Skip to content
OPTINX
Core InfrastructureIntelligence Infrastructure

QUACK

Agent Runtime & Execution Infrastructure

The runtime layer powering all OPTINX agents — planning, orchestration, tool execution, permissions, model routing, evaluation, and governance. Not a chatbot framework. Infrastructure for production intelligent systems.

Architecture

QUACK sits between models and agents, providing the execution substrate that makes intelligent systems reliable, auditable, and governable.

Nextmos Memory

Persistent context, customer memory, operational history, learned procedures

Long-term context
Customer memory
Operational history
Decisions & relationships
Learned procedures
Continuity across sessions

Governance Layer

Permissions, evaluation, auditability, compliance, safety constraints

Role-based access
Execution evidence
Audit logging
Policy enforcement
Data residency
Compliance reporting

Observability

Tracing, metrics, evaluation, debugging, cost monitoring

Trace visualization
Performance metrics
Error tracking
Cost monitoring
Quality evaluation
Debugging tools

Capabilities

Planning & Orchestration

Task decomposition
Multi-step planning
Dynamic replanning
Parallel execution
Resource allocation
Dependency resolution

Tool Execution

Sandboxed execution
Type-safe schemas
Timeout enforcement
Retry policies
Idempotency keys
Result caching

Permissions & Governance

Role-based access
Tool allowlists
Data sensitivity tags
Approval workflows
Policy engine
Audit logging

Model Routing

Multi-provider support
Cost/quality routing
Fallback chains
Context optimization
Token budgeting
Streaming responses

Observability

Distributed tracing
Execution replay
Performance metrics
Cost tracking
Quality evaluation
Alerting & dashboards

Runtime Learning

Experience replay
Skill acquisition
Procedure distillation
Feedback integration
Self-improvement loops
Knowledge consolidation

Design Principles

Model Agnostic

Works with any LLM provider — OpenAI, Anthropic, open-source, local. No vendor lock-in.

Governance First

Permissions, audit trails, and approval gates are primitives — not afterthoughts.

Stateful by Default

Persistent execution state, checkpointing, and exactly-once semantics built in.

Observable Internally

Every decision, tool call, and state change is traceable and replayable.

Extensible Primitives

Custom tools, policies, evaluators, and memory backends via plugin architecture.

Self-Hostable

Deploy on your infrastructure. Your data, your models, your control.

Build on QUACK

QUACK is the infrastructure behind Miraya, Mixmin, Insora, Quazz, and NAVIQ. Available for internal teams and strategic partners.

Request Access →Explore Nextmos Memory →