{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_black-swan","slug":"black-swan","name":"Black Swan","type":"agent","url":"https://www.blackswan.ltd","page_url":"https://unfragile.ai/black-swan","categories":["automation"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_black-swan__cap_0","uri":"capability://space.operations.autonomous.satellite.navigation","name":"autonomous-satellite-navigation","description":"Automatically computes and executes orbital maneuvers for satellites without human operator intervention. Uses AI-driven autonomy to handle course corrections, station-keeping, and trajectory adjustments in real-time based on orbital mechanics and mission parameters.","intents":["I need my satellite to maintain its orbital position without constant manual commands","I want to reduce response time for urgent orbital adjustments","I need to minimize operator workload for routine navigation tasks","I want to execute debris avoidance maneuvers automatically when threats are detected"],"best_for":["satellite operators managing large constellations","space agencies with aging assets requiring continuous station-keeping","commercial satellite operators seeking operational efficiency"],"limitations":["Requires pre-defined orbital parameters and mission constraints","Dependent on accurate real-time telemetry and sensor data","Limited by communication latency in deep space operations","Cannot override fundamental orbital mechanics constraints"],"requires":["Active satellite with propulsion capability","Real-time telemetry feed from satellite","Orbital mechanics models and ephemeris data","Pre-configured mission parameters and safety constraints"],"input_types":["orbital parameters (TLE data)","mission constraints (fuel limits, maneuver windows)","real-time sensor telemetry","threat detection data (debris tracking)"],"output_types":["maneuver commands (delta-v vectors)","execution timelines","fuel consumption estimates","post-maneuver orbital state predictions"],"categories":["space-operations","autonomy","robotics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_1","uri":"capability://space.operations.autonomous.debris.avoidance","name":"autonomous-debris-avoidance","description":"Detects potential collisions with orbital debris and automatically initiates evasive maneuvers without human approval. Integrates with space surveillance data and autonomous navigation to execute collision avoidance in the time-critical window available.","intents":["I need my satellite to automatically dodge debris threats without waiting for operator approval","I want to reduce collision risk for critical assets in congested orbits","I need real-time threat assessment and immediate response capability","I want to protect my satellite constellation from cascading debris events"],"best_for":["operators of high-value satellites in low earth orbit","constellation operators managing multiple assets","space agencies prioritizing asset protection"],"limitations":["Dependent on accuracy of debris tracking data (which has inherent uncertainty)","Limited maneuver window (minutes to seconds) constrains options","Cannot predict unpredicted debris or untracked objects","Fuel consumption for frequent avoidance maneuvers reduces mission lifespan"],"requires":["Real-time conjunction assessment data from space surveillance networks","Autonomous navigation capability","Sufficient propellant reserves for evasive maneuvers","Pre-configured collision risk thresholds and avoidance protocols"],"input_types":["debris tracking data (conjunction assessments)","satellite position and velocity vectors","fuel state and propulsion capability","collision probability thresholds"],"output_types":["avoidance maneuver commands","collision probability updates","fuel consumption logs","maneuver execution confirmations"],"categories":["space-operations","autonomy","safety"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_10","uri":"capability://space.operations.autonomous.communication.link.management","name":"autonomous-communication-link-management","description":"Automatically manages satellite communication links including antenna pointing, frequency selection, and link handover between ground stations. Optimizes communication windows and handles link failures without ground intervention.","intents":["I need my satellite to automatically switch between ground stations","I want to optimize data downlink during available communication windows","I need to maintain communication during antenna pointing errors","I want to handle communication link failures autonomously"],"best_for":["satellite operators with multiple ground stations","operators of high-data-rate satellites requiring optimized downlink","operators requiring continuous communication availability"],"limitations":["Cannot improve communication quality beyond physical limits","Requires accurate knowledge of ground station locations and schedules","Antenna pointing errors can degrade link quality significantly","Frequency selection limited by regulatory and hardware constraints"],"requires":["Autonomous attitude control for antenna pointing","Ground station location and communication schedule data","Software-defined radio or tunable communication hardware","Link quality monitoring and prediction models"],"input_types":["ground station locations and communication windows","current satellite position and attitude","link quality metrics and signal strength","data priority and downlink requirements"],"output_types":["antenna pointing commands","frequency and modulation selection","ground station handover commands","communication link status and data rate forecasts"],"categories":["space-operations","autonomy","communications"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_11","uri":"capability://space.operations.space.environment.prediction.and.adaptation","name":"space-environment-prediction-and-adaptation","description":"Predicts space environment conditions (solar activity, radiation, atmospheric density) and autonomously adapts satellite operations to mitigate impacts. Adjusts orbits, power consumption, and operational modes based on predicted conditions.","intents":["I need my satellite to prepare for solar storms before they arrive","I want to reduce atmospheric drag impact through autonomous orbit adjustments","I need to protect sensitive components from predicted radiation events","I want to optimize operations based on predicted space weather"],"best_for":["operators of satellites in variable space environments (LEO, high inclination)","operators of radiation-sensitive satellites","operators requiring long-term mission sustainability"],"limitations":["Space weather prediction has inherent uncertainty","Atmospheric density models have significant errors in LEO","Cannot predict all space environment variations","Adaptation options may be limited by mission constraints"],"requires":["Space weather data feeds and prediction models","Atmospheric density models and solar activity indices","Autonomous orbit adjustment capability","Flexible operational modes and power management"],"input_types":["current space weather data and forecasts","satellite orbital parameters and sensitivity to environment","mission constraints and operational flexibility","historical space environment data"],"output_types":["predicted space environment conditions","recommended operational adaptations","autonomous orbit adjustment commands","risk assessments and mitigation effectiveness forecasts"],"categories":["space-operations","autonomy","prediction"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_2","uri":"capability://space.operations.in.orbit.servicing.robotics.control","name":"in-orbit-servicing-robotics-control","description":"Manages autonomous robotic systems for on-orbit satellite servicing tasks including refueling, repairs, and component replacement. Enables servicing operations without requiring human spacewalk intervention, extending satellite lifespan and enabling new commercial opportunities.","intents":["I want to refuel aging satellites to extend their operational life","I need to repair or replace components on satellites without sending astronauts","I want to upgrade satellite capabilities through on-orbit modifications","I need to deorbit or relocate satellites safely without human intervention"],"best_for":["satellite operators with aging constellations requiring life extension","commercial space companies offering satellite servicing","space agencies managing expensive long-term assets","operators seeking to avoid high costs and risks of spacewalk missions"],"limitations":["Requires compatible servicing interfaces on target satellites","Complex tasks may exceed current autonomous capability and require human oversight","Latency constraints limit real-time teleoperation from ground","Robotic system must be deployed and maintained separately"],"requires":["Autonomous robotic platform (chaser satellite or servicer vehicle)","Compatible servicing ports or interfaces on target satellite","High-precision autonomous docking and manipulation capability","Real-time or near-real-time control and monitoring systems"],"input_types":["target satellite location and orientation data","servicing task specifications (refuel volume, component replacement)","robotic system status and capability parameters","environmental conditions (lighting, thermal, radiation)"],"output_types":["robotic manipulation commands","servicing operation status and progress","fuel transfer logs or component replacement confirmations","post-servicing satellite health assessments"],"categories":["space-operations","robotics","autonomy"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_3","uri":"capability://space.operations.satellite.constellation.coordination","name":"satellite-constellation-coordination","description":"Orchestrates autonomous operations across multiple satellites in a constellation, ensuring coordinated maneuvers, collision avoidance between assets, and optimized resource allocation. Enables fleet-level autonomy rather than individual satellite autonomy.","intents":["I need my satellite constellation to coordinate maneuvers without ground intervention","I want to prevent collisions between my own satellites while avoiding debris","I need to optimize fuel consumption across my entire constellation","I want to dynamically reconfigure constellation geometry for mission objectives"],"best_for":["operators managing large satellite constellations (10+ satellites)","mega-constellation operators (100+ satellites)","space agencies coordinating multiple mission assets"],"limitations":["Inter-satellite communication latency increases complexity","Requires standardized protocols across heterogeneous satellite types","Fuel optimization becomes computationally complex at scale","Coordination failures can cascade across multiple assets"],"requires":["Inter-satellite communication links or ground relay capability","Autonomous navigation on all constellation members","Shared mission parameters and coordination protocols","Centralized or distributed coordination algorithms"],"input_types":["orbital state vectors for all constellation members","mission objectives and priority parameters","fuel and propulsion status across constellation","debris and threat data affecting multiple satellites"],"output_types":["coordinated maneuver plans for multiple satellites","constellation geometry updates","fuel allocation and consumption forecasts","coordination status and conflict resolution logs"],"categories":["space-operations","autonomy","fleet-management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_4","uri":"capability://space.operations.radiation.hardened.autonomous.decision.making","name":"radiation-hardened-autonomous-decision-making","description":"Executes autonomous decision-making algorithms specifically designed to operate reliably in high-radiation space environments. Accounts for radiation-induced bit flips, component degradation, and other space-specific failure modes that would disable terrestrial AI systems.","intents":["I need my satellite AI to keep working reliably despite radiation exposure","I want autonomous systems that won't fail from single-event upsets","I need decision-making that accounts for degraded sensor and component reliability","I want to avoid catastrophic failures from corrupted autonomous commands"],"best_for":["satellite operators in high-radiation orbits (LEO, GEO, deep space)","long-duration mission operators requiring multi-year autonomy","operators of critical infrastructure satellites"],"limitations":["Radiation hardening adds computational overhead and latency","Cannot prevent all radiation effects, only mitigate most common ones","Requires specialized hardware and software design","May limit use of cutting-edge AI algorithms due to hardening constraints"],"requires":["Radiation-hardened computing hardware","Error-correcting code and redundancy mechanisms","Algorithms designed for graceful degradation under radiation","Continuous health monitoring and self-healing capabilities"],"input_types":["sensor data with potential corruption","system health and radiation exposure metrics","mission-critical decision parameters","error detection and correction feedback"],"output_types":["autonomous commands with confidence levels","radiation exposure logs and component health status","decision rationale with uncertainty quantification","self-healing or fallback action triggers"],"categories":["space-operations","autonomy","reliability"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_5","uri":"capability://space.operations.latency.tolerant.autonomous.control","name":"latency-tolerant-autonomous-control","description":"Enables autonomous satellite control that operates effectively despite communication delays between satellite and ground station. Implements predictive models and local decision-making to handle multi-second to multi-minute latency windows.","intents":["I need my satellite to make decisions without waiting for ground commands","I want to handle time-critical situations (debris avoidance) despite communication delay","I need my satellite to operate autonomously during communication blackouts","I want to reduce dependency on ground station availability for routine operations"],"best_for":["deep space mission operators (Mars, lunar, beyond)","satellite operators with intermittent ground station access","operators requiring sub-second response times for safety-critical situations"],"limitations":["Autonomous decisions may diverge from ground operator intent without real-time feedback","Predictive models have inherent uncertainty that grows with latency","Cannot handle novel situations requiring human judgment","Requires pre-programming of decision trees and contingency plans"],"requires":["Onboard predictive models of orbital environment and mission dynamics","Pre-defined decision rules and contingency plans","Autonomous navigation and control capability","Robust telemetry and health monitoring for post-hoc analysis"],"input_types":["current satellite state and sensor data","predicted orbital environment (debris, solar activity)","mission objectives and constraints","ground commands (when available)"],"output_types":["autonomous control commands executed locally","decision logs with rationale and confidence levels","telemetry for ground station review and validation","alerts for decisions exceeding pre-defined thresholds"],"categories":["space-operations","autonomy","communications"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_6","uri":"capability://space.operations.orbital.mechanics.aware.mission.planning","name":"orbital-mechanics-aware-mission-planning","description":"Generates optimized mission plans that account for orbital mechanics constraints, fuel efficiency, and mission objectives. Automatically computes fuel-optimal trajectories, maneuver windows, and contingency plans without requiring manual orbital analysis.","intents":["I need to plan a satellite maneuver that uses minimum fuel","I want to find the optimal time window for a specific orbital adjustment","I need to generate contingency plans for multiple failure scenarios","I want to automatically compute multi-burn maneuver sequences"],"best_for":["satellite mission planners and operators","space agencies planning complex orbital operations","commercial operators optimizing fuel consumption"],"limitations":["Accuracy depends on quality of orbital models and ephemeris data","Computational complexity increases with mission complexity","Cannot account for unpredicted perturbations or anomalies","Requires human validation for critical mission decisions"],"requires":["Accurate orbital mechanics models and propagators","Current satellite state and ephemeris data","Mission objectives and constraints (fuel limits, timing windows)","Environmental models (atmospheric drag, solar pressure, etc.)"],"input_types":["current orbital state (position, velocity, attitude)","target orbital state or mission objective","fuel and propulsion constraints","environmental and perturbation models"],"output_types":["optimized maneuver plans with delta-v requirements","execution timelines and maneuver windows","fuel consumption estimates and contingency reserves","trajectory predictions and mission outcome forecasts"],"categories":["space-operations","planning","optimization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_7","uri":"capability://space.operations.satellite.health.monitoring.and.diagnostics","name":"satellite-health-monitoring-and-diagnostics","description":"Continuously monitors satellite subsystem health, detects anomalies, and diagnoses failures using AI-driven analysis. Provides early warning of degradation and recommends preventive actions or autonomous workarounds.","intents":["I need to detect satellite failures before they become critical","I want to predict component degradation and plan maintenance","I need to diagnose anomalies without ground operator expertise","I want to automatically trigger failover systems when primary systems degrade"],"best_for":["satellite operators managing aging assets","operators of critical infrastructure satellites","long-duration mission operators requiring predictive maintenance"],"limitations":["Anomaly detection depends on quality and completeness of telemetry","Cannot diagnose novel failure modes not seen in training data","False positives can trigger unnecessary autonomous actions","Requires extensive historical data for accurate baseline models"],"requires":["Comprehensive telemetry from all satellite subsystems","Historical baseline data for normal operations","Machine learning models trained on known failure modes","Autonomous failover and workaround capabilities"],"input_types":["real-time telemetry from all subsystems","historical operational data and failure logs","component specifications and degradation models","environmental stress factors (radiation, thermal cycling)"],"output_types":["health status summaries for each subsystem","anomaly alerts with confidence levels","failure predictions with time-to-failure estimates","recommended actions (maintenance, failover, workarounds)"],"categories":["space-operations","monitoring","diagnostics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_8","uri":"capability://space.operations.autonomous.power.and.thermal.management","name":"autonomous-power-and-thermal-management","description":"Automatically optimizes satellite power generation, distribution, and thermal control based on mission demands and environmental conditions. Manages battery charging/discharging, solar panel orientation, and thermal radiator deployment without human intervention.","intents":["I need my satellite to manage power autonomously during eclipse periods","I want to optimize thermal control without ground operator commands","I need to balance power consumption across competing subsystems","I want to prevent thermal runaway or battery over-discharge automatically"],"best_for":["satellite operators with limited ground station contact","operators of power-constrained satellites (small sats, deep space)","operators requiring autonomous thermal management in extreme environments"],"limitations":["Cannot predict solar activity or thermal environment with perfect accuracy","Power optimization may require trading off mission performance","Thermal management has physical limits that cannot be exceeded","Requires accurate models of power generation and consumption"],"requires":["Real-time power generation and consumption telemetry","Thermal sensor data from all spacecraft surfaces","Models of solar activity and thermal environment","Autonomous control of power distribution and thermal systems"],"input_types":["current power generation (solar panels, fuel cells)","power consumption by each subsystem","battery state of charge and health","thermal sensor readings and environmental conditions"],"output_types":["power distribution commands and load shedding decisions","thermal control commands (radiator deployment, heater activation)","power budget forecasts and margin analysis","alerts for power or thermal constraint violations"],"categories":["space-operations","autonomy","resource-management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_black-swan__cap_9","uri":"capability://space.operations.autonomous.attitude.determination.and.control","name":"autonomous-attitude-determination-and-control","description":"Automatically determines satellite orientation using onboard sensors and maintains desired attitude without ground commands. Handles attitude adjustments for mission objectives, solar panel tracking, and antenna pointing.","intents":["I need my satellite to automatically point its antenna at the ground station","I want to track the sun for power generation without ground intervention","I need to maintain specific attitude for imaging or observation missions","I want to perform attitude maneuvers autonomously for mission objectives"],"best_for":["satellite operators with limited ground station contact","operators of imaging or observation satellites","operators requiring autonomous attitude control for power or communication"],"limitations":["Attitude determination accuracy depends on sensor quality and calibration","Cannot maintain attitude during sensor failures without redundancy","Attitude control authority limited by available torque from actuators","Requires accurate knowledge of satellite inertia and center of mass"],"requires":["Attitude sensors (star trackers, sun sensors, gyroscopes, magnetometers)","Attitude control actuators (reaction wheels, control moment gyroscopes, thrusters)","Onboard attitude determination algorithms","Accurate satellite inertia and mass properties"],"input_types":["attitude sensor measurements","desired attitude or pointing target","mission objectives and constraints","environmental torques (solar pressure, magnetic field)"],"output_types":["attitude control commands to actuators","current attitude and angular velocity estimates","pointing accuracy and error metrics","actuator status and momentum management logs"],"categories":["space-operations","autonomy","control-systems"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":48,"verified":false,"data_access_risk":"low","permissions":["Active satellite with propulsion capability","Real-time telemetry feed from satellite","Orbital mechanics models and ephemeris data","Pre-configured mission parameters and safety constraints","Real-time conjunction assessment data from space surveillance networks","Autonomous navigation capability","Sufficient propellant reserves for evasive maneuvers","Pre-configured collision risk thresholds and avoidance protocols","Autonomous attitude control for antenna pointing","Ground station location and communication schedule data"],"failure_modes":["Requires pre-defined orbital parameters and mission constraints","Dependent on accurate real-time telemetry and sensor data","Limited by communication latency in deep space operations","Cannot override fundamental orbital mechanics constraints","Dependent on accuracy of debris tracking data (which has inherent uncertainty)","Limited maneuver window (minutes to seconds) constrains options","Cannot predict unpredicted debris or untracked objects","Fuel consumption for frequent avoidance maneuvers reduces mission lifespan","Cannot improve communication quality beyond physical limits","Requires accurate knowledge of ground station locations and schedules","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.82,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.28,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:29.715Z","last_scraped_at":"2026-04-05T13:23:42.549Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=black-swan","compare_url":"https://unfragile.ai/compare?artifact=black-swan"}},"signature":"uCskDyNWX9BerGbpSJ93Rat76aM/okpp26UkJqcBez80Z1AHI37Wm2GvmtCBRxRcBBKqOOv6jwKtob8hDyYtDQ==","signedAt":"2026-06-21T10:46:10.270Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/black-swan","artifact":"https://unfragile.ai/black-swan","verify":"https://unfragile.ai/api/v1/verify?slug=black-swan","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}