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Ces Ezekiel

@cesezekiel

AI evaluator and annotator at micro1 who assessed AI outputs and wrote evidence-based rubrics.

At micro1, I compared AI-generated outputs against project guidelines, rated instruction following and quality, and wrote brief, evidence-based justifications. I also evaluated text-to-video outputs and temporal alignment on Instagram clips.

In my AI evaluation and task authoring work at micro1, I designed evaluation tasks and rubrics for professional document-based work. I graded model responses against detailed criteria, tying each judgment to evidence in the source files.

I completed image and video-frame bounding box annotation projects at Remotasks, applying project-specific guidelines and correcting work in response to reviewer feedback. I currently produce and review architectural drawings and project documentation at NAProjectsInternational.

Experience

Work history, roles, and key accomplishments

Current

Architect

Current

NA Projects International

Mar 2025 - Present (1 year 7 months)

Produce and review architectural drawings and project documentation, checking them for accuracy and consistency. Take freelance design and report consulting work alongside the role, delivering to client specifications.

Architectural Drawing Project Documentation Quality Review Design Consulting Client Specifications

Freelance AI Evaluation and Task Authoring

Micro1

Jun 2026 - Sep 2026 (3 months)

Designed evaluation tasks and wrote rubrics to measure AI model performance on professional document-based work. Graded model responses against detailed criteria, with each judgment tied to evidence in the source files.

Task Authoring Rubric Design AI Evaluation Grading Evidence Based Assessment Practices

Freelance AI Output Evaluator and Annotator

Micro1

Jun 2026 - Sep 2026 (3 months)

Compared pairs of AI-generated outputs, rating instruction following, quality, and overall preference, and wrote brief justifications grounded in specific evidence. Evaluated AI-generated content, including text-to-video evaluation and temporal alignment on Instagram clips.

AI Output Evaluation Pairwise comparison Rubric Based Scoring Instruction Following Assessment Written Rationales Text To Video Evaluation Time Alignment Quality Assurance Annotations

Freelance Audio Annotator (Sound-to-Sound)

Telus

Apr 2026 - May 2026 (1 month)

Rated model-generated audio produced in response to a speaker's voice prompt, judging adherence to the prompt's instructions alongside other quality criteria. Applied project-specific guidelines consistently when rating each output.

Audio Annotation Sound to Sound Evaluation Guideline Based Rating Quality Assessment

Bounding Box Annotator

Remotasks

Jan 2021 - Nov 2025 (4 years 10 months)

Completed data annotation projects, annotating images and video frames with bounding boxes to project-specific guidelines. Applied detailed quality guidelines and edge-case rules consistently across a large volume of tasks.

Bounding Box Annotation Image Annotation Video Annotation Quality Guidelines Edge Cases Attention To Detail