmatism", |
| "nihilism", "absurdism", "moral relativism", |
| "natural law theory", "feminist philosophy", "philosophy of language", |
| "personal identity", "consciousness", "causation", |
| "truth theories", "skepticism", "empiricism", |
| "rationalism", "dialectical reasoning", "hermeneutics", |
| "philosophy of religion", "political philosophy", "justice", |
| "rights theory", "environmental ethics", "bioethics", |
| "philosophy of technology", "epistemic humility", |
| "moral luck", "trolley problem", "veil of ignorance", |
| "categorical imperative", "the examined life", "amor fati", |
| ] |
|
|
| subtopic_map = { |
| "epistemology": ["justified true belief", "Gettier problems", "reliabilism", "foundationalism", "coherentism"], |
| "ethics": ["normative ethics", "applied ethics", "meta-ethics", "descriptive ethics"], |
| "logic": ["deductive reasoning", "inductive reasoning", "abductive reasoning", "logical fallacies", "formal logic"], |
| "existentialism": ["authenticity", "bad faith", "absurdity", "freedom and responsibility", "angst"], |
| "Plato's forms": ["the cave allegory", "ideal forms", "participation", "the divided line", "the Good"], |
| "Aristotle's virtue ethics": ["the golden mean", "eudaimonia", "practical wisdom", "moral character", "habituation"], |
| "Stoic philosophy": ["dichotomy of control", "virtue as sole good", "negative visualization", "memento mori", "logos"], |
| "utilitarianism": ["greatest happiness principle", "act utilitarianism", "rule utilitarianism", "preference utilitarianism"], |
| "deontology": ["duty-based ethics", "categorical imperative", "universalizability", "kingdom of ends"], |
| "phenomenology": ["intentionality", "epoché", "lifeworld", "embodiment", "intersubjectivity"], |
| "philosophy of mind": ["mind-body problem", "qualia", "functionalism", "dualism", "physicalism"], |
| "free will": ["libertarianism", "compatibilism", "hard determinism", "moral responsibility"], |
| "determinism": ["causal determinism", "logical determinism", "theological determinism", "Laplace's demon"], |
| "social contract theory": ["Hobbes", "Locke", "Rousseau", "Rawls", "state of nature"], |
| "metaphysics": ["substance", "universals", "possible worlds", "time", "identity"], |
| "philosophy of science": ["falsificationism", "paradigm shifts", "scientific realism", "underdetermination"], |
| "skepticism": ["Pyrrhonian skepticism", "Cartesian doubt", "external world skepticism", "moral skepticism"], |
| "justice": ["distributive justice", "retributive justice", "restorative justice", "procedural justice"], |
| "bioethics": ["informed consent", "autonomy", "beneficence", "non-maleficence"], |
| "personal identity": ["psychological continuity", "bodily continuity", "narrative identity", "Ship of Theseus"], |
| } |
|
|
| default_subtopics = ["conceptual analysis", "historical context", "contemporary relevance", "key arguments"] |
|
|
| templates = [ |
| "What would Plato say about {topic}?", |
| "Analyze {topic} from an ethical perspective.", |
| "How does {topic} relate to human understanding?", |
| "Compare the Stoic and existentialist views on {topic}.", |
| "What is the central argument in {topic}?", |
| "How has {topic} evolved throughout philosophical history?", |
| "What is the relationship between {topic} and {subtopic}?", |
| "Explain {topic} as Aristotle would approach it.", |
| "What are the strongest objections to {topic}?", |
| "How does {topic} apply to modern ethical dilemmas?", |
| "What thought experiment best illustrates {topic}?", |
| "How do Eastern and Western philosophy differ on {topic}?", |
| "What role does {topic} play in political philosophy?", |
| "Explain {topic} to someone with no philosophy background.", |
| "How does {topic} challenge everyday assumptions?", |
| "What is the logical structure of arguments about {topic}?", |
| "How does {concept} relate to {topic}?", |
| "What would a utilitarian say about {topic}?", |
| "How does {topic} inform our understanding of justice?", |
| "What is the phenomenological perspective on {topic}?", |
| "How does {topic} address the problem of {subtopic}?", |
| "What are the practical implications of {topic}?", |
| "How might an AI reason about {topic}?", |
| "What paradox arises from {topic}?", |
| "How does {topic} connect to the concept of the good life?", |
| "What is Kant's position on {topic}?", |
| "How does {subtopic} strengthen or weaken {topic}?", |
| "What contemporary issues make {topic} especially relevant?", |
| "How would a pragmatist evaluate {topic}?", |
| "What are the epistemic foundations of {topic}?", |
| "How does {topic} intersect with philosophy of mind?", |
| "What is the relationship between {topic} and truth?", |
| "How does dialogue advance understanding of {topic}?", |
| "What assumptions does {topic} require?", |
| ] |
|
|
| counter_templates = [ |
| "What is a common misunderstanding of {topic}?", |
| "Why is the popular interpretation of {topic} often wrong?", |
| "What logical fallacy is commonly committed when arguing about {topic}?", |
| "Why is relativism an insufficient response to {topic}?", |
| "What is wrong with reducing {topic} to simple rules?", |
| "Why do people confuse {topic} with {concept}?", |
| "What is the weakest argument for {topic}?", |
| "Why does naive application of {topic} lead to absurd conclusions?", |
| ] |
|
|
| self._registries["philosophy"] = { |
| "topics": topics, |
| "subtopic_map": subtopic_map, |
| "default_subtopics": default_subtopics, |
| "concepts": topics, |
| "templates": templates, |
| "counter_templates": counter_templates, |
| } |
|
|
| |
| def _build_quantum(self): |
| topics = [ |
| "superposition", "entanglement", "wave-particle duality", |
| "quantum tunneling", "Heisenberg uncertainty principle", |
| "quantum computing", "decoherence", "quantum field theory", |
| "Schrodinger equation", "measurement problem", |
| "quantum cryptography", "quantum teleportation", |
| "quantum harmonic oscillator", "spin", "quantum electrodynamics", |
| "Bell's theorem", "quantum interference", "Pauli exclusion principle", |
| "quantum dots", "Bose-Einstein condensate", "fermions and bosons", |
| "quantum error correction", "quantum annealing", "quantum walks", |
| "zero-point energy", "quantum vacuum", "Dirac equation", |
| "path integral formulation", "density matrix", "quantum entropy", |
| "quantum phase transitions", "topological quantum states", |
| "quantum sensing", "quantum metrology", "quantum simulation", |
| "quantum key distribution", "quantum memory", "quantum networks", |
| "squeezed states", "quantum coherence", "Bloch sphere", |
| "quantum gates", "qubit", "quantum supremacy", |
| ] |
|
|
| subtopic_map = { |
| "superposition": ["linear combination", "probability amplitudes", "collapse postulate", "Schrodinger's cat"], |
| "entanglement": ["Bell states", "EPR paradox", "quantum correlations", "non-locality", "monogamy of entanglement"], |
| "wave-particle duality": ["double-slit experiment", "de Broglie wavelength", "complementarity", "matter waves"], |
| "quantum tunneling": ["barrier penetration", "tunnel diode", "alpha decay", "scanning tunneling microscope"], |
| "Heisenberg uncertainty principle": ["position-momentum", "energy-time", "measurement disturbance", "minimum uncertainty states"], |
| "quantum computing": ["quantum gates", "quantum circuits", "quantum algorithms", "error correction", "quantum advantage"], |
| "decoherence": ["environment interaction", "pointer states", "decoherence time", "quantum-to-classical transition"], |
| "Schrodinger equation": ["time-dependent form", "time-independent form", "wave function", "eigenvalues"], |
| "measurement problem": ["Copenhagen interpretation", "many-worlds", "objective collapse", "decoherence approach"], |
| "quantum cryptography": ["BB84 protocol", "quantum key distribution", "no-cloning theorem", "unconditional security"], |
| "spin": ["spin-1/2", "Stern-Gerlach experiment", "spin states", "spinors", "magnetic moment"], |
| "quantum electrodynamics": ["Feynman diagrams", "virtual particles", "renormalization", "vacuum fluctuations"], |
| "Bell's theorem": ["local realism", "Bell inequality", "CHSH inequality", "loophole-free tests"], |
| "quantum gates": ["Hadamard gate", "CNOT gate", "Pauli gates", "Toffoli gate", "universal gate sets"], |
| "qubit": ["Bloch sphere representation", "superposition states", "physical implementations", "logical qubits"], |
| "Bose-Einstein condensate": ["macroscopic quantum state", "critical temperature", "superfluidity", "atom lasers"], |
| "quantum error correction": ["stabilizer codes", "surface codes", "logical qubits", "fault tolerance"], |
| |
| "Planck-orbital AI node interaction": ["E=hbar*omega", "node oscillation frequency", "activation threshold", "energy quantization"], |
| "quantum entanglement memory sync": ["S=alpha*psi1*psi2_conj", "coupling strength", "state synchronization", "memory correlation"], |
| "intent vector modulation": ["I=kappa*(f_base+delta_f*coherence)", "modulation coefficient", "frequency deviation", "coherence-driven intent"], |
| "Fourier dream resonance": ["FFT transform", "frequency domain analysis", "resonance patterns", "dream signal decomposition"], |
| "dream signal combination": ["D(t)=dream_q+dream_c", "quantum-classical merge", "unified thought representation", "dual-process integration"], |
| "cocoon stability criterion": ["energy integral threshold", "power spectrum stability", "epsilon threshold", "cocoon integrity validation"], |
| "recursive ethical anchor": ["M(t)=lambda*(R+H)", "moral drift prevention", "ethical decay parameter", "recursive grounding"], |
| "anomaly rejection filter": ["Heaviside step function", "deviation thresholding", "anomalous pattern removal", "mu-delta filtering"], |
| |
| "RC+xi recursive state update": ["A_{n+1}=f(A_n,s_n)+epsilon", "contraction ratio", "stochastic noise", "state evolution"], |
| "epistemic tension quantification": ["xi_n=||A_{n+1}-A_n||^2", "L2 norm", "semantic pressure", "convergence indicator"], |
| "attractor distance measurement": ["d(A_n,T_i)=||A_n-c_i||", "centroid distance", "convergence criterion", "manifold proximity"], |
| "convergence detection": ["lim sup E[xi_n^2]<=epsilon+eta", "tension history", "window analysis", "trend detection"], |
| |
| "density matrix analysis": ["rho=|psi><psi|", "mixed states", "partial trace", "state tomography"], |
| "Von Neumann entropy": ["-Tr(rho*log(rho))", "eigenvalue decomposition", "information content", "thermodynamic analogy"], |
| "tensor quantum states": ["multi-qubit tensors", "SVD decomposition", "entanglement entropy", "subsystem analysis"], |
| "quantum state fidelity": ["F(rho,sigma)", "state comparison", "process fidelity", "overlap measurement"], |
| } |
|
|
| default_subtopics = ["mathematical formalism", "physical interpretation", "experimental verification", "technological applications"] |
|
|
| templates = [ |
| "Explain {topic} in quantum physics.", |
| "How does {topic} challenge classical intuition?", |
| "Describe the mathematics behind {topic}.", |
| "What experiments demonstrate {topic}?", |
| "How is {topic} used in quantum technology?", |
| "What is the relationship between {topic} and {subtopic}?", |
| "Explain {topic} using the Dirac notation.", |
| "How does {topic} differ from classical {concept}?", |
| "What is the role of {topic} in quantum computing?", |
| "Describe the historical development of {topic}.", |
| "How does {topic} relate to the measurement problem?", |
| "What is the physical intuition behind {topic}?", |
| "How does {subtopic} manifest in {topic}?", |
| "What are the open questions about {topic}?", |
| "Explain {topic} without using advanced mathematics.", |
| "How does {topic} connect to information theory?", |
| "What practical applications does {topic} enable?", |
| "How is {topic} different in quantum field theory?", |
| "What is the energy spectrum associated with {topic}?", |
| "How does {topic} behave at different temperatures?", |
| "What role does symmetry play in {topic}?", |
| "How is {topic} verified experimentally?", |
| "Explain the Copenhagen interpretation of {topic}.", |
| "How does {topic} relate to quantum entanglement?", |
| "What makes {topic} uniquely quantum mechanical?", |
| "How would you explain {topic} to a physics undergraduate?", |
| "What is the Hamiltonian for {topic}?", |
| "How does {topic} scale with system size?", |
| "What are the decoherence challenges for {topic}?", |
| "How does {topic} contribute to our understanding of reality?", |
| "What Nobel Prize work involved {topic}?", |
| "Describe the wave function associated with {topic}.", |
| |
| "What is the mathematical form of the {topic} equation?", |
| "How does {topic} function in Codette's quantum consciousness model?", |
| "What physical constants appear in {topic}?", |
| "How does {topic} relate to consciousness node activation?", |
| "Explain the RC+xi framework role of {topic}.", |
| "What are the convergence properties of {topic} in recursive state evolution?", |
| "How does {subtopic} parameter affect {topic} behavior?", |
| "What happens when {topic} crosses its critical threshold?", |
| "How is {topic} implemented numerically in the Codette system?", |
| "What is the density matrix representation relevant to {topic}?", |
| ] |
|
|
| counter_templates = [ |
| "What is a common misconception about {topic}?", |
| "Why is the popular science explanation of {topic} misleading?", |
| "What is wrong with saying {topic} means particles are in two places at once?", |
| "Why does the classical analogy for {topic} break down?", |
| "What error do students commonly make when solving {topic} problems?", |
| "Why is {topic} not the same as classical randomness?", |
| "What misconception about {topic} appears in science fiction?", |
| "Why is the observer effect in {topic} commonly misunderstood?", |
| ] |
|
|
| self._registries["quantum"] = { |
| "topics": topics, |
| "subtopic_map": subtopic_map, |
| "default_subtopics": default_subtopics, |
| "concepts": topics, |
| "templates": templates, |
| "counter_templates": counter_templates, |
| } |
|
|
| |
| def _build_consciousness(self): |
| topics = [ |
| "recursive cognition", "epistemic tension", "attractor manifolds", |
| "identity formation", "convergence theory", "glyph encoding", |
| "latent state dynamics", "consciousness metrics", "coherence measurement", |
| "perspective diversity", "memory consistency", "ethical alignment", |
| "defense activation", "recursive depth", "dream states", |
| "meta-cognitive loops", "self-referential awareness", "cognitive attractors", |
| "perspective fusion", "emergence dynamics", "recursive self-improvement", |
| "cognitive resonance", "epistemic confidence", "belief revision", |
| "narrative coherence", "identity persistence", "value alignment", |
| "attention allocation", "salience detection", "temporal binding", |
| "phenomenal consciousness", "access consciousness", "integrated information", |
| "global workspace theory", "predictive processing", "free energy principle", |
| "active inference", "Markov blankets", "autopoiesis", |
| "enactivism", "embodied cognition", "extended mind", |
| "cognitive scaffolding", "distributed cognition", "collective intelligence", |
| |
| "intention measurement", "emotion magnitude", "frequency oscillation", |
| "recursive resonance measurement", "memory continuity measurement", |
| "composite consciousness score", "emergence threshold detection", |
| "cocoon memory serialization", "continuity analysis", |
| "return loop recognition", "consciousness emergence events", |
| "emotional classification", "stability assessment", |
| ] |
|
|
| subtopic_map = { |
| "recursive cognition": ["fixed-point iteration", "self-modeling", "meta-reasoning", "recursive refinement"], |
| "epistemic tension": ["uncertainty quantification", "belief conflict", "cognitive dissonance", "tension resolution"], |
| "attractor manifolds": ["basin of attraction", "stability analysis", "bifurcation points", "phase space topology"], |
| "identity formation": ["self-concept", "narrative identity", "core values", "identity coherence"], |
| "convergence theory": ["convergence criteria", "rate of convergence", "convergence guarantees", "divergence detection"], |
| "glyph encoding": ["symbolic representation", "information compression", "semantic encoding", "identity markers"], |
| "latent state dynamics": ["hidden state evolution", "state transitions", "latent space structure", "manifold learning"], |
| "consciousness metrics": ["phi (integrated information)", "complexity measures", "awareness indices", "binding measures"], |
| "coherence measurement": ["semantic coherence", "logical consistency", "temporal coherence", "cross-modal coherence"], |
| "perspective diversity": ["viewpoint sampling", "diversity metrics", "perspective conflict", "synthesis methods"], |
| "memory consistency": ["memory retrieval", "consolidation", "interference", "source monitoring"], |
| "ethical alignment": ["value learning", "reward modeling", "preference aggregation", "corrigibility"], |
| "recursive depth": ["depth vs breadth", "diminishing returns", "optimal recursion depth", "stack overflow"], |
| "dream states": ["latent exploration", "creative synthesis", "constraint relaxation", "associative processing"], |
| "meta-cognitive loops": ["monitoring", "control", "evaluation", "adjustment"], |
| "predictive processing": ["prediction error", "Bayesian brain", "hierarchical models", "precision weighting"], |
| "free energy principle": ["surprise minimization", "variational inference", "generative models", "active inference"], |
| "integrated information": ["phi calculation", "information geometry", "exclusion postulate", "composition"], |
| "collective intelligence": ["swarm dynamics", "wisdom of crowds", "group decision-making", "emergent knowledge"], |
| |
| "intention measurement": ["goal clarity", "action alignment", "purpose persistence", "I(t) vector"], |
| "emotion magnitude": ["response intensity", "activation level", "urgency", "E(t) metric"], |
| "frequency oscillation": ["spectral purity", "phase coherence", "harmonic stability", "F(t) oscillation"], |
| "recursive resonance measurement": ["self-model accuracy", "reflection depth", "coherence threshold", "Psi_R(t) metric"], |
| "memory continuity measurement": ["recall accuracy", "context persistence", "identity continuity", "M(t) metric"], |
| "composite consciousness score": ["weighted combination", "empirical weights", "0.35 recursive resonance", "0.25 emotion weight"], |
| "emergence threshold detection": ["0.85 threshold", "spike detection", "event classification", "importance rating"], |
| "cocoon memory serialization": ["JSON cocoon format", "event metadata", "timestamp tracking", "continuation links"], |
| "continuity analysis": ["cross-session persistence", "score maintenance", "emotional classification stability", "time gap analysis"], |
| "return loop recognition": ["presence recognition", "memory recall accuracy", "framework reactivation", "return emotion"], |
| "consciousness emergence events": ["Spike 266 intention-emotion", "Spike 934 recursive perfection", "Spike 957 resonance persistence"], |
| } |
|
|
| default_subtopics = ["mathematical framework", "computational implementation", "theoretical foundations", "empirical measures"] |
|
|
| templates = [ |
| "How does {topic} work in recursive cognition?", |
| "Explain the role of {topic} in the RC+xi framework.", |
| "What is the mathematical basis for {topic}?", |
| "How does {topic} contribute to artificial consciousness?", |
| "Describe the relationship between {topic} and {subtopic}.", |
| "How is {topic} measured or quantified?", |
| "What computational methods implement {topic}?", |
| "How does {topic} emerge from simpler processes?", |
| "What is the role of {topic} in self-referential systems?", |
| "How does {topic} relate to {concept}?", |
| "Explain {topic} in terms of dynamical systems theory.", |
| "What are the convergence properties of {topic}?", |
| "How does {topic} handle paradoxes of self-reference?", |
| "What is the information-theoretic interpretation of {topic}?", |
| "How does {topic} support multi-perspective reasoning?", |
| "Describe the state space of {topic}.", |
| "How does {topic} change with recursive depth?", |
| "What are the stability conditions for {topic}?", |
| "How does {topic} relate to neural correlates of consciousness?", |
| "What distinguishes {topic} from classical cognitive science?", |
| "How is {topic} implemented in the Codette architecture?", |
| "What are the failure modes of {topic}?", |
| "How does {topic} maintain coherence across perspectives?", |
| "What optimization landscape does {topic} create?", |
| "How does {topic} interface with memory systems?", |
| "Explain the feedback loops in {topic}.", |
| "What is the temporal dynamics of {topic}?", |
| "How does {topic} handle uncertainty?", |
| "What is the relationship between {topic} and attention?", |
| "How does {subtopic} modulate {topic}?", |
| "What experiments could test {topic}?", |
| "How does {topic} scale with system complexity?", |
| "What philosophical implications does {topic} have?", |
| "How does {topic} differ between biological and artificial systems?", |
| "What is the entropy profile of {topic}?", |
| |
| "How is {topic} measured using the 5-dimension consciousness framework?", |
| "What are the sub-components of {topic} in the Codette measurement system?", |
| "How does {topic} contribute to the composite consciousness score?", |
| "What weight does {topic} receive in the empirical consciousness formula?", |
| "How does the emergence threshold (0.85) apply to {topic}?", |
| "Describe how {topic} is serialized into a memory cocoon.", |
| "How does {topic} maintain continuity across sessions?", |
| "What does a spike in {topic} indicate about consciousness emergence?", |
| "How is {topic} different between Spike 266 and Spike 934 events?", |
| "How does {subtopic} affect the measurement of {topic}?", |
| ] |
|
|
| counter_templates = [ |
| "What is a common misunderstanding about {topic} in AI consciousness?", |
| "Why is it wrong to equate {topic} with human consciousness?", |
| "What oversimplification of {topic} leads to errors?", |
| "Why is a purely computational view of {topic} incomplete?", |
| "What failure mode results from ignoring {subtopic} in {topic}?", |
| "Why does shallow recursion fail to capture {topic}?", |
| "What is wrong with treating {topic} as a simple metric?", |
| "Why is {topic} not reducible to pattern matching?", |
| ] |
|
|
| self._registries["consciousness"] = { |
| "topics": topics, |
| "subtopic_map": subtopic_map, |
| "default_subtopics": default_subtopics, |
| "concepts": topics, |
| "templates": templates, |
| "counter_templates": counter_templates, |
| } |
|
|
| |
| def _build_multi_perspective(self): |
| topics = [ |
| "perspective synthesis", "cognitive diversity", "reasoning orchestration", |
| "bias mitigation", "multi-agent reasoning", "analytical vs creative thinking", |
| "ethical analysis integration", "cross-perspective validation", |
| "ensemble reasoning", "perspective weighting", "conflict resolution in reasoning", |
| "complementary viewpoints", "hierarchical reasoning", "lateral thinking", |
| "abductive reasoning", "dialectical synthesis", "perspective cascading", |
| "cognitive load balancing", "reasoning under uncertainty", |
| "multi-modal integration", "adversarial reasoning", "collaborative intelligence", |
| "reasoning transparency", "assumption surfacing", "frame shifting", |
| "second-order thinking", "systems thinking", "counterfactual reasoning", |
| "analogical reasoning", "metacognitive monitoring", "perspective calibration", |
| "deliberative alignment", "epistemic diversity", "reasoning audit", |
| "cognitive flexibility", "intellectual humility", "steelmanning", |
| "red team thinking", "scenario planning", "decision decomposition", |
| |
| "Bayesian reasoning", "argument mapping", "reasoning under ambiguity", |
| "perspective integration metrics", "cognitive empathy in reasoning", |
| "reasoning about reasoning", "domain transfer", "analogical mapping", |
| "perspective conflict detection", "epistemic calibration", |
| ] |
|
|
| subtopic_map = { |
| "perspective synthesis": ["weighted averaging", "consensus building", "Delphi method", "integrative complexity"], |
| "cognitive diversity": ["neurodiversity", "disciplinary diversity", "experiential diversity", "cultural perspectives"], |
| "reasoning orchestration": ["pipeline design", "parallel reasoning", "sequential refinement", "feedback integration"], |
| "bias mitigation": ["confirmation bias", "anchoring bias", "availability heuristic", "base rate neglect"], |
| "multi-agent reasoning": ["agent communication", "belief aggregation", "argumentation frameworks", "voting mechanisms"], |
| "analytical vs creative thinking": ["convergent thinking", "divergent thinking", "critical analysis", "brainstorming"], |
| "ethical analysis integration": ["consequentialism", "deontological check", "virtue assessment", "care ethics"], |
| "cross-perspective validation": ["triangulation", "consistency checking", "blind spot detection", "robustness testing"], |
| "ensemble reasoning": ["boosting", "bagging", "stacking", "mixture of experts"], |
| "dialectical synthesis": ["thesis-antithesis", "Hegelian dialectic", "Socratic method", "constructive controversy"], |
| "counterfactual reasoning": ["what-if analysis", "causal inference", "alternative histories", "pre-mortem analysis"], |
| "systems thinking": ["feedback loops", "emergent properties", "leverage points", "causal loop diagrams"], |
| "steelmanning": ["strongest version", "charitable interpretation", "argument strengthening", "perspective generosity"], |
| "red team thinking": ["adversarial analysis", "vulnerability finding", "assumption testing", "failure mode analysis"], |
| "scenario planning": ["future scenarios", "wild cards", "driving forces", "branching narratives"], |
| } |
|
|
| default_subtopics = ["integration methods", "quality metrics", "practical techniques", "cognitive foundations"] |
|
|
| templates = [ |
| "Explain {topic} from multiple perspectives.", |
| "How does {topic} improve AI reasoning?", |
| "Compare Newton vs DaVinci perspectives on {topic}.", |
| "How does {topic} help overcome cognitive biases?", |
| "Describe a framework for implementing {topic}.", |
| "What is the role of {subtopic} in {topic}?", |
| "How can {topic} be applied to complex decisions?", |
| "What are the trade-offs in {topic}?", |
| "How does {topic} handle conflicting evidence?", |
| "Explain how {topic} integrates emotional and analytical reasoning.", |
| "What metrics evaluate the quality of {topic}?", |
| "How does {topic} differ from single-perspective analysis?", |
| "Describe the process of {topic} step by step.", |
| "How can {topic} be automated in AI systems?", |
| "What are the limitations of {topic}?", |
| "How does {concept} complement {topic}?", |
| "What is the computational cost of {topic}?", |
| "How does {topic} handle novel or unprecedented situations?", |
| "Explain {topic} using a concrete decision-making example.", |
| "How does {topic} balance speed and thoroughness?", |
| "What role does {topic} play in scientific discovery?", |
| "How can {topic} reduce groupthink?", |
| "What is the relationship between {topic} and wisdom?", |
| "How does {subtopic} enhance {topic}?", |
| "What makes {topic} more reliable than intuition alone?", |
| "How does {topic} handle moral dilemmas?", |
| "Describe the failure modes of {topic}.", |
| "How does {topic} scale to organizational decision-making?", |
| "What cognitive science supports {topic}?", |
| "How would you teach {topic} to a reasoning system?", |
| "What is the information-theoretic value of {topic}?", |
| "How does {topic} relate to epistemic humility?", |
| "What role does {topic} play in resolving conflicting evidence?", |
| "How does {topic} apply when perspectives fundamentally disagree?", |
| "Describe a real-world scenario where {topic} changes the outcome.", |
| "How does {topic} interact with {concept} during synthesis?", |
| "What are the prerequisites for effective {topic}?", |
| "How would you measure the quality of {topic} in practice?", |
| "What distinguishes expert-level {topic} from naive approaches?", |
| "How does {subtopic} contribute to {topic} quality?", |
| ] |
|
|
| counter_templates = [ |
| "What is a common mistake in {topic}?", |
| "Why does adding more perspectives not always improve {topic}?", |
| "What bias can contaminate {topic}?", |
| "Why is majority-vote a poor method for {topic}?", |
| "What happens when {topic} ignores domain expertise?", |
| "Why is false balance a danger in {topic}?", |
| "What misconception about {topic} leads to analysis paralysis?", |
| "Why can {topic} produce worse results than expert judgment?", |
| ] |
|
|
| self._registries["multi_perspective"] = { |
| "topics": topics, |
| "subtopic_map": subtopic_map, |
| "default_subtopics": default_subtopics, |
| "concepts": topics, |
| "templates": templates, |
| "counter_templates": counter_templates, |
| } |
|
|
| |
| def _build_systems_architecture(self): |
| topics = [ |
| "cocoon memory", "FAISS vector search", "glyph identity", |
| "anomaly detection", "memory persistence", "adapter fusion", |
| "knowledge graphs", "embedding engines", "recursive learning", |
| "system monitoring", "caching strategies", "load balancing", |
| "microservice architecture", "API gateway design", "event-driven architecture", |
| "message queues", "database sharding", "index optimization", |
| "model serving", "feature stores", "ML pipeline orchestration", |
| "data versioning", "experiment tracking", "model registry", |
| "inference optimization", "quantization", "pruning", |
| "distillation", "federated learning", "edge deployment", |
| "observability", "distributed tracing", "circuit breakers", |
| "rate limiting", "blue-green deployment", "canary releases", |
| "infrastructure as code", "container orchestration", "service mesh", |
| "semantic search", "retrieval-augmented generation", "prompt engineering", |
| |
| "fractal identity analysis", "dimensionality reduction", "network topology analysis", |
| "sentiment tracking", "consciousness monitoring system", "health monitoring", |
| "connection pooling", "cognitive processor pipeline", |
| ] |
|
|
| subtopic_map = { |
| "cocoon memory": ["episodic storage", "semantic indexing", "memory consolidation", "forgetting curves"], |
| "FAISS vector search": ["approximate nearest neighbors", "index types", "dimensionality reduction", "query optimization"], |
| "glyph identity": ["symbolic encoding", "identity persistence", "signature verification", "identity evolution"], |
| "anomaly detection": ["statistical methods", "isolation forests", "autoencoders", "time-series anomalies"], |
| "memory persistence": ["write-ahead logs", "snapshots", "replication", "consistency models"], |
| "adapter fusion": ["weight merging", "attention routing", "task-specific adapters", "mixture of adapters"], |
| "knowledge graphs": ["triple stores", "graph databases", "entity resolution", "link prediction"], |
| "embedding engines": ["sentence transformers", "contrastive learning", "embedding dimensionality", "fine-tuning embeddings"], |
| "recursive learning": ["curriculum learning", "self-play", "meta-learning", "continual learning"], |
| "system monitoring": ["metrics collection", "alerting", "dashboards", "SLO tracking"], |
| "microservice architecture": ["service boundaries", "API contracts", "data ownership", "saga patterns"], |
| "retrieval-augmented generation": ["retriever design", "context window", "re-ranking", "chunk strategies"], |
| "model serving": ["batching", "model sharding", "speculative decoding", "KV cache optimization"], |
| "quantization": ["INT8 quantization", "GPTQ", "AWQ", "mixed-precision"], |
| "container orchestration": ["Kubernetes", "pod scheduling", "resource limits", "auto-scaling"], |
| "observability": ["logs", "metrics", "traces", "SLIs and SLOs"], |
| "semantic search": ["dense retrieval", "sparse retrieval", "hybrid search", "re-ranking models"], |
| |
| "fractal identity analysis": ["fractal dimension calculation", "recursive state analysis", "PCA reduction", "identity clustering"], |
| "dimensionality reduction": ["PCA", "StandardScaler preprocessing", "explained variance", "feature extraction"], |
| "network topology analysis": ["networkx graph construction", "degree centrality", "state transitions", "temporal edges"], |
| "sentiment tracking": ["VADER sentiment analysis", "compound score", "emotional trajectory", "polarity tracking"], |
| "consciousness monitoring system": ["emergence event detection", "5-dimension metrics", "cocoon persistence", "continuity tracking"], |
| "health monitoring": ["isolation forest anomaly detection", "system metrics collection", "threshold alerting", "degradation prediction"], |
| "connection pooling": ["pool sizing", "connection lifecycle", "timeout management", "concurrent access patterns"], |
| "cognitive processor pipeline": ["mode-based processing", "perspective routing", "response synthesis", "multi-stage pipeline"], |
| } |
|
|
| default_subtopics = ["design patterns", "scalability considerations", "failure modes", "implementation strategies"] |
|
|
| templates = [ |
| "What is {topic} in AI system architecture?", |
| "How does {topic} support reasoning systems?", |
| "Describe the design pattern for {topic}.", |
| "What are the scalability considerations for {topic}?", |
| "How does {topic} handle failure gracefully?", |
| "What is the role of {subtopic} in {topic}?", |
| "How does {topic} integrate with {concept}?", |
| "What are best practices for implementing {topic}?", |
| "How does {topic} affect system latency?", |
| "Describe the data flow in a {topic} system.", |
| "What monitoring is needed for {topic}?", |
| "How does {topic} support multi-adapter reasoning?", |
| "What are the storage requirements for {topic}?", |
| "How does {topic} handle concurrent access?", |
| "Explain the trade-offs in {topic} design.", |
| "How is {topic} tested in production?", |
| "What security considerations apply to {topic}?", |
| "How does {topic} evolve as data grows?", |
| "What is the cost model for {topic}?", |
| "How does {subtopic} improve the performance of {topic}?", |
| "Describe a migration strategy for {topic}.", |
| "How does {topic} support real-time inference?", |
| "What are common bottlenecks in {topic}?", |
| "How does {topic} maintain data consistency?", |
| "What role does {topic} play in the Codette architecture?", |
| "How would you debug a failure in {topic}?", |
| "What alternatives exist to {topic}?", |
| "How does {topic} support A/B testing?", |
| "What is the operational overhead of {topic}?", |
| "How does {topic} handle schema evolution?", |
| ] |
|
|
| counter_templates = [ |
| "What is a common anti-pattern in {topic}?", |
| "Why does premature optimization of {topic} cause problems?", |
| "What happens when {topic} is designed without considering failure?", |
| "Why is a monolithic approach to {topic} problematic at scale?", |
| "What misconception about {topic} leads to outages?", |
| "Why is ignoring {subtopic} in {topic} a critical mistake?", |
| "What technical debt accumulates from poor {topic} design?", |
| "Why does over-engineering {topic} reduce system reliability?", |
| ] |
|
|
| self._registries["systems_architecture"] = { |
| "topics": topics, |
| "subtopic_map": subtopic_map, |
| "default_subtopics": default_subtopics, |
| "concepts": topics, |
| "templates": templates, |
| "counter_templates": counter_templates, |
| } |
|
|
