Lirik
AI Engineering FrameworkFrom business requirement to production-ready system

From request to production-ready system

A controlled AI build process with trace, evidence and defined checks.

AIPerson checksSystem checks
Define & ControlUnderstand, design and create the trace before generation.
Generate in BatchesLoad only the current batch, prove it and record the result.
PASS → Checkpoint → Next Batch
Prove & ReleaseVerify the whole system and approve from visible proof.
Target platform: Declare upfront → Apply during design → Inject per batch → Test on target
Running throughout: Evidence · Pinned Versions · Persisted State · Trace and Lineage · Bounded Loops
Complete AI Engineering Framework

AI ENGINEERING FRAMEWORK

The actions AI follows—from business requirement to production-ready system.

Lirik