Engineering engagements

Control agent actions.
Verify recovery works.

Production reliability engineering for AI product teams and delivery partners. We address unsafe actions, ambiguous tool outcomes, failed retries, and missing execution evidence. Retrieval and workflow integration remain available within scoped engagements.

Engagements

A concrete problem. A testable outcome.

Agent reliability & execution control

Make existing tool-using agents safer to operate. Isolate authorization, duplicate-effect, and recovery risks; receive executable acceptance tests and a bounded implementation patch.

Run the APEX recovery demo · Inspect policy-to-execution tests

Agent Reliability Packages

RAG durability & retrieval engineering

Correct document identity, replacement, storage ownership, and recovery behavior. Receive a targeted architecture or implementation correction with reproducible validation.

Inspect subprocess crash-recovery tests · Explore retrieval implementation

Workflow & systems automation

Replace repetitive work across APIs, files, data, and operator tools with deterministic automation. Receive explicit inputs, controlled effects, failure handling, and a technical handoff.

Explore engineering utilities · Inspect declarative scene automation

Architecture, debugging & readiness

Trace integration failures and difficult-to-reproduce defects to their source. Receive a prioritized diagnosis, interface corrections, and regression checks for the agreed system boundary.

Run the ASON → APEX → RAG reference · Review engineering case studies

Delivery

Acceptance criteria that drive delivery.

Agree the system boundary, deliverables, access requirements, and acceptance tests before implementation. Delivery includes source changes, reproducible validation, and a technical handoff. The linked artifacts are AXIOM implementation evidence.

Start

Start with the outcome you want.

Share the repository or service, operating environment, and capability you want to build or improve. Include the result that would establish success.

Discuss an engineering engagement