Hubless
Asset Registry
| Element | Description |
|---|---|
| Asset Onboarding System | Handles registration, verifies authenticity and completeness of submitted data, and indexing of new assets. |
| Schema Registry | Defines schema for asset catalog - fields like capabilities, technical specs, inputs, outputs. Enforces standard model cards for comparability and compliance. |
| Asset Metadata Catalog | Records technical specs, capabilities, dependencies, benchmarks, pricing, tags, update history and more for all listed AI assets. |
| Provenance & Authorship Records | Registers & verifies author identity, ownership rights, and contribution history. |
| Performance & KPI Tracking | Real time trackers for Uptime Metrics, Latency & Response Time, Throughput & Scalability, Error Rate & Failure Logs, Usage Volume Metrics, SLA Compliance Tracker etc. |
| Licensing Metadata | Machine interpretable and human readable encoding of terms of use, restrictions, policies and norms to follow while deploying and usage. |
| Fingerprinting & Hashing | Creates cryptographic IDs for asset verification and anti-tampering. |
| Price Model Engine | Allows authors to place human readable and machine interpretabl flat, tiered, and dynamic market-based pricing through programs and algorithms. |
| Compatibility Matrix | Declares supported APIs, formats, and integration targets. Prevents purchase of incompatible assets. |
| Listing Visibility | Controls who can view an asset based on roles, permissions, geography, or buyer segment. Supports public, private, and restricted exposure with dynamic rules tied to policy and compliance needs. |
Discovery, Curation, and Evaluation
| Element | Description |
|---|---|
| Semantic Search and Retrieval | Natural language and structured filters to find assets by capability and context. Pluggable system for custom search and ranking. |
| Semantic Matching | Uses semantic parsing and intent inference to align tasks with user/agent objectives and domains. |
| Discovery Protocols | Protocols enabling agents to navigate across Hubless networks to find assets and services matching utility heuristics. |
| Curated Collections and Playlists | Human and algorithmic collections curated by jobs, goals or domain themes. Balances algorithmic discovery with expert judgment. |
| Leaderboards & Badges | Public or private leaderboards using transparent eval protocols. Highlights strengths, tradeoffs, and known limitations for buyer clarity. |
| Evaluation Registry | On demand tests for quality, safety, bias, and robustness on private or public datasets. These tests can be templatized. |
| Asset/ Author Subscription | Enables buyers to follow specific assets or authors for updates, releases, and announcements. Delivers automated signals to maintain engagement and retention. |
Lifecycle
| Element | Description |
|---|---|
| Publishing protocol | Defines how sellers list assets with required metadata, validation, versioning, and moderation. Ensures repeatable submissions, prevents bad listings. |
| Composition protocol | Standard way to declare how assets connect with inputs, outputs, and dependencies. Enables bundles and pipelines with clear compatibility rules and testable contracts. |
| Distribution protocol | Securely distributes asset catalogs, entitlements, keys, endpoints, and artifacts to buyers with reliable controls and revocation mechanism. |
| Negotiation protocol | Structured offers, counteroffers, and requirement capture for private or public deals. Records price, SLAs, scope, and exceptions in a machine-readable deal sheet for contracting. |
| Contracting protocol | Templates, clauses, e-signature, and consent capture in a machine-readable form. Binds terms to entitlements, renewals, and termination flows. |
| Compatibility check | Automated validation of schemas, APIs, formats, and target environments. Blocks mismatches before purchase. |
| Alignment check | Evaluates pre and continuous checks on safety, policy fitness, and ethical risks. Gates access by alignment, region, age, and purpose. |
| Settlement protocol | Executes transparent, rules-based payouts once delivery conditions are met and verified. Also handles multi-party revenue splits, |
| Payout Splitter | Divides revenue among authors, curators, and operators. Honors contractual splits and programmatic royalties. |
| Dispute resolution | Provides a structured process for resolving conflicts between buyers and sellers. Includes mediation, evidence review, decision making, and enforcing outcomes as per contracted policies. |
| Audit | Produces verifiable logs and reviews of operational, usage, compliance activities for each listing & transaction. |
| Reviews & Feedback | Feedback on each asset, tied to specific versions in use. Includes reviews, issue reports, eval results, and usage signals. |
| Reputation Updater | Updates provider and asset reputations over time. Penalizes regressions and rewards reliability. |
| Metering and Billing | Usage Based Price by tokens, requests, tasks, or API units. Accurate metering, limiting and usage tracking |
| Dataset Builder | Curates labeled tasks and results for training. Supports periodic retraining of learned routers. |
Quality Criterias
| Element | Description |
|---|---|
| SLA | Defines execution standards, guarantees, and penalties used to evaluate agent performance. |
| QoS | Captures metrics like response time, reliability, and precision for outcome evaluation. |
| Result Evaluation | Validates task outputs using cryptographic, peer, or agent-based methods. |
| Ethics | Encodes constraints ensuring user actions align with local or global ethical rulesets. |
| Exceptions | Captures edge cases or known failure states and recommended actions for the same, allowing graceful fallback or bypass. |
| Human in Loop | Injects human agent oversight for sensitive, ambiguous, or high-stakes action prior to finalization. |
Super Distribution
| Element | Description |
|---|---|
| Asset Transport | Asset is encrypted and distributed. Decryption at execution layer. Identifies every artifact by hash so mirrors are verifiable and deduped. Makes distribution permissionless while preserving integrity & security. |
| Runtime Rights Enforcement | Compact, signed grants that encode use rights, limits, and obligations. Travels with the artifact so checks work anywhere it runs. |
| Policy Execution Engine | Evaluates rights at access time with deny-by-default semantics. Supports time bounds, scopes, usage caps, and revocation. |
| Mirror and Forward Mesh | Finds nearby nodes with the asset or capacity to fetch it fast. Prefers healthy, low-latency peers to reduce tail times. Forwards encrypted blobs without exposing plaintext at transit nodes. Optimizes routes for throughput, cost, and regional policy. |
| Catalog sync protocol | Synchronizes batch or selective asset listings and updates across local, regional and global marketplace hubs. Uses policy to preserve provenance, respect visibility settings, and prevent duplication or conflicts. |
| Hot Cache Network | Ranks assets by recent usage, fan-out, and miss cost. Promotes hot items to edge caches near users. |
| Replica Planner | Chooses where to place copies across clouds and regions. Balances demand, cost, and policy constraints. |
| Smart Prefetcher | Pulls likely-next assets based on workflow graphs. Cuts cold starts for common multi-step tasks. |
| Eviction Manager | Applies size, age, and utility to free space predictably. |
| Content Delivery Service | Serve encrypted artifacts with zero-trust checks at the edge. Provide consistent throughput under load. |
Super Routing
| Element | Description |
|---|---|
| Task Spec Schema | Captures goal, inputs, outputs, and quality targets in a compact form. Creates a specification the router can optimize against. |
| Constraint Collector | Gathers hard constraints like policy, residency, budgets, and allowlists. Separates must haves from nice to haves for later scoring. |
| Decomposition Engine | Breaks complex requests into steps, calls, and checkpoints. Enables per step routing and local optimization. |
| Capability Matcher | Maps each step to needed skills and interfaces. Narrows the provider set before heavy evaluation. |
| Provider Normalization | Standardizes key technical specifications in provider catalog metadata. Enables apples to apples comparison across vendors. |
| Variant and Version Mapper | Tracks sizes, fine tunes, and hardware variants. Ensures compatible selection for a given step and budget. |
| Score feeder | Feeds static features -provider metadata such as price tiers, safety labels, quotas and real time signals - error rate, latency etc to the scoring engine. |
| Score Composer | Multi Objective Utility scoring module that combines accuracy, cost, speed, reputation with weights. Supports custom goal, weights per tenant and task. |
| Symbolic Router | Uses rules and policies to choose a path. Gives deterministic behavior for regulated workloads. Solves allocation with costs and limits, Produces a feasible plan that meets hard rules. |
| Neural Router | Uses models trained on outcomes to pick providers. Routes by embedding distance between task and capabilities. Improves with feedback from success and user ratings. |
| Hybrid Router | Blends symbolic and neural votes into a final pick. Falls back to safe defaults when signals are weak. |
| Meta Router | Chooses which router type fits task complexity. Switches strategy as context and risk change. |
| Locality Routing | Routes jobs based on locality specifications and local policies alignment. |
| Route Explainability | Shows inputs, weights, and constraints that shaped the pick. Links to evidence, metrics, and past performance. |
| Cost, Risk Evaluator | Estimates spend, latency, and failure risk for the route. Helps buyers compare alternatives with clarity. |
| Objective Optimizer | Chooses regions and instances to hit target objectives. Adapts to network demand and congestion in real time. |
| Routing SLOs | Tracks budgets per step and end to end. Triggers replans when path time creeps up. Watches error rates, retries, and fallbacks. Promotes stable paths during incident windows. |
| Feedback Loops | Captures human ratings, business KPIs, and off policy signals for learning purposes. |
Super Sourcing
| Element | Description |
|---|---|
| Goal Spec Schema | Defines inputs, outputs, KPIs, and acceptance criteria for the goal. Provides a stable contract that scouting and ranking can optimize against. |
| Constraint Collector | Captures policy, residency, budget, risk, and allowlists. Separates hard musts from negotiable preferences for later tradeoffs. |
| Tradeoff and KPI Modeling | Expresses accuracy, latency, cost, and reliability targets. Converts or normalizes units so providers can be compared fairly. |
| Explore–Exploit Profile | Stores the user's appetite for trying new options vs proven ones. Guides how wide scouting should go and how fast to promote winners. |
| Scouting Agents | Discovers providers, models, tools, and datasets across regions. Indexes entries with capabilities, limits, and pricing tiers. |
| Micro-bench Runner | Executes small test jobs to measure accuracy, latency, and cost. Produces signed, reproducible evidence snapshots for comparison. |
| Stability Probe | Runs stability tests under fluctuating load. Flags jitter, throttling, and error patterns before production. |
| Policy Fit filter | Eliminates candidates that violate rights, safety, or licenses. Shrinks the pool to only compliant, usable options. |
| Multi KPI Ranker | Scores candidates by multiple objectives such as weighted accuracy, speed, price, and uptime, outputs a transparent contextual leaderboard with supporting metrics. |
| Risk Assessor | Evaluates vendor concentration, lock-in, and supply volatility. Attaches risk bands that affect promotion and fallback order. |
| Curator Network | Experts curate listings in their specialization areas and for specific goals. Playlists act as fast-start pools with clear inclusion criteria. Lets buyers subscribe to trusted curators for specific goals. |
| Sourcing pool managment | Maintains a ranked primary, secondary, and emergency pool. Monitors health, quality drift etc to ensure warm readiness for immediate routing handoff. |
| Pool to Router Interface | Bundles ranked options with metrics, limits, and hints. Delivers a compact, cacheable package to the router. |
Contracting & Dispute resolution
| Element | Description |
|---|---|
| Contract Terms | Defines machine interpretable and human readable terms. Captures deliverables, scope, price, SLAs, constraints, payment, escalation, remedies and acceptance criteria. |
| Job Binding Service | Binds a specific contract version to a job before it runs. Freezes terms, rights, and limits for the execution window. |
| SLA Compiler | Turns uptime, latency, accuracy, and support targets into checks. Generates monitors and thresholds tied to each contract. |
| Approval Workflow | Routes contracts and changes to specific workflows. Records rationale and exceptions for audit purposes. |
| Settlement Evaluator | Evaluates output, compliance to SLA, policies and calculates charges, credits, and penalties from outcomes. Executes remedies. |
| Evidence Locker | Stores metrics, traces, artifacts, and communications immutably. Links evidence to clauses and SLA checks for clarity. |
| Dispute Workflow Engine | Guides negotiation, mediation, and arbitration steps. Calculates remedies and triggers settlement outcomes. |
Operation Layer
| Element | Description |
|---|---|
| Composition Tools | Composes assets and services into executable workflows. Aggregates cost, optimizes latency, and successful integration. |
| Auto Scale Controller | Adds and sheds workers based on demand from market hub, SLOs and queue depth. Prevents overprovisioning while absorbing bursts. |
| SLO Monitor | Wires real-time metrics to contractual obligations, tracks deviations from SLO, errors and metrics. Autoscaler and router act on breaches immediately. |
| Health and Failover | Continuously checks node and service liveness. Triggers drain and reroute before users notice. |
| Quorum Failover | Moves traffic when replicas or regions degrade. Keeps rights enforcement intact during failover. |
| Pre & Runtime Policy checks | Evaluates safety labels, usage rights, and content rules. Blocks unsafe or forbidden actions before and during execution. Applies residency and egress constraints by region. |
| Aggregated Telemetry | Collects usage patterns without sensitive payloads. Guides caching and placement decisions safely. |
| Trust and Attestation | Requires proofs for runtime and infra integrity. Prefers providers with current attestations. Verifies identities, keys, and signatures. |