LucyAI systems

Systems for accountable technical work.

LucyAI frames each capability through the decisions, artifacts, controls, and evidence that make technical work easier to inspect.

Bounded tools, orchestration, evaluation, and inspectable traces for systems that can act.

Public capability model

Capability areas

Each area exposes its useful questions, likely artifacts, operating controls, source basis, and explicit limitations.

Decision support

Select two or three published capability models. The comparison repeats their recorded scope and limits without scores or rankings.

2 systems selected. The comparison URL is ready to share.

Intended use: Use this area when a workflow needs tool use, delegation, recovery, or accountable autonomy.
Public state: Published capability model
Maturity: concept
Artifacts: Tool-boundary map
Agent workflow contract
Evaluation and trace plan
Controls: Least-privilege tool access
Explicit stop conditions
Recorded evaluation scope
Evidence: Inspect full system recordPublished scope, questions, controls, and source basis
Trace the evidence recordRelationship view for this published capability record
Building effective agentsAgent and workflow design practice
Demystifying evals for AI agentsEvaluation vocabulary and practice
NIST Generative AI ProfileVoluntary risk-management framing
Limitation: LucyAI capability analysis; not client history or a promised outcome.

Intended use: Use this area when an AI feature needs dependable context, explicit evaluation, and integration constraints.
Public state: Published capability model
Maturity: concept
Artifacts: Context architecture
Retrieval decision record
Evaluation boundary map
Controls: Source provenance
Failure-mode review
Task-specific evaluation
Evidence: Inspect full system recordPublished scope, questions, controls, and source basis
Trace the evidence recordRelationship view for this published capability record
Retrieval-Augmented GenerationHistorical retrieval-augmented generation research
Lost in the MiddleScoped long-context findings
Introducing Contextual RetrievalVendor first-party retrieval experiment
Limitation: LucyAI capability analysis; not client history or a promised outcome.