Clause Input Bindings: Sensor, Credential, Simulation
Securing Inputs for Verifiable Execution with Structured, Auditable Data Flows
3.7.1 Why Input Binding Matters in Verifiable Governance
A Smart Clause is only as trustworthy as the data it operates on.
In conventional governance:
Inputs are often opaque or unverifiable
Source attribution is undocumented
Sensor values can be spoofed
Credential state is not synchronized with logic
Simulation models are decoupled from enforcement
In NSF, Clause Input Binding creates explicit, traceable, and secure data interfaces that:
Ensure clause logic is bound to verifiable, source-certified data
Authenticate input origin and structure
Enable ZK-compatible or TEE-verified computation
Establish input-output lineage in the Audit Layer
3.7.2 Three Primary Input Types in NSF Clauses
Sensor Input
Real-time or cached values from trusted physical, geospatial, or remote sensing devices
Credential Input
Agent credentials, verifiable proofs, and roles
Simulation Input
Forecast outputs, risk indices, or modeled thresholds
Each input class is explicitly declared in SCL and linked to a data validation and origin verification process.
3.7.3 Input Declaration in SCL
Example:
inputBindings:
- type: sensor
source: EO::NASA::[email protected]
field: soilMoisture
constraint: value < 0.15
- type: credential
schema: WaterQualityInspectorVC
constraint: valid && notRevoked
- type: simulation
model: [email protected]
field: floodIndex
constraint: floodIndex > 0.85
Each binding is:
Typed
Constrained by logic
Cryptographically verifiable at execution time
Included in the CAC output
3.7.4 Sensor Input Bindings
Sensor bindings can originate from:
Earth Observation (e.g., NASA, Copernicus, Sentinel)
IoT Devices (e.g., river gauges, temperature monitors, air quality sensors)
Field Reports via mobile attestations
Trusted data aggregators with signed hashes
All sensor input must:
Be signed or attested via a SensorCredentialVC
Include metadata: timestamp, device ID, jurisdiction, source DAO
Conform to a predefined data schema (JSON Schema, GeoJSON, etc.)
Be auditable and retrievable from the Audit Layer or IPFS/Filecoin archives
3.7.5 Credential Input Bindings
Credential inputs bind execution to:
Agent identity and role
Prior verifiable conditions
Institutional authorization
Jurisdictional mapping
Example:
require:
hasCredential(agent, "FoodSafetyInspectorVC")
&& credential.status == "valid"
&& credential.issuedIn == "Kenya"
The credential itself:
Must conform to W3C Verifiable Credential spec
Be anchored to a recognized schema in the Registry Layer
Pass revocation and timestamp checks
Be recorded in the execution trace (CAC)
3.7.6 Simulation Input Bindings
Simulation inputs reference:
Forecast models
Risk exposure indices
Emission projections
Scenario outputs
They may be:
Statically attached during clause governance
Dynamically fetched from simulation engines (e.g.,
ClimateSimRunner
)ZK-verified (optional for sensitive models)
Linked to the clause via SimulationBundle ID
Example:
bindSimulation("[email protected]")
field: riskScore
constraint: riskScore > 0.7
Sim bindings are hashed and stored in the Audit Layer with:
Model ID
Run ID
Timestamp
Reviewer signatures (if applicable)
3.7.7 Hybrid Inputs and Binding Combinations
Clauses may use composite bindings, such as:
if sensor.soilMoisture < 0.12
&& simulation.riskIndex > 0.8
&& credential.role == "Inspector"
then issue("DroughtReliefVC")
This guarantees:
Multi-source agreement
Multimodal threshold enforcement
Multi-jurisdictional execution constraints
3.7.8 Binding Verification at Execution
All inputs are validated in:
TEE-backed enclaves
ZK circuits (if required)
Credential resolution APIs
Sensor registries with attestation logs
Execution fails if:
Input schema mismatch
Signature invalid
Credential revoked
Timestamp expired
Simulation not reproducible
3.7.9 CAC Output and Input Provenance
The Clause-Attested Compute (CAC) output includes:
Input hashes
Sensor source credential
Credential holder DID and VC metadata
Simulation package ID and run parameters
Timestamp and jurisdictional scope
Audit trace anchor
This enables post-hoc execution verification and forensic replay.
3.7.10 Input Bindings as the Roots of Clause Integrity
Without input binding, clause logic is untrustworthy.
With it, every clause execution is:
Anchored to real, verifiable data
Bound to roles, jurisdictions, and evidence
Traceable through audit and registry links
Enforceable across agents, contracts, and systems
Transparent for review, override, or escalation
Input bindings make every clause execution a truth-enforced act.
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