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Expertise

AI Workflow Automation

Designing multi-step AI workflows that combine generation, validation, human review and safe actions.

Capability statement

I break AI-assisted workflows into explicit states with review/apply/reject steps, rather than one opaque prompt-to-output call.

Problems I solve

  • Repetitive content and support workflows
  • Multi-step AI processing
  • Human-in-the-loop approval
  • AI generation with verification
  • Connecting AI outputs to practical actions

Approach

  • Break workflows into explicit steps
  • Separate generation from evaluation
  • Add review, apply, reject and retry states
  • Record outputs and decisions
  • Prevent irreversible actions without confirmation
I design AI workflows that do more than generate text. The workflow may classify, retrieve, draft, evaluate, revise, request approval and trigger an action. I focus on keeping workflows understandable, reusable and safe.
Evidence standard

Strengths

  • Review/apply/reject content workflows already running in production (this CMS's own AI Studio)
  • Scheduled/automated jobs with deterministic fallbacks when LLM calls aren't warranted
Refining how the content-review workflow scores and surfaces AI-generated drafts before publish.