Research-grade tools for AI, cyber, quantum physics, space and scientific systems.
Additional page sections
A multi-domain instrument library for evidence planning, assurance mapping, scientific calculation, DFIR reasoning, quantum-safe transition, frontier-physics review, robotics safety and aerospace systems analysis.
Choose a research instrument family.
The library is grouped by decision context. Use filters for precise entry points, or open a family page for a workflow-oriented path.
AI Assurance
Evidence, maturity and release-readiness instruments for AI systems, governance, human oversight and control evidence.
open family →Agentic AI and RAG Security
Workflow rails, permission boundaries and contamination-path instruments for tool-using AI and retrieval systems.
open family →Cybersecurity and DFIR
Defensive instruments for incident evidence, telemetry, resilience, threat hypotheses and blast-radius analysis.
open family →PQC / Crypto-Agility / CBOM
Quantum-safe migration instruments for crypto inventories, CBOM drafts, protocol pressure, suppliers and roadmap evidence.
open family →Quantum Physics and Quantum Information
Calculation workbenches for qubit states, measurements, entanglement, circuit resources and quantum-scale reasoning.
open family →Frontier and Theoretical Physics
Scientific reasoning instruments for dimensional checks, falsification matrices, scale separation and speculative claim stress testing.
open family →Scientific Computing and Scientific AI
Validation, reproducibility and formal-readiness instruments for scientific AI, simulations, computational research and benchmark discipline.
open family →Medical AI Validation
Clinical AI validation gates and evidence-gap instruments for intended-use, subgroup, calibration and workflow review.
open family →Robotics and Autonomous Systems
Autonomy hazard, perception failure and human-robot interaction instruments for safety-case planning.
open family →Aerospace and Space Systems
Mission-envelope, FMEA, propulsion, orbital, link-budget and autonomy-assurance instruments for aerospace systems.
open family →Astrophysics and Cosmology
Observation planning, scale conversion, exoplanet signal and cosmology sensitivity instruments for astrophysical research.
open family →Enterprise Architecture and Digital Trust
Trust evidence, architecture control and operational resilience instruments for systems, services and dependencies.
open family →Observatory / Source Intelligence
Signal classification, source registers and research route selectors for monitored scientific, cyber and standards sources.
open family →Standards Crosswalk
Crosswalk studios for mapping controls, evidence, policy obligations and assurance artifacts across frameworks.
open family →Filter by research and assurance domain.
Every card states the decision supported, input type, output artifact, method type, maturity, limits and export formats.
AI Assurance
Evidence, maturity and release-readiness instruments for AI systems, governance, human oversight and control evidence.
Assurance Radar
Measures eight AI assurance dimensions and produces a maturity radar with evidence gaps and next artifacts.
- Best for
- AI assurance maturity radar
- Input
- 8 categorical evidence fields
- Output
- AI assurance maturity radar
- Method
- radar
- Maturity
- Beta · v1.1
- Limits
- Does not certify AI safety or legal compliance.
- Exports
- copy, Markdown, JSON, PDF/print
Evidence Reactor
Converts AI assurance claims into a Claim to Evidence to Control to Test to Owner review pipeline.
- Best for
- Governance evidence dossier
- Input
- 6 categorical evidence fields
- Output
- Governance evidence dossier
- Method
- evidence matrix
- Maturity
- Beta · v1.2
- Limits
- Does not validate the truth of evidence.
- Exports
- copy, Markdown, JSON, CSV
AI Governance Evidence Mapper
Maps an AI use case to the governance evidence required before approval, release or expansion.
- Best for
- AI governance evidence dossier
- Input
- 7 categorical evidence fields
- Output
- AI governance evidence dossier
- Method
- evidence matrix
- Maturity
- Beta · v1.3
- Limits
- Does not provide legal classification.
- Exports
- copy, Markdown, JSON, YAML
AI System Self-Classifier
Walks through intended use, autonomy, affected persons and context to produce a preliminary AI system classification packet.
- Best for
- AI classification decision tree artifact
- Input
- 6 categorical evidence fields
- Output
- AI classification decision tree artifact
- Method
- decision tree
- Maturity
- Beta · v1.5
- Limits
- Not a legal determination.
- Exports
- copy, Markdown, JSON
AI Control Readiness Review
Checks whether an AI initiative has enough controls, evidence and ownership to proceed toward production.
- Best for
- AI production readiness memo
- Input
- 8 categorical evidence fields
- Output
- AI production readiness memo
- Method
- radar
- Maturity
- Beta · v1.7
- Limits
- Does not approve production.
- Exports
- copy, Markdown, JSON
Agentic AI and RAG Security
Workflow rails, permission boundaries and contamination-path instruments for tool-using AI and retrieval systems.
Agentic Workflow Rail
Builds a swimlane control map for user, agent, policy, memory, retrieval, tools, human approval, audit and rollback.
- Best for
- Agentic workflow control map
- Input
- 6 categorical evidence fields
- Output
- Agentic workflow control map
- Method
- swimlane
- Maturity
- Beta · v1.9
- Limits
- Does not simulate a real agent.
- Exports
- copy, Markdown, JSON, Mermaid
Agentic AI Permission Boundary Designer
Creates an allow/deny permission-boundary architecture for tool-using AI systems.
- Best for
- Permission-boundary map
- Input
- 6 categorical evidence fields
- Output
- Permission-boundary map
- Method
- permission graph
- Maturity
- Beta · v2.1
- Limits
- Does not generate bypass instructions.
- Exports
- copy, Markdown, JSON, Mermaid
RAG Contamination Threat Model
Maps contamination paths from source material through retrieval into model output and downstream action.
- Best for
- RAG contamination path report
- Input
- 6 categorical evidence fields
- Output
- RAG contamination path report
- Method
- pipeline
- Maturity
- Beta · v2.3
- Limits
- Does not test a live vector database.
- Exports
- copy, Markdown, JSON, Mermaid
Prompt-Injection Sandbox
Classifies suspicious instruction patterns in test text and maps them to defensive containment recommendations.
- Best for
- Prompt-injection defensive test case
- Input
- 4 structured fields including narrative context
- Output
- Prompt-injection defensive test case
- Method
- console lab
- Maturity
- Released · v2.4
- Limits
- Does not provide bypass recipes.
- Exports
- copy, Markdown, JSON
Model and RAG Release Gate Checklist
Produces a go/no-go release memo for models, RAG systems, copilots and agentic features.
- Best for
- Model/RAG release memo
- Input
- 7 categorical evidence fields
- Output
- Model/RAG release memo
- Method
- timeline
- Maturity
- Beta · v2.5
- Limits
- Does not approve release.
- Exports
- copy, Markdown, JSON
AI Vendor Assurance Questionnaire Builder
Generates buyer or vendor assurance questions for model APIs, copilots, RAG platforms and agentic workflow vendors.
- Best for
- AI vendor assurance questionnaire
- Input
- 5 categorical evidence fields
- Output
- AI vendor assurance questionnaire
- Method
- evidence matrix
- Maturity
- Beta · v2.7
- Limits
- Does not verify vendor claims.
- Exports
- copy, Markdown, JSON, CSV
Cybersecurity and DFIR
Defensive instruments for incident evidence, telemetry, resilience, threat hypotheses and blast-radius analysis.
DFIR Evidence Map Builder
Builds an evidence source matrix and investigation sequence for a selected incident scenario.
- Best for
- DFIR evidence timeline and matrix
- Input
- 5 categorical evidence fields
- Output
- DFIR evidence timeline and matrix
- Method
- incident timeline
- Maturity
- Beta · v2.9
- Limits
- Does not perform forensics.
- Exports
- copy, Markdown, JSON, CSV
KEV Exposure Triage Tool
Prioritizes review of a known-exploited vulnerability using user-entered exposure, asset criticality and compensating controls.
- Best for
- Known-exploited vulnerability review note
- Input
- 7 categorical evidence fields
- Output
- Known-exploited vulnerability review note
- Method
- heatmap
- Maturity
- Beta · v3.1
- Limits
- Does not scan assets.
- Exports
- copy, Markdown, JSON
Cyber Resilience Control Mapper
Maps a disruption scenario to controls, telemetry, recovery evidence and test cadence.
- Best for
- Cyber resilience control map
- Input
- 7 categorical evidence fields
- Output
- Cyber resilience control map
- Method
- evidence matrix
- Maturity
- Beta · v1.1
- Limits
- Does not execute failover.
- Exports
- copy, Markdown, JSON
Cyber/AI Convergence Risk Mapper
Maps where an AI system changes cyber dependencies, identities, data flows and incident-response paths.
- Best for
- AI-cyber dependency map
- Input
- 6 categorical evidence fields
- Output
- AI-cyber dependency map
- Method
- permission graph
- Maturity
- Prototype · v1.2
- Limits
- Does not enumerate live systems.
- Exports
- copy, Markdown, JSON
DFIR Timeline Consistency Checker
Checks whether incident timestamps, evidence sources and time-zone assumptions are internally consistent.
- Best for
- DFIR timeline consistency note
- Input
- 5 categorical evidence fields
- Output
- DFIR timeline consistency note
- Method
- incident timeline
- Maturity
- Research interface · v1.3
- Limits
- Does not parse logs.
- Exports
- copy, Markdown, JSON
Threat Hunting Hypothesis Builder
Turns a defensive suspicion into a hunt hypothesis with telemetry, expected observations and falsification criteria.
- Best for
- Threat-hunting hypothesis card
- Input
- 5 categorical evidence fields
- Output
- Threat-hunting hypothesis card
- Method
- falsification matrix
- Maturity
- Research interface · v1.5
- Limits
- Does not provide offensive procedures.
- Exports
- copy, Markdown, JSON
Incident Blast Radius Estimator
Estimates likely blast-radius pressure from identity scope, lateral movement potential, data reach and dependency concentration.
- Best for
- Incident blast-radius review note
- Input
- 5 categorical evidence fields
- Output
- Incident blast-radius review note
- Method
- heatmap
- Maturity
- Research interface · v1.7
- Limits
- Does not confirm compromise scope.
- Exports
- copy, Markdown, JSON
Cyber Telemetry Coverage Map
Maps telemetry coverage across identity, endpoint, cloud, network, email, application and data layers.
- Best for
- Cyber telemetry coverage map
- Input
- 7 categorical evidence fields
- Output
- Cyber telemetry coverage map
- Method
- heatmap
- Maturity
- Research interface · v1.9
- Limits
- Does not connect to logging systems.
- Exports
- copy, Markdown, JSON
PQC / Crypto-Agility / CBOM
Quantum-safe migration instruments for crypto inventories, CBOM drafts, protocol pressure, suppliers and roadmap evidence.
Post-Quantum Readiness Dashboard
Classifies quantum-safe readiness stage and identifies the first evidence actions for post-quantum transition.
- Best for
- Post-quantum readiness dashboard
- Input
- 7 categorical evidence fields
- Output
- Post-quantum readiness dashboard
- Method
- radar
- Maturity
- Beta · v2.1
- Limits
- Does not scan systems.
- Exports
- copy, Markdown, JSON
Crypto Exposure Mapper
Maps user-entered assets, algorithms, protocols and data lifetimes into a quantum-vulnerable dependency inventory.
- Best for
- Crypto exposure inventory
- Input
- 6 categorical evidence fields
- Output
- Crypto exposure inventory
- Method
- inventory table
- Maturity
- Beta · v2.3
- Limits
- Not a scanner.
- Exports
- copy, Markdown, JSON, CSV
CBOM Builder
Builds a manual cryptographic bill of materials draft with algorithms, operations, owners, evidence and migration candidates.
- Best for
- CBOM draft
- Input
- 9 categorical evidence fields
- Output
- CBOM draft
- Method
- inventory table
- Maturity
- Beta · v2.4
- Limits
- Not an automatic cryptographic scanner.
- Exports
- copy, Markdown, JSON, CSV
Harvest-Now / Decrypt-Later Horizon Estimator
Estimates harvest-now-decrypt-later urgency from confidentiality lifetime, capture feasibility and migration lead time.
- Best for
- HNDL urgency estimate
- Input
- 6 numeric and categorical fields
- Output
- HNDL urgency estimate
- Method
- timeline
- Maturity
- Beta · v2.5
- Limits
- Does not forecast when cryptographically relevant quantum computers arrive.
- Exports
- copy, Markdown, JSON
PQC Roadmap Generator
Creates a phased post-quantum migration roadmap from inventory, supplier, protocol and governance inputs.
- Best for
- PQC migration roadmap
- Input
- 6 categorical evidence fields
- Output
- PQC migration roadmap
- Method
- timeline
- Maturity
- Beta · v2.7
- Limits
- Does not perform migration.
- Exports
- copy, Markdown, JSON
Supplier PQC Questionnaire
Generates supplier questions and evidence requests for post-quantum readiness and crypto-agility.
- Best for
- Supplier PQC questionnaire
- Input
- 4 categorical evidence fields
- Output
- Supplier PQC questionnaire
- Method
- evidence matrix
- Maturity
- Beta · v2.9
- Limits
- Does not verify supplier readiness.
- Exports
- copy, Markdown, JSON, CSV
PQC Readiness Score
Produces a maturity-band view of quantum-safe readiness with an unknown-evidence penalty and confidence level.
- Best for
- PQC readiness maturity band
- Input
- 9 categorical evidence fields
- Output
- PQC readiness maturity band
- Method
- radar
- Maturity
- Beta · v3.1
- Limits
- Not a certification.
- Exports
- copy, Markdown, JSON
Protocol Pressure Map
Scores protocol migration pressure from exposure, difficulty, business criticality and data lifetime.
- Best for
- Protocol pressure heatmap
- Input
- 8 categorical evidence fields
- Output
- Protocol pressure heatmap
- Method
- heatmap
- Maturity
- Beta · v1.1
- Limits
- Does not inspect traffic.
- Exports
- copy, Markdown, JSON
QKD / PQC Comparator
Distinguishes PQC migration, QKD infrastructure assessment and specialized hybrid scenarios.
- Best for
- PQC/QKD decision note
- Input
- 4 categorical evidence fields
- Output
- PQC/QKD decision note
- Method
- decision tree
- Maturity
- Research interface · v1.2
- Limits
- Does not design a QKD network.
- Exports
- copy, Markdown, JSON
PQC Vendor Evidence Comparator
Compares vendor evidence for crypto inventory, algorithm agility, hybrid support, testing and contractual commitments.
- Best for
- PQC vendor evidence matrix
- Input
- 8 categorical evidence fields
- Output
- PQC vendor evidence matrix
- Method
- crosswalk matrix
- Maturity
- Beta · v1.3
- Limits
- Does not verify vendor implementations.
- Exports
- copy, Markdown, JSON
PQC Contract Clause Checklist
Creates PQC-related contract language themes and evidence topics for legal and procurement review.
- Best for
- PQC contract clause checklist
- Input
- 4 categorical evidence fields
- Output
- PQC contract clause checklist
- Method
- evidence matrix
- Maturity
- Prototype · v1.5
- Limits
- Not legal advice.
- Exports
- copy, Markdown, JSON
Quantum Physics and Quantum Information
Calculation workbenches for qubit states, measurements, entanglement, circuit resources and quantum-scale reasoning.
Qubit State Inspector
Normalizes a single-qubit state and computes measurement probabilities, Bloch coordinates and density matrix notes.
- Best for
- Quantum state calculation note
- Input
- 5 numeric and categorical fields
- Output
- Quantum state calculation note
- Method
- formula workbench
- Maturity
- Released · v1.7
- Limits
- Does not simulate hardware.
- Exports
- copy, Markdown, JSON, CSV
Quantum Circuit Resource Estimator
Estimates logical and physical resource pressure from qubits, depth, T-count and error-rate assumptions.
- Best for
- Quantum circuit resource estimate
- Input
- 7 numeric and categorical fields
- Output
- Quantum circuit resource estimate
- Method
- formula workbench
- Maturity
- Prototype · v1.9
- Limits
- Does not prove quantum advantage.
- Exports
- copy, Markdown, JSON
QFT Scale Lens
Converts energy, length and time scales in natural-unit style and checks order-of-magnitude consistency.
- Best for
- QFT scale conversion note
- Input
- 3 numeric and categorical fields
- Output
- QFT scale conversion note
- Method
- formula workbench
- Maturity
- Research interface · v2.1
- Limits
- Does not derive a QFT.
- Exports
- copy, Markdown, JSON
Quantum Measurement Simulator
Computes measurement probabilities and deterministic expected counts for a chosen basis and trial count.
- Best for
- Quantum measurement probability report
- Input
- 6 numeric and categorical fields
- Output
- Quantum measurement probability report
- Method
- formula workbench
- Maturity
- Prototype · v2.3
- Limits
- Does not use real randomness.
- Exports
- copy, Markdown, JSON
Quantum Entanglement Inspector
Computes normalization and a concurrence-style indicator for two-qubit pure states.
- Best for
- Two-qubit entanglement note
- Input
- 8 numeric calculation fields
- Output
- Two-qubit entanglement note
- Method
- formula workbench
- Maturity
- Prototype · v2.4
- Limits
- Does not certify experimental entanglement.
- Exports
- copy, Markdown, JSON
Frontier and Theoretical Physics
Scientific reasoning instruments for dimensional checks, falsification matrices, scale separation and speculative claim stress testing.
Theory Hypothesis Falsification Matrix
Creates a falsification matrix linking a frontier-physics hypothesis to observables, thresholds, confounders and next tests.
- Best for
- Frontier-physics falsification matrix
- Input
- 7 structured fields including narrative context
- Output
- Frontier-physics falsification matrix
- Method
- falsification matrix
- Maturity
- Research interface · v2.5
- Limits
- Not a proof of new physics.
- Exports
- copy, Markdown, JSON
Dimensional Analysis Workbench
Checks whether a proposed physical relation has matching dimensions and suggests where exponents are inconsistent.
- Best for
- Dimensional consistency note
- Input
- 6 numeric calculation fields
- Output
- Dimensional consistency note
- Method
- formula workbench
- Maturity
- Released · v2.7
- Limits
- Does not prove a model is correct.
- Exports
- copy, Markdown, JSON
Frontier Claim Stress Tester
Classifies a bold scientific claim by mechanism clarity, evidence type, falsifiability and competing explanations.
- Best for
- Frontier claim stress-test note
- Input
- 6 structured fields including narrative context
- Output
- Frontier claim stress-test note
- Method
- falsification matrix
- Maturity
- Prototype · v2.9
- Limits
- Does not decide scientific truth.
- Exports
- copy, Markdown, JSON
Scale-Separation Mapper
Identifies relevant physical scale regimes and approximations for a cross-scale research problem.
- Best for
- Physical scale-separation map
- Input
- 6 categorical evidence fields
- Output
- Physical scale-separation map
- Method
- heatmap
- Maturity
- Prototype · v3.1
- Limits
- Does not solve equations.
- Exports
- copy, Markdown, JSON
Scaling Law Explorer
Computes how a quantity changes under a scale factor and exponent uncertainty.
- Best for
- Scaling-law calculation note
- Input
- 4 numeric calculation fields
- Output
- Scaling-law calculation note
- Method
- formula workbench
- Maturity
- Research interface · v1.1
- Limits
- Does not fit data.
- Exports
- copy, Markdown, JSON
Scientific Computing and Scientific AI
Validation, reproducibility and formal-readiness instruments for scientific AI, simulations, computational research and benchmark discipline.
Scientific AI Validation Checklist
Builds a validation protocol for scientific AI, simulations, imaging models or analytical workflows.
- Best for
- Scientific validation protocol
- Input
- 8 categorical evidence fields
- Output
- Scientific validation protocol
- Method
- validation protocol
- Maturity
- Beta · v1.2
- Limits
- Not medical advice.
- Exports
- copy, Markdown, JSON
Reproducibility Risk Mapper
Scores whether a study or model result has enough artifacts to be reproduced or independently checked.
- Best for
- Reproducibility risk map
- Input
- 7 categorical evidence fields
- Output
- Reproducibility risk map
- Method
- validation protocol
- Maturity
- Prototype · v1.5
- Limits
- Does not reproduce the result.
- Exports
- copy, Markdown, JSON
Scientific Reproducibility Scorecard
Creates a reproducibility scorecard for datasets, code, environments, evaluation protocols and reporting completeness.
- Best for
- Scientific reproducibility scorecard
- Input
- 7 categorical evidence fields
- Output
- Scientific reproducibility scorecard
- Method
- radar
- Maturity
- Research interface · v1.7
- Limits
- Does not run replication.
- Exports
- copy, Markdown, JSON
Formal Specification Readiness Checker
Assesses whether a system has enough state, invariants, interfaces and failure modes for formal specification work.
- Best for
- Formal specification readiness note
- Input
- 6 categorical evidence fields
- Output
- Formal specification readiness note
- Method
- validation protocol
- Maturity
- Research interface · v1.9
- Limits
- Does not write the formal spec.
- Exports
- copy, Markdown, JSON
Frontier AI Evaluation Planner
Plans capability, safety, robustness and deployment evaluations for frontier or agentic AI systems.
- Best for
- Frontier AI evaluation plan
- Input
- 6 categorical evidence fields
- Output
- Frontier AI evaluation plan
- Method
- validation protocol
- Maturity
- Prototype · v2.1
- Limits
- Does not run model benchmarks.
- Exports
- copy, Markdown, JSON
Medical AI Validation
Clinical AI validation gates and evidence-gap instruments for intended-use, subgroup, calibration and workflow review.
Robotics and Autonomous Systems
Autonomy hazard, perception failure and human-robot interaction instruments for safety-case planning.
Robotics Autonomy Hazard Mapper
Creates a robotics autonomy hazard map from operating environment, sensing stack, actuator risk and fail-safe assumptions.
- Best for
- Robotics autonomy hazard map
- Input
- 7 categorical evidence fields
- Output
- Robotics autonomy hazard map
- Method
- hazard map
- Maturity
- Prototype · v2.3
- Limits
- Does not control robots.
- Exports
- copy, Markdown, JSON
Robot Perception Failure Mode Analyzer
Builds a perception failure-mode matrix from sensors, environment, occlusion, weather and decision dependency.
- Best for
- Robot perception failure-mode matrix
- Input
- 6 categorical evidence fields
- Output
- Robot perception failure-mode matrix
- Method
- hazard map
- Maturity
- Prototype · v2.4
- Limits
- Does not test perception models.
- Exports
- copy, Markdown, JSON
Human-Robot Interaction Safety Checklist
Creates a checklist for operator proximity, collaboration mode, emergency stop and feedback channels.
- Best for
- Human-robot interaction safety checklist
- Input
- 6 categorical evidence fields
- Output
- Human-robot interaction safety checklist
- Method
- evidence matrix
- Maturity
- Prototype · v2.5
- Limits
- Does not approve human-robot collaboration.
- Exports
- copy, Markdown, JSON
Autonomous Mission Readiness Gate
Checks whether an autonomous mission has enough navigation, communication-loss, telemetry and abort-condition evidence.
- Best for
- Autonomous mission readiness gate
- Input
- 8 categorical evidence fields
- Output
- Autonomous mission readiness gate
- Method
- mission envelope
- Maturity
- Prototype · v2.7
- Limits
- Does not authorize autonomous operation.
- Exports
- copy, Markdown, JSON
Control Stability Analyzer
Estimates second-order overshoot and settling behavior from damping ratio and natural frequency assumptions.
- Best for
- Control stability calculation note
- Input
- 4 numeric and categorical fields
- Output
- Control stability calculation note
- Method
- formula workbench
- Maturity
- Research interface · v2.9
- Limits
- Does not design a controller.
- Exports
- copy, Markdown, JSON
Sensor Fusion Consistency Checker
Checks whether sensor sources, confidence, time alignment and fallback logic support a reliable fusion claim.
- Best for
- Sensor fusion consistency checklist
- Input
- 6 categorical evidence fields
- Output
- Sensor fusion consistency checklist
- Method
- evidence matrix
- Maturity
- Research interface · v3.1
- Limits
- Does not process sensor data.
- Exports
- copy, Markdown, JSON
Aerospace and Space Systems
Mission-envelope, FMEA, propulsion, orbital, link-budget and autonomy-assurance instruments for aerospace systems.
Aerospace Mission Risk Envelope
Builds a phase-specific mission-risk envelope with hazards, margins, validation evidence and abort conditions.
- Best for
- Aerospace mission-risk envelope
- Input
- 7 categorical evidence fields
- Output
- Aerospace mission-risk envelope
- Method
- mission envelope
- Maturity
- Prototype · v1.1
- Limits
- Does not certify flight readiness.
- Exports
- copy, Markdown, JSON
Flight/Space Systems FMEA Builder
Creates an FMEA row set with severity, occurrence, detectability, mitigation and verification notes.
- Best for
- Flight/space FMEA table
- Input
- 9 structured fields including narrative context
- Output
- Flight/space FMEA table
- Method
- inventory table
- Maturity
- Prototype · v1.2
- Limits
- Does not certify safety.
- Exports
- copy, Markdown, JSON, CSV
Space Communications Constraint Mapper
Maps latency, bandwidth, link interruption, autonomy fallback and data criticality into a communications constraint profile.
- Best for
- Space communications constraint map
- Input
- 7 numeric and categorical fields
- Output
- Space communications constraint map
- Method
- mission envelope
- Maturity
- Prototype · v1.3
- Limits
- Does not design a communications link.
- Exports
- copy, Markdown, JSON
Aerospace Autonomy Assurance Gate
Checks whether autonomous decision logic in aerospace or UAV contexts has evidence for operating envelope, sensor dependency, override and verification.
- Best for
- Aerospace autonomy assurance gap report
- Input
- 8 categorical evidence fields
- Output
- Aerospace autonomy assurance gap report
- Method
- mission envelope
- Maturity
- Prototype · v1.5
- Limits
- Does not approve autonomous flight.
- Exports
- copy, Markdown, JSON
Orbital Mechanics Lab
Computes first-pass circular orbit velocity, period, escape speed and Hohmann transfer estimates.
- Best for
- Orbital mechanics calculation note
- Input
- 3 numeric and categorical fields
- Output
- Orbital mechanics calculation note
- Method
- formula workbench
- Maturity
- Research interface · v1.7
- Limits
- Not mission design.
- Exports
- copy, Markdown, JSON
Rocket Equation Planner
Computes ideal delta-v from specific impulse and mass fractions using the Tsiolkovsky rocket equation.
- Best for
- Rocket equation planning note
- Input
- 4 numeric calculation fields
- Output
- Rocket equation planning note
- Method
- formula workbench
- Maturity
- Research interface · v1.9
- Limits
- Not a launch vehicle design tool.
- Exports
- copy, Markdown, JSON
Fluid Regime Estimator
Calculates Reynolds, Mach and Knudsen indicators to classify continuum, compressibility and flow-regime pressure.
- Best for
- Fluid-regime calculation note
- Input
- 6 numeric calculation fields
- Output
- Fluid-regime calculation note
- Method
- formula workbench
- Maturity
- Research interface · v2.1
- Limits
- Does not solve CFD.
- Exports
- copy, Markdown, JSON
Spacecraft Link Budget Scout
Estimates free-space path loss and received-power pressure for a simplified spacecraft link.
- Best for
- Spacecraft link-budget scout note
- Input
- 6 numeric calculation fields
- Output
- Spacecraft link-budget scout note
- Method
- formula workbench
- Maturity
- Research interface · v2.3
- Limits
- Not a final link budget.
- Exports
- copy, Markdown, JSON
Aerospace Mission Risk Gate
Scores early mission risk across TRL, margins, verification, communications, thermal and fault-management evidence.
- Best for
- Aerospace mission gate note
- Input
- 6 categorical evidence fields
- Output
- Aerospace mission gate note
- Method
- mission envelope
- Maturity
- Research interface · v2.4
- Limits
- Does not certify mission readiness.
- Exports
- copy, Markdown, JSON
Astrophysics and Cosmology
Observation planning, scale conversion, exoplanet signal and cosmology sensitivity instruments for astrophysical research.
Astrophysical Observation Planner
Builds an observation-planning matrix from target, band, window, instrument constraints and signal-to-noise needs.
- Best for
- Astrophysical observation plan
- Input
- 7 numeric and categorical fields
- Output
- Astrophysical observation plan
- Method
- observation planner
- Maturity
- Prototype · v2.5
- Limits
- Does not book observations.
- Exports
- copy, Markdown, JSON
Astrophysics Inference Risk Map
Maps inference risks from selection effects, calibration, priors, confounders and model assumptions.
- Best for
- Astrophysical inference risk map
- Input
- 6 categorical evidence fields
- Output
- Astrophysical inference risk map
- Method
- heatmap
- Maturity
- Research interface · v2.7
- Limits
- Does not analyze raw data.
- Exports
- copy, Markdown, JSON
Cosmology Parameter Sensitivity Explorer
Builds a sensitivity table showing how selected cosmological parameters influence an observable under stated uncertainty ranges.
- Best for
- Cosmology parameter sensitivity table
- Input
- 6 numeric and categorical fields
- Output
- Cosmology parameter sensitivity table
- Method
- formula workbench
- Maturity
- Prototype · v2.9
- Limits
- Does not fit cosmological parameters.
- Exports
- copy, Markdown, JSON
Exoplanet Detection Signal Classifier
Classifies exoplanet detection signal plausibility from method, periodicity, noise, stellar activity and follow-up evidence.
- Best for
- Exoplanet signal plausibility card
- Input
- 6 numeric and categorical fields
- Output
- Exoplanet signal plausibility card
- Method
- decision tree
- Maturity
- Prototype · v3.1
- Limits
- Does not confirm exoplanets.
- Exports
- copy, Markdown, JSON
Astrophysical Scale Converter
Converts astrophysical distance, redshift, luminosity, mass and time scales into order-of-magnitude notes.
- Best for
- Astrophysical scale conversion note
- Input
- 5 numeric calculation fields
- Output
- Astrophysical scale conversion note
- Method
- formula workbench
- Maturity
- Research interface · v1.1
- Limits
- Does not perform precision cosmology.
- Exports
- copy, Markdown, JSON
Enterprise Architecture and Digital Trust
Trust evidence, architecture control and operational resilience instruments for systems, services and dependencies.
Digital Trust Evidence Modeler
Turns a system trust claim into evidence, controls, owners, audit trail and monitoring requirements.
- Best for
- Digital trust evidence model
- Input
- 8 categorical evidence fields
- Output
- Digital trust evidence model
- Method
- evidence matrix
- Maturity
- Prototype · v1.2
- Limits
- Does not verify controls.
- Exports
- copy, Markdown, JSON
Enterprise Architecture Control Mapper
Maps capabilities, applications, data flows, owners, dependencies and controls into an architecture control map.
- Best for
- Enterprise architecture control map
- Input
- 8 categorical evidence fields
- Output
- Enterprise architecture control map
- Method
- evidence matrix
- Maturity
- Prototype · v1.3
- Limits
- Does not discover systems.
- Exports
- copy, Markdown, JSON
Operational Resilience Scenario Planner
Creates a scenario plan for a critical service, disruption, dependencies, recovery objectives and test history.
- Best for
- Operational resilience scenario plan
- Input
- 7 categorical evidence fields
- Output
- Operational resilience scenario plan
- Method
- timeline
- Maturity
- Prototype · v1.5
- Limits
- Does not execute recovery.
- Exports
- copy, Markdown, JSON
Observatory / Source Intelligence
Signal classification, source registers and research route selectors for monitored scientific, cyber and standards sources.
L2ET Research Guide
Routes visitors to relevant L2ET research tracks, tools, frameworks and artifacts based on role and intent.
- Best for
- Research route recommendation
- Input
- 3 categorical evidence fields
- Output
- Research route recommendation
- Method
- decision tree
- Maturity
- Released · v1.7
- Limits
- Not a chatbot.
- Exports
- copy, Markdown, JSON
Research Signal Relevance Classifier
Classifies a paper, advisory, standard or update by source quality, novelty, uncertainty, actionability and L2ET domain fit.
- Best for
- Research signal card
- Input
- 6 structured fields including narrative context
- Output
- Research signal card
- Method
- decision tree
- Maturity
- Beta · v1.9
- Limits
- Does not summarize full papers.
- Exports
- copy, Markdown, JSON
Source Register Builder
Creates a source-register card with domain, source type, update cadence, reliability, actionability and monitoring purpose.
- Best for
- Source register card
- Input
- 6 categorical evidence fields
- Output
- Source register card
- Method
- evidence matrix
- Maturity
- Prototype · v2.1
- Limits
- Does not ingest feeds.
- Exports
- copy, Markdown, JSON
Standards Crosswalk
Crosswalk studios for mapping controls, evidence, policy obligations and assurance artifacts across frameworks.
Standards Crosswalk
Maps governance, security and assurance control themes across AI, cyber, resilience and supplier frameworks.
- Best for
- Standards crosswalk matrix
- Input
- 5 categorical evidence fields
- Output
- Standards crosswalk matrix
- Method
- crosswalk matrix
- Maturity
- Research interface · v2.3
- Limits
- Not legal advice.
- Exports
- copy, Markdown, JSON
Standards Crosswalk v2
Creates a stronger matrix across AI, cyber, resilience, PQC and evidence frameworks.
- Best for
- Standards crosswalk v2 matrix
- Input
- 7 categorical evidence fields
- Output
- Standards crosswalk v2 matrix
- Method
- crosswalk matrix
- Maturity
- Beta · v2.4
- Limits
- Not legal advice.
- Exports
- copy, Markdown, JSON, CSV
Standards Crosswalk Studio
Provides a filterable matrix for mapping obligations, controls, evidence, owners and gaps across major standards.
- Best for
- Filterable standards crosswalk studio
- Input
- 5 categorical evidence fields
- Output
- Filterable standards crosswalk studio
- Method
- crosswalk matrix
- Maturity
- Prototype · v2.5
- Limits
- Not legal advice.
- Exports
- copy, Markdown, JSON
All public instruments are defensive and advisory. They run locally in the browser unless a page explicitly says otherwise. They do not provide legal, medical, cryptographic, engineering, regulatory or compliance certification.