keith monari

Recorded structured AutoCAD Mechanical workflow demonstrations to generate training data for AI model development. Produced reproducible 2D/3D modeling, drawing analysis, and edited design demonstrations with detailed narration and consistent documentation.

Designed multi-modal adversarial prompts to stress-test LLM deployments and uncover policy violations, hallucinations, and unsafe outputs. Documented model weaknesses using OWASP LLM Top 10 and MITRE ATLAS to support mitigation and guardrail strategy, while contributing to annotation and QA of training data.

Labeled and validated large-scale datasets for AI model training using V7 Labs and proprietary tools. Applied QA protocols to improve annotation accuracy and collaborated on annotation tool workflow optimization.

Annotated and reviewed NLP and computer-vision data using CVAT and V7 Labs. Ensured compliance with data privacy requirements while meeting tight delivery deadlines.

Annotated computer-vision datasets in CVAT using key points, polygons, and bounding box styles. Partnered with QA teams to ensure annotation accuracy met client specifications.

Performed cross-modal dataset annotation across text, images, audio, and video to support LLM and computer-vision training. Delivered validated datasets with text categorization, image segmentation, audio transcription, and NER work completed with global team collaboration.

Transcribed an average of 100 HITs/day with 98%+ accuracy and captioned/synchronized video and audio content. Annotated datasets for media companies using CVAT, Adobe Photoshop, and V7 Labs.

Worked as a transcriber across business, health, and education domains and was promoted to Senior Transcriber and Senior Editor based on consistent accuracy and quality. Delivered edited transcripts to project standards.

Assisted in design and drafting of road, water supply, and sewerage infrastructure projects. Supported site surveys, design drawings, cost estimation, and technical documentation.

Annotated computer-vision data for object detection, segmentation, classification, and tracking using CVAT plus Word and Excel. Provided technical feedback to improve annotation tools and processes.

Pursuing a Bachelor of Science in Civil Engineering. Final year project analyzed the effect of increased high-rise construction on urban water supply using GIS and EPANET to model demand growth and pressure variations.