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Category: AI Evaluation · Multimodal Data Annotation · Research Systems
Overview: Supported large-scale AI research initiatives by evaluating and annotating model outputs and multimodal data, helping translate complex machine-generated content into structured, high-quality training and evaluation datasets.
What We Did:
- Applied structured rubrics to evaluate AI-generated responses across multiple domains
- Assessed outputs for accuracy, clarity, coherence, and task alignment
- Generated and recorded natural-language descriptions of visual content for multimodal datasets
- Followed strict annotation, linguistic, and quality-control guidelines
- Collaborated with research and QA teams to maintain consistency across large-scale datasets
Outcome: High-quality annotated and evaluated datasets that improved model training, evaluation accuracy, and multimodal understanding across language, vision, and audio systems.
Supported large-scale visual capture and project coordination across internal datasets, helping translate operational complexity into usable narrative clarity.
Architected the brand, narrative, and experiential systems for a multi-day conference and cultural platform uniting creatives, technologists, founders, and civic leaders.
Internal R&D initiatives exploring AI-assisted storytelling, workflow systems, and creative infrastructure through SymbioSeed’s Concept-to-Code methodology.
Designed a complete brand messaging system and visual guide for Phillip’s leadership practice, then consulted on the development of an interactive, game-based experience for experiential leadership team events.
Developed a lifestyle-forward visual and content system positioning FlyHi beyond product—anchoring the brand in calm, clarity, and elevated everyday ritual.
Designed storytelling systems that communicate complex civic and economic research without sacrificing nuance, integrity, or humanity.
Led experiential brand strategy, storytelling, and media production for one of Texas’ largest startup ecosystems—turning a multi-day conference into a citywide narrative.
Partnered directly with the PorchPass founding team to build a brand narrative and media system that translated housing stability into a clear, human, and trust-driven story as the company scaled.




