E-AGI Barometer is at: 64.73%
The barometer is a tool I built to measure how close we are to True Embodied AGI, I monitor 8 main indicators, each with 3 sub-areas, in total 144 metrics, updated periodically based on live data points from research papers, scientific articles, my own research, and benchmarks.
Note: This is the free version of the barometer, the subscribers version is updated first.
Also the book E-AGI complements the vision, available in PDF for subscribers too.
Also the book E-AGI complements the vision, available in PDF for subscribers too.
Cognitive Processing 🧩
87%
- Problem‐Solving & Reasoning
- Working Memory & Functions
- Learning Efficiency & Transfer
Embodied Cognition 🤸
78%
- Sensory Integration
- Motor Control & Navigation
- Real‐Time Sensorimotor Adaptation
World Modeling 🌍
64%
- Physical & Natural Laws
- Social & Ecological Systems
- Environmental Adaptation
Consciousness 👁️
7%
- Metacognition & Self‐Monitoring
- Subjective Experience & Qualia
- Mental Adaptation
Language Understanding 💭
83%
- Linguistic Comprehension
- Coherent Generation
- Cross‐Lingual & Cultural Adaptation
Emotional Intelligence ❤️
61%
- Emotion Recognition & Response
- Social Perception & Interaction
- Empathy & Conflict Resolution
Creativity ✨
78%
- Originality & Ideation
- Artistic & Storytelling Abilities
- Innovation & Problem‐Solving
Autonomy 🎯
60%
- Independent Goal Setting
- Adaptive Obstacle Management
- Self‐Modification & Evolution
Cognitive Performance 🧩 (87%)
The capacity to recognize patterns, reason abstractly and quantitatively, formulate flexible strategies, plan sequences, and rapidly learn from experience. They measure working memory, inhibition, adaptive generalization, and transfer learning, capturing how entities refine, retain, and retrieve knowledge to reach advanced cognition and foster complex problem-solving, including:
| Problem‐Solving & Reasoning 🕵️♂️ | 1.- Abstract reasoning | Enables identifying hidden patterns, generalizing knowledge, innovating solutions, and adapting across domains without concrete cues. | — |
| 2.- Pattern recognition | Detects hidden regularities in diverse data, enabling interpretation, prediction, adaptation, and cross-domain transfer of knowledge. | — | |
| 3.- Logical Deduction | Ensures valid conclusions from structured premises, upholding coherence, reconciling contradictions and incomplete information, guiding decisions. | — | |
| 4.- Quantitative reasoning | Analyzes and interprets numerical data, integrates real-world constraints, handles uncertainty, and ensures dynamically adaptive decisions. | — | |
| 5.- Broad Scenario Analysis | Evaluates potential futures, weighing multiple contingencies, prioritizing key variables, refining models, and guiding strategic decisions. | — | |
| 6.- Flexible Strategy Generation | Devises and shifts approaches dynamically, intelligently balancing creative possibilities with real-time feedback and overarching objectives. | — | |
| Working Memory & Executive Functions 📌 | 7.- N-back score | Tracks short-term memory performance by detecting repeated stimuli sequences, requiring continuous updating and inhibitory control. | — |
| 8.-Digit span | Retains and recalls numeric sequences, forward or backward, evaluating working memory, attention, and interference resilience. | — | |
| 9.-Executive Inhibition Control | Involves overriding impulsive reactions, ignoring distractions, and maintaining goal-focus, enabling self-regulated behavior under conflicting cues. | — | |
| 10.- Task Switching Efficiency | Transitions swiftly between tasks, balancing minimal switch cost, preserving accuracy, and dynamically maintaining contextual focus. | — | |
| 11.- Complex span | Simultaneously retains and processes information, safeguarding working memory from interference and enabling robust parallel operations. | — | |
| 12.- Planning & Sequencing | Arranges goal-directed steps, integrates constraints, adapts to changes, and efficiently coordinates complex subplans for success. | — | |
| Learning Efficiency & Transfer 📚 | 13.- Time-to-mastery | Quantifies how fast a system learns new skills to proficiency, balancing speed, resources, and adaptability. | — |
| 14.- Error rate decay | Tracks reduction pace of mistakes across repeated practice, indicating efficient feedback processing and adaptive learning. | — | |
| 15.- Retention & Retrieval Interval | Ensures memory stability over time, measuring recall accuracy and resilience to forgetting across varying intervals. | — | |
| 16.- Adaptive Generalization | Transfers learned principles across contexts, maintaining robust performance in novel situations beyond the original domain. | — | |
| 17.- Transfer Learning | Reuses prior knowledge in new tasks, accelerating learning while mitigating negative transfer. | — | |
| 18.- Reinforcement Rate in Novel Tasks | Adapts behavior quickly in unfamiliar environments, balancing exploration and exploitation through efficient reward-based learning processes. | — | |
Embodied Cognition 🤸 (78%)
Sophisticated sensorimotor faculties support robust perception, multi-sensory fusion, stable locomotion, dexterous manipulation, and adaptive tool usage. They unify visual, auditory, tactile, and chemical inputs into real-time controls for posture, balance, and obstacle avoidance. Rapid feedback loops bolster energy efficiency, allow quick recalibration, and protect against perturbations. Online motor learning refines motion on the fly, while haptic cues guide precise grip and movement. Terrain adaptation fosters sure footing, ensuring safe, efficient, reliable operations across diverse conditions, including:
| Sensory Integration 🖐️ | 19.- Visual Processing | Interprets visual input robustly, from basic features to contextual patterns, enabling real-time, environment-adaptive situational awareness. | — |
| 20.- Auditory Processing | Interprets sound cues robustly, separating sources, handling noise, and enabling fluent communication and contextual awareness. | — | |
| 21.- Tactile Sensation | Involves sensing contact-driven feedback, interpreting physical interaction details crucial for delicate handling or precise manipulation. | — | |
| 22.- Chemical Sensing | Focuses on detecting chemical cues, identifying compositions, and differentiating safe or hazardous substances through sensing. | — | |
| 23.- Multimodal Fusion | Blends multiple perception channels into coherent understanding, enhancing reliability, reducing ambiguity, and supporting informed decision-making. | — | |
| 24.- Proprioceptive State Awareness | Centers on internal position sense, ensuring precise movement, balance, and posture without external reference reliance. | — | |
| Motor Control & Navigation 🚴♂️ | 25.- Fine Manipulation Control | Gauges delicate object handling skill, coordinating micro-movements and force adjustments for controlled, error-free manipulation tasks. | — |
| 26.- Gross Motor Coordination | Examines broad bodily coordination, integrating major muscle groups for locomotion, lifting, and general movement stability. | — | |
| 27.- Gait & Locomotion Stability | Evaluates steadiness while walking or running, measuring how well an agent prevents toppling amidst forces. | — | |
| 28.- Tool Use Proficiency | Studies effective external instrument usage, assessing choice, handling, and adaptation for diverse varied functional applications. | — | |
| 29.- Obstacle Avoidance | Looks at safe navigation around barriers, applying detection, path revision, and real-time risk avoidance maneuvers. | — | |
| 30.- Kinetic Energy Efficiency | Considers how movement converts power into motion economically, minimizing waste and maximizing endurance over tasks. | — | |
| Real‐Time Sensorimotor Adaptation 🏄♀️ | 31.- Rapid Recalibration | Measures immediate correction to unexpected variations, showing continuous sensorimotor loops that sustain stability under disruptions. | — |
| 32.- Online Motor Learning | Evaluates real-time skill refinement while executing motions, adapting strategies incrementally through ongoing dynamic feedback processing. | — | |
| 33.- Haptic Feedback Integration | Involves merging touch-based data with motor commands, adjusting grip or force based on contact cues. | — | |
| 34.- Postural Adjustment | Examines bodily alignment changes for balance maintenance, ensuring stability against shifts, pushes, or weight redistributions. | — | |
| 35.- Terrain Adaptation | Evaluates ability to move across uneven, slippery, or changing ground surfaces, adjusting steps under uncertainty. | — | |
| 36.- Recovery from Perturbations | Checks how agents withstand disruptions, regaining equilibrium or functionality quickly, preventing falls or catastrophic outcomes. | — | |
World Modeling 🌍 (64%)
Mastery of force and wave phenomena, resource flows, energy conversions, material properties, and intangible fields underpins robust motion and synergy with dynamic contexts. Agents adaptively parse ecological, social, and operational structures, predicting collective behaviors, optimizing allocations, and mitigating impacts. Continuous real-time monitoring, spatiotemporal updates, and local scenario projections foster agile recovery and enduring resilience, guided by sustainability knowledge and ecosystem awareness. Understanding social hierarchies, biodiversity, and resource cycles ensures deeper synergy with evolving, diverse environments, including:
| Physical & Natural Laws 🧲 | 37.- Force Dynamics | Addresses understanding pushes, pulls, collisions, friction, and momentum exchanges, shaping predictive handling of physical interactions. | — |
| 38.- Wave/Signal Interpretation | Covers interpreting oscillations or signals, extracting patterns for imaging, localization, communication, or anomaly detection tasks. | — | |
| 39.- Energy Transfer & Conversion | Involves grasping transformations between energy forms, managing flows or conversions while minimizing losses, ensuring efficiency. | — | |
| 40.- Material Property Analysis | Determines characteristics of various substances, predicting behavior under stress, temperature, or usage, guiding safe manipulation. | — | |
| 41.- Field Interactions | Refers to interpreting unseen influences like electromagnetism or gravity, anticipating invisible pulls, fields, and interactions. | — | |
| 42.- Motion Prediction | Predicts future positions or trajectories for moving entities, enhancing coordination, collision avoidance, and situational awareness. | — | |
| Social & Ecological Systems🐠 | 43.- Entity & Relationship Mapping | Identifies distinct elements in complex systems, mapping their interconnections to clarify roles, interactions, and dependencies. | — |
| 44.- Ecosystem Dynamics Understanding | Understands networked organism and resource interplay, capturing cascading effects that shape ecological processes, feedback loops. | — | |
| 45.- Resource Flow Tracking | Monitors input-output paths of materials, enabling detection of inefficiencies, surpluses, or bottlenecks across interconnected steps. | — | |
| 46.- Social Structure Recognition | Perceives group hierarchies and roles, tailoring engagement and communication to align with broader social expectations. | — | |
| 47.- Collective Behavior Prediction | Anticipates outcomes when agents act together, accounting for emergent patterns, feedback loops, and group dynamics. | — | |
| 48.- Biodiversity & Sustainability Knowledge | Reflects knowledge of diverse life forms' roles, ensuring long-term ecological equilibrium, resource renewal, and conservation. | — | |
| Environmental Adaptation & Resource Management 🌱 | 49.- Real‐Time Environmental Monitoring | Continuously observes ambient conditions, detecting shifts or hazards promptly, enabling swift interventions or preventative measures. | — |
| 50.- Spatial/Temporal Context Updating | Maintains updates of location and schedule, revising plans when surroundings or timelines shift, optimizing activities. | — | |
| 51.- Local Environments Scenario Projection | Local outcome anticipation using environmental modeling, assessing micro-level behaviors, constraints, and interactions for near-future developments. | — | |
| 52.- Ecological Impact Mitigation | Minimizes ecological harm by strategizing protective actions, preventing damage, and restoring habitats through proactive stewardship. | — | |
| 53.- Resource Allocation & Optimization | Optimally distributes finite inputs across demands, balancing objectives, constraints, and trade-offs to accomplish targets efficiently. | — | |
| 54.- Resilience & Recovery Strategies | Maintains robust operations under disruptions, reconfiguring functionalities and learning from crises to bounce back effectively. | — | |
Consciousness 👁️ (7%)
Self-awareness extends from detecting one’s own mistakes to gauging confidence, choosing optimal learning strategies, and managing memory effectively. Attentional focus, real-time problem-solving, and cohesive internal states drive robust adaptation. Emotional insight shapes behavior through guilt signals, nuanced intensities, or time perception, ensuring socially attuned engagement. Novel contexts prompt creative exploration and adaptive self-preservation responses. Goal-oriented integrity, moral accountability, and situational responsiveness unify an agent’s dynamic decision-making, fostering trust, resilience, and synergy in constantly shifting environments, including:
| Metacognition & Self‐Monitoring 🧠 | 55.- Self-Error Detection | Identifies internal mistakes, comparing performance against intended outcomes and triggering self-correction loops without external alerts. | — |
| 56.- Confidence Estimation | Quantifies reliability of judgments, enabling decisions on whether to proceed, gather data, or request help. | — | |
| 57.- Learning Strategy Selection | Selects optimal learning approach based on context, resources, prior familiarity, and dynamic performance feedback cycles. | — | |
| 58.- Memory Access Awareness | Manages how it retrieves stored information, tracking recency, confidence, and conflicting details for efficient usage. | — | |
| 59.- Attention Distribution Control | Distributes focus across simultaneous tasks or streams, shifting emphasis quickly, ignoring distractors, and preventing overload. | — | |
| 60.- Self‐Regulated Problem‐Solving | Oversees personal problem-solving methods, evaluating progress, adapting strategies mid-task, and steering efforts toward defined goals. | — | |
| Subjective Experience & Qualia 🎭 | 61.- Conscious/experiential Sensory layering | Meshes raw perceptual input into unified experience layers, synchronizing multiple channels for coherent, holistic awareness. | — |
| 62.- Emotional State Differentiation | Distinguishes subtle affective variations within itself, accurately labeling different internally generated feelings and adjusting responses. | — | |
| 63.- Phenomenal Intensity Scaling | Assigns gradual perceptual magnitudes to sensed phenomena, enabling calibrated reactions matching mild or extreme intensities. | — | |
| 64.- Subjective Time Perception | Manages internal timing sense, adjusting perceived speed of events under attention changes, stress, or monotony. | — | |
| 65.- Experience Classification Accuracy | Categorizes internal or external occurrences correctly, reliably labeling subjective experiences for subsequent decisions or analysis. | — | |
| 66.- State Transition Awareness | Detects when transitioning between conditions, acknowledging shifts in operational stance, mindset, or environment promptly overall. | — | |
| Mental Adaptation 🧘♂️ | 67.- Environmental Responsiveness | Continuously senses outside changes and modifies conduct accordingly, ensuring immediate synchronization with dynamic contextual surroundings. | — |
| 68.- Adaptive Decision Making | Alters choices mid-process upon detecting new constraints or data, balancing objectives for versatile, real-time decisions. | — | |
| 69.- Goal-Directed Behavior & Integrity | Follows objectives under ethical standards, resisting shortcuts that violate core principles while adapting to constraints. | — | |
| 70.- Social Interaction Coherence - Guilt | Follows objectives under ethical standards, resisting shortcuts that violate core principles while adapting to constraints. | — | |
| 71.- Novel Situation Response | Confronts unfamiliar contexts through exploratory observation, hypothesis testing, and flexible strategizing, swiftly grasping key dynamics. | — | |
| 72.- Self-Preservation Behavior | Guards operational survival by preventing detrimental events, anticipating threats, and prioritizing self-maintenance amid evolving conditions. | — | |
Language Understanding 💭(83%)
Fluid interpretation across contexts, cultures, grammar, and rhetorical styles fosters dynamic and coherent interactions. Advanced reasoning infers hidden meanings, disambiguates references, and upholds narrative flow. Language handling extends from preserving semantic nuance in translations to adjusting idiomatic expressions, register, and emotional tone. Pragmatic appropriateness, style adaptation, and discourse coherence ensure relevant, precise, and empathic communication. Strategies for low-resource languages broaden inclusivity, while robust temporal awareness, cultural references, and logical structure further deepen trust and clarity, including:
| Linguistic Comprehension 🗣️ | 73.- Contextual Disambiguation | Resolves ambiguities by evaluating references, disambiguating words or signals based on details and prior context. | — |
| 74.- Inference Processing | Derives probabilistic conclusions from known information, bridging gaps and hypothesizing further causes beyond explicit statements. | — | |
| 75.- Temporal & Aspectual Understanding | Interprets temporal markers, verb forms, and event durations, reflecting time-related relationships in discourse or planning. | — | |
| 76.- Cultural Reference Recognition | Identifies culturally tied symbols, references, or customs, adapting comprehension to contextual backgrounds for shared meaning. | — | |
| 77.- Rhetorical Structure Analysis | Examines how communicative segments unite through arguments, contrasts, or emphasis, revealing the speaker's structural intention. | — | |
| 78.- Discourse Coherence Tracking | Maintains continuity across extended interactions, connecting references, bridging transitions, and avoiding contradictions in multi-turn discourse. | — | |
| Coherent Generation ✍️ | 79.- Relevance & Precision | Delivers concise, on-topic responses, filtering extraneous info and focusing precisely on audience queries or context. | — |
| 80.- Stylistic Adaptation | Alters expression style to match setting, domain, or user preference, shifting tone, lexicon, and complexity. | — | |
| 81.- Emotional Tone Calibration | Tunes emotive cues in communication, conveying warmth, empathy, or solemnity aligned with context-specific emotional demands. | — | |
| 82.- Narrative Cohesion | Structures plot details, character arcs, and themes so storytelling is interconnected, comprehensible, and thematically unified. | — | |
| 83.- Pragmatic Appropriateness | Interprets situational demands, speaker goals, and implied contexts to ensure utterances remain fitting and purposeful. | — | |
| 84.- Dialogue Management | Orchestrates multi-turn conversations coherently, tracking topics, clarifying misunderstandings, and regulating interactive flow for efficient dialogue. | — | |
| Cross‐Lingual & Cultural Adaptation🈳 | 85.- Semantic Preservation in Translation | Retains meaning across linguistic boundaries, safeguarding intent, nuances, and function without distorting the source message. | — |
| 86.- Idiomatic Expression Handling | Understands figurative phrases, metaphors, or slang beyond literal words, interpreting underlying messages accurately within context. | — | |
| 87.- Cultural Nuance Transfer | Transports subtle cultural references effectively, preserving emotional resonance and symbolic content across differing societal backdrops. | — | |
| 88.- Grammatical Structure Adaptation | Restructures syntax and morphology to align with target grammar rules, preserving clarity and linguistic flow. | — | |
| 89.- Register Maintenance | Ensures formality levels throughout exchanges, adjusting communication style consistently to maintain tone and linguistic register. | — | |
| 90.- Low‐Resource Language Handling | Processes less-supported languages despite limited data, employing resourceful methods for interpretation, generation, and linguistic bridging. | — | |
Emotional Intelligence ❤️ (61%)
Expansive creativity emerges from risk-taking, unconventional thinking, cross-domain synergy, and iterative refinement. By combining constraints, advanced techniques, scenario brainstorming, and emotional resonance, AI yields novel solutions across mediums. Integrating style, narrative arcs, multi-discipline knowledge, and technical sophistication fosters breakthroughs that remain purposeful and user-aligned. Rapid prototyping, perspective shifts, and robust idea iteration refine each concept, ensuring coherence, innovation, and resonance. Balanced risk and cultural context complete a cohesive, transformative creative process, fostering new stylistic frontiers., including:
| Emotion Recognition & Response 😢 | 91.- Facial Expression Detection | Captures facial indicators of emotional states, interpreting muscle movement patterns to gauge sentiment or mood. | — |
| 92.- Vocal Tonality Analysis | Analyzes voice pitch, pace, and timbre to pinpoint signals, recognizing tension, cheerfulness, worry in words. | — | |
| 93.- Appropriate Emotional Feedback | Replies empathetically to perceived feelings, matching intensity and context, enhancing rapport, trust, and emotional comfort. | — | |
| 94.- Multimodal Emotion Integration | Combines expression cues across channels, reconciling visual, vocal, or textual signals for unified emotion comprehension. | — | |
| 95.- Cross‐Cultural Emotion Interpretation | Adapts emotional decoding to diverse cultural frameworks, avoiding misinterpretations of unfamiliar affective displays or practices. | — | |
| 96.- Emotional Intensity Assessment | Discerns amplitude of affective experiences, assessing minor displeasure up through extreme responses, ensuring proportionate interventions. | — | |
| Social Perception & Interaction🧑🤝🧑 | 97.- Perspective Taking | Understands another's viewpoint, accounting for unique knowledge, biases, or needs, crafting communication or actions accordingly. | — |
| 98.- Belief & Intention Attribution | Infers others' beliefs and aims, acknowledging misconceptions or hidden motivations, then adjusting guidance or collaboration. | — | |
| 99.- False Belief Understanding | Realizes someone may hold incorrect assumptions, anticipating actions or statements, and offering corrections or clarifications. | — | |
| 100.- Social Norm Recognition | Identifies behavioral codes within groups, following expectations and etiquette to avoid social friction or offense. | — | |
| 101.- Group Dynamic Awareness | Analyzes multi-party social structures, detecting influencers, alliances, and tension points, fostering effective collective engagement. | — | |
| 102.- Influence & Persuasion | Subtly shapes decisions or views, leveraging emotional, logical, or social cues while honoring user autonomy. | — | |
| Empathy & Conflict Resolution ⚖️ | 103.- Empathic Accuracy | Accurately recognizes complex emotional nuances in others, factoring deeper causes for precise, supportive responses. | — |
| 104.- Emotional Support Effectiveness | Offers comforting interventions that address user distress, sustaining reassurance and tailored coping suggestions consistently. | — | |
| 105.- Conflict Mediation | Identifies disagreements, orchestrates fair dialogue, and guides resolution strategies, promoting harmony among differing parties. | — | |
| 106.- Relationship Building & Maintenance | Develops enduring rapport through dependable support, personal connection, and ongoing positive interactions over time. | — | |
| 107.- Cultural Emotional Alignment | Adapts empathic feedback to local norms, ensuring respectful, context-sensitive emotional expressions across diverse backgrounds. | — | |
| 108.- Social Consequence Prediction | Foresees how potential actions affect interpersonal dynamics, preventing detrimental fallout and guiding beneficial outcomes. | — | |
Creativity ✨ (78%)
Expansive creativity emerges from risk-taking, unconventional thinking, cross-domain synergy, and iterative refinement. By combining constraints, advanced techniques, scenario brainstorming, and emotional resonance, AI yields novel solutions across mediums. Integrating style, narrative arcs, multi-discipline knowledge, and technical sophistication fosters breakthroughs that remain purposeful and user-aligned. Rapid prototyping, perspective shifts, and robust idea iteration refine each concept, ensuring coherence, innovation, and resonance. Balanced risk and cultural context complete a cohesive, transformative creative process, fostering new stylistic frontiers, including:
| Originality & Ideation 💡 | 109.- Divergent Thinking | Generates wide-ranging, inventive possibilities beyond standard reasoning, expanding novel ideas or solution avenues. | — |
| 110.- Conceptual Combination | Fuses distinct concepts to produce fresh constructs, integrating disparate features into cohesive, groundbreaking frameworks. | — | |
| 111.- Cross‐Domain Inspiration | Transfers methods or patterns from one domain into another, unlocking innovative insights and creative breakthroughs. | — | |
| 112.- Constraint‐Based Creativity | Uses limitations as creative drivers, producing inventive outputs under tightly constrained conditions or resources. | — | |
| 113.- Unconventional Concept Generation | Proposes radical, defamiliarized ideas, venturing beyond conventional patterns to stimulate surprising, innovative directions. | — | |
| 114.- Scenario Brainstorming | Envisions multiple hypothetical futures, exploring ramifications and inventive possibilities for varied, plausible developments. | — | |
| Artistic & Storytelling Abilities 🎨 | 115.- Aesthetic Coherence | Ensures consistent thematic unity throughout creative works, unifying aesthetic elements into a harmonious overall impression. | — |
| 116.- Technical Sophistication | Exhibits mastery of advanced craft techniques, refining intricate details without sacrificing practicality or professional polish. | — | |
| 117.- Stylistic Innovation | Introduces signature forms or unexpected style twists, driving fresh aesthetic movements in expressive outputs. | — | |
| 118.- Narrative Architecture | Introduces signature forms or unexpected style twists, driving fresh aesthetic movements in expressive outputs. | — | |
| 119.- Multi‐Medium Mastery | Demonstrates cross-format proficiency, seamlessly shaping coherent outputs across text, visuals, music, material realms, and beyond. | — | |
| 120.- Emotional Resonance | Invokes powerful affective reactions, forging deep user connections through artful mood, tone, and thematic choices. | — | |
| Innovation & Problem‐Solving 🚀 | 121.- Rapid Prototyping | Quickly fashions preliminary models or concepts, gathering early feedback and refining solutions with iterative updates. | — |
| 122.- Novel Solutions to Complex Problems | Deploys inventive, transformative methods tackling complex challenges, bridging insight and unique logic under demanding conditions. | — | |
| 123.- Idea Refinement & Iteration | Continuously enhances ideas through iterative reworking, integrating feedback to sharpen clarity or elevate impact. | — | |
| 124.- Risk‐Taking & Exploration | Embraces uncertain moves with potential rewards, tolerating failures as pathways toward major creative gains. | — | |
| 125.- Interdisciplinary Synthesis | Embraces uncertain moves with potential rewards, tolerating failures as pathways toward major creative gains. | — | |
| 126.- Purpose & Goal Alignment | Aligns tasks, decisions, and outputs with core objectives, persistently honoring the principal mission or user aims. | — | |
Autonomy 🎯 (60%)
Clear goal hierarchies and dynamic priorities drive projects, while real-time monitoring, resource commitment, reallocation, and refined goals ensure continuous adaptation. Failures spark learning, with robust contingency, recovery, and risk strategies. AI self-programming and hardware/software upgrades bolster resilience. Motivational frameworks, alignment checks, and expansions maintain safe, ethical operations. Long-term scenario forecasts unify short-term tasks with forward planning, bridging uncertainties. Coordinated execution, obstacle detection, alternative paths, and advanced problem-solving keep systems agile, optimizing success under evolving conditions, including:
| Independent Goal Setting & Planning📆 | 127.- Goal Hierarchy Formation | Decomposes grand aims into layered sub-objectives, structuring priorities methodically for systematic progress tracking. | — |
| 128.- Priority Management | Decomposes grand aims into layered sub-objectives, structuring priorities methodically for systematic progress tracking. | — | |
| 129.- Resource Commitment | Dedicates funds, workforce, or materials effectively, ensuring crucial endeavors receive ample support throughout project lifecycles. | — | |
| 130.- Progress Monitoring | Tracks ongoing developments against targets, detecting deviations early for prompt, corrective measures or adjustments. | — | |
| 131.- Goal Refinement | Refines overarching intentions as new knowledge emerges, continuously sharpening objectives for heightened relevance and clarity. | — | |
| 132.- Motivation Stability | Implements incentive structures fueling persistent drive toward goals, maintaining engagement despite obstacles or extended timelines. | — | |
| Adaptive Obstacle Management 🧗♂️ | 133.- Obstacle Detection & Classification | Locates environmental barriers, identifies their nature, and gauges threat levels to enable safe movement or avoidance. | — |
| 134.- Alternative Path Generation | Proposes parallel or fallback routes when encountering blocks, preserving mission momentum under unexpected hindrances. | — | |
| 135.- Risk Assessment | Calculates hazard probabilities and impacts, systematically highlighting vulnerabilities to guide preventive and strategic planning. | — | |
| 136.- Failure Recovery Planning | Calculates hazard probabilities and impacts, systematically highlighting vulnerabilities to guide preventive and strategic planning. | — | |
| 137.- Resource Reallocation | Dynamically reallocates limited assets across tasks, maximizing productivity when shifting demands, conditions, or strategic targets change. | — | |
| 138.- Learning from Setbacks | Inspects failures or defeats, uncovers root factors, and refines subsequent approaches for sturdier, improved performance. | — | |
| Self‐Modification & Strategic Evolution 🧬 | 139.- Self‐Programming & Architecture Refinement | Alters internal code or structure autonomously, boosting efficiency, functionality, or stability through iterative self-improvements. | — |
| 140.- Long‐Term Scenario Projection | Projects extended timelines, mapping evolving conditions to guide strategic, future-focused decisions and preparations. | — | |
| 141.- Contingency Development | Projects extended timelines, mapping evolving conditions to guide strategic, future-focused decisions and preparations. | — | |
| 142.- Alignment & Safety Checks | Verifies choices adhere to moral, policy, or user constraints, performing checks that avert unsafe or disallowed outcomes. | — | |
| 143.- Continuous Hardware/Software Upgrades | Continuously upgrades body and braine components, maintaining advanced capabilities through incremental yet seamless improvements. | — | |
| 144.- Execution Coordination & Integration | Synchronizes concurrent tasks or modules, preventing conflicts, unifying resource usage, and ensuring seamless multi-element execution. | — | |