Frameworks that remove guesswork
Make the right shape of system obvious and testable. Foundation components for institutional‑grade development.
Purpose
Remove guesswork by making the right shape of system obvious and testable. Our frameworks provide the foundation that developers need to build institutional‑grade systems from day one.
Developer Foundation
Complete framework components that eliminate guesswork and provide institutional-grade foundations from day one.
Data & Schema
Canonical entities with typed IDs, migration discipline, and retention policy compliance.
- • Collision-resistant ID generation
- • Version-embedded migrations
- • Policy-compliant retention
Protocol Engine
Versioned procedures with role gates, attestations, and immutable audit trails.
- • Pre/post-condition validation
- • Segregation of duties enforcement
- • Immutable event logging
Four Core Components
Each component solves a fundamental infrastructure problem with clear interfaces and export guarantees.
Data & Schema
- Canonical entities (people, incidents, exposures, assessments, controls, attestations)
- Typed IDs with collision detection
- Migration discipline with version embedding
- Retention helpers with policy compliance
Protocol Engine
- Versioned procedures with pre/post‑conditions
- Role gates and segregation of duties
- Attestations and evidence capture
- Immutable event log with diff & rollback
Evaluation Harness (ML)
- Datasets registry with provenance tracking
- Metrics registry with composable functions
- Regression gates with automatic rollback
- On‑device benchmark suite
Integration Kits
- HRIS/EHR/IdP/Records adapters
- Queue patterns with back‑pressure handling
- Observability with structured logging
- Idempotency primitives
Design Tenets
Principles that guide every framework decision.
Export by default
CSV/JSON/Parquet with schema versions embedded. Your data, your format.
Deterministic builds
Reproducible artifacts with checksums. Same input, same output, every time.
No hidden magic
Explicit configuration over convention. You should know what's happening.
Artifacts to publish
Reference schemas
Machine‑readable + printer‑friendly
Protocol specification
BNF/JSON schema with examples
Eval harness docs
Sample notebooks + CI recipe
Version policy
Deprecation calendar
Ready to build?
Get started with our frameworks or request a technical briefing for your team.