VERIFIED TECHNICAL DOSSIERSources checked

Danni Zaks

Co-Founder, Certainty Lab | AI Risk & Agent Reliability Architect

2 Verified ArtifactsSource Checked & Attributed

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Verified Proof of Work Artifacts

2 items cataloged

Each artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Danni Zaks. Every entry undergoes editorial source verification.

IMPLEMENTATION Checked Sep 20, 2026

Certainty Lab: Multi-Step Agentic Workflow & Autonomous Error Recovery Engine

A verified production automation architecture implemented by Danni Zaks at Certainty Lab, featuring stateful tool orchestration, automated failure recovery, and structured human approval checkpoints.

Model & Execution Context:Orchestrated via stateful multi-step agent graphs and deterministic JSON schema validation.

Scope & Limitations

Operational workflow system; requires monitored execution runtimes and rate-limit backoff handling.

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IMPLEMENTATION Checked Sep 20, 2026

Certainty Lab: Autonomous Multi-Step Workflow Engine & Error Recovery

A verified production automation architecture implemented by Danni Zaks at Certainty Lab, orchestrating multi-agent state machines, deterministic validation gates, and human-in-the-loop review queues.

Model & Execution Context:LLM agent loops, tool schemas, and validation harnesses.

Scope & Limitations

Operational workflow system; requires monitored execution environments and API rate limit safeguards.

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