Barack Dastan
@barackdastan
I evaluate and annotate multimodal AI data, improving LLM quality through RLHF and Python validation.
What I'm looking for
I've annotated and verified 30,000+ multimodal image, video, and text samples at Atlas Capture, supporting AI research and LLM development with RLHF-style ranking, prompt evaluation, and rigorous quality assurance.
I build Python and JSON validation scripts that reduced manual review time by approximately 30%, while identifying edge cases and inconsistencies that improve model-output quality. My work spans CVAT, Label Studio, Labelbox, Roboflow, Polygon.ai, computer vision annotation, structured-text validation, and multi-turn AI safety review workflows.
As a native Swahili speaker, I've contributed 240+ linguistic data episodes through CrowdGen by Appen and evaluated AI language content for accuracy, relevance, fluency, and context. I also founded Legacy WealthBuilders, where I teach 1,030+ learners about blockchain, digital assets, risk management, and market analysis.
Experience
Work history, roles, and key accomplishments
Financial Domain Specialist
Enterprise Operations
May 2025 - Present (1 year 3 months)
Filed income tax returns with zero penalties, reviewed payroll for 70+ employees, and approved TZS 500M+ in payments.
Blockchain & Digital Asset Expert
Legacy WealthBuilders
Aug 2023 - Present (3 years)
Founded and managed a blockchain and digital asset academy serving 1,030+ learners, delivering training and developing educational content.
Data Quality & Content Review Specialist
Freelance
Feb 2023 - Present (3 years 6 months)
Audited institutional datasets for accuracy and compliance, resolved discrepancies, and produced reports to communicate quality metrics.
AI Data Annotation & Evaluation Specialist
Atlas Capture
Feb 2022 - Present (4 years 6 months)
Annotated and verified 30,000+ multimodal samples, evaluated AI-generated responses, and executed RLHF workflows. Built Python and JSON validation scripts to reduce manual review time by 30%.
Swahili Linguistic Data Contributor
CrowdGen by Appen
Jan 2020 - Jul 2026 (6 years 6 months)
Completed 240+ linguistic data episodes for Swahili language development and evaluation, maintaining 85% accuracy.
AI Data Contributor
Outlier
Apr 2026 - Jun 2026 (2 months)
Completed 100+ AI-related tasks involving language and data evaluation, achieving a 4.2/5 review rating.
Swahili Language Teacher
Unknown
May 2019 - Nov 2020 (1 year 6 months)
Taught Swahili language to 240 Form Four students, achieving a 91.7% A-C pass rate.
Education
Degrees, certifications, and relevant coursework
Institute of Accountancy Arusha (IAA)
Bachelor of Accountancy, Accountancy with Information Technology
Pursuing a Bachelor of Accountancy with Information Technology (BA-IT) degree, expected to complete in July 2026.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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