Weekday (YC W21)

Assistant

• Evaluate how well AI systems handle personalized, real-world life tasks
• Judge whether AI responses are useful, personalized, realistic, and successful
• Evaluate AI support for practical, high-context tasks across food, health, productivity, careers, and learning
• Help improve AI assistants’ personalization, trustworthiness, and usefulness for real-world personal workflows

Personalized Life Assistant

Risk

• Author point-in-time political reports and forecasts from a stated evidence cutoff
• Make and document directional judgments about polling, win probabilities, and market-implied odds
• Explain the causal mechanism behind an event’s expected political and market impact
• Review model-generated analyses and grade them against an expert standard

Political Expert – Elections Forecasting, Political Risk

Voice Actor

• Participate in a short-term project directly with a leading AI lab
• Improve the AI model’s ability to handle and produce audio data
• Record submitted audio based on provided transcripts
• Attend a kickoff call
• Complete approximately 2–10 hours of work per week for 1–2 weeks

French Professional Voice Actor

Physician

• Review high-resolution clinical images of skin lesions and identify dermatological conditions
• Describe images using key medical attributes, including lesion color, shape, morphology, and distribution
• Assess skin health, severity, or progression from images
• Evaluate the clinical quality of AI-generated assessments
• Write guidelines and criteria defining high-quality dermatological image assessments
• Provide clinical insight to improve model understanding and classification of dermatological presentations
• Ensure accuracy, consistency, and adherence to medical and project standards

U.S. Licensed Dermatologist

• Work directly with a leading AI lab to improve its AI model’s ability to handle and produce audio data
• Record and submit audio for a short-term project lasting roughly 1–2 weeks
• Attend a kickoff call
• Record transcripts exactly as written or edit them to reflect natural pacing
• Commit 2–10 hours per week during the project

Japanese Voice Actor

• Work directly with a leading AI lab to improve its model's ability to handle and produce audio data
• Record transcripts in a clear, neutral-to-upbeat customer service voice
• Maintain consistent pacing and accurate delivery of punctuation, commas, and dashes
• Edit recordings to reflect natural pacing when necessary
• Submit professionally recorded audio meeting specified technical requirements
• Attend a project kickoff call

Professional Voice Actor – French-Canadian

Events

• Map suppliers, customers, competitors, distributors, substitutes, and geographic exposure from EDGAR filings, footnotes, exhibits, transcripts, and industry data
• Identify related companies ahead of an event and separate direct exposure from weak thematic correlation
• Estimate direction, magnitude, horizon, and confidence, and name the revenue, margin, earnings, or valuation mechanism behind each
• Review model-generated analyses and grade them against your own standard
• Produce expert-authored forecasting and research data used to evaluate and improve AI models on real financial analysis
• Reason from a fixed evidence cutoff without hindsight and document the judgment a strong analyst would have made at that moment

Company Analysis Expert – Event Propagation

Operations

• Vet the quality of business and sales operations knowledge work tasks and model outputs
• Identify missing behaviors, weak reasoning, flawed assumptions, inconsistent numbers, and answers that would not survive an operating review
• Write instruction specifications and produce golden solutions to operations problems
• Define new tasks reflecting practical business operations work
• Design challenging operations tasks and evaluation sets
• Help build domain-specific skills and tools with the research team
• Work with client researchers and adjacent-field specialists to maintain consistent standards
• Translate tacit operating judgment into explicit, teachable criteria
• Work directly with a leading AI lab's research and program management teams to improve how frontier AI models reason about business operations

Business & Sales Operations Domain Expert

LLM Engineer

• Design challenging, domain-relevant tasks across GPU kernels, performance profiling, debugging, and inference serving, and write accurate, well-structured solutions
• Guide research and engineering teams to close knowledge gaps and improve AI model performance on ML systems, training infrastructure, and framework-level topics
• Evaluate MLOps and ML systems tasks and solutions and provide clear, written technical feedback
• Develop guidelines and detailed rubrics or evaluation frameworks covering kernel-level optimization, profiler output interpretation, distributed systems reasoning, and serving throughput and latency trade-offs
• Collaborate with subject matter experts to keep training data consistent and accurate
• Contribute to AI model training and evaluation work by writing and assessing MLOps and ML systems tasks and solutions for frontier AI training data

MLOps Engineer, LLM Systems, Serving, GPU Kernels, Profiling

Financial Planning and Analysis

• Vet the quality of finance knowledge work tasks and model outputs
• Identify missing behaviors, weak reasoning, flawed assumptions, and answers that would not withstand professional scrutiny
• Write instruction specifications and produce golden solutions to financial problems
• Define new finance tasks reflecting real-world professional practice
• Design challenging finance tasks and evaluation sets
• Help build finance-specific skills and tools with the research team
• Collaborate with client researchers and adjacent-field specialists to maintain consistent standards
• Translate tacit financial judgment into explicit, teachable criteria

Private Equity & Venture Capital – Finance Domain Expert

Analyst

• Forecast the timing and content of a named analyst's post-catalyst research note
• Reason from filings, earnings, transcripts, estimates, valuation and ratings to an expected published view
• Document the internal research workflow that determines how and when an equity research report gets produced
• Review model-generated analyses and grade them against your own standard

Equity Research Expert – Single-Name Analyst

Software Engineer

• Design and develop scalable analytics, BI, and enterprise reporting solutions using TableauNext and related BI platforms
• Build and maintain enterprise dashboards, scorecards, analytical applications, and reporting frameworks
• Define dashboard architecture, reporting structures, visualization standards, and reusable analytics components
• Develop and optimize Salesforce CRM Analytics solutions, including Einstein Analytics / Tableau CRM
• Integrate Salesforce and CRM data with enterprise analytics and reporting platforms
• Work with AgentForce and Salesforce integrations to support analytics and reporting requirements
• Develop and optimize complex SQL queries and data extraction, transformation, and reporting processes
• Support data warehousing initiatives by defining reporting structures, data consumption strategies, and analytical data requirements
• Create advanced and customized visualizations using D3.js
• Establish data validation, reconciliation, and quality-check processes for reporting solutions
• Troubleshoot dashboard performance, data quality, integration, and reporting issues
• Review analytical solutions for engineering, visualization, usability, and governance compliance
• Optimize dashboards and data processes for performance, scalability, and maintainability
• Collaborate with business stakeholders to translate reporting requirements into analytics solutions
• Work with technical teams on end-to-end analytics development and delivery
• Document reporting architecture, data flows, dashboard logic, and technical implementation details
• Mentor team members on TableauNext, CRM Analytics, SQL optimization, dashboard development, and visualization best practices
• Identify opportunities to improve analytics processes, reporting quality, and BI development standards

TableauNext Developer, CRM Analytics

Bilingual

• Use your voice to compose messages, emails, and notes across everyday apps
• Direct the AI to generate images, format text, apply spreadsheet formulas, and summarize documents
• Record accurate transcripts of spoken queries and produce cleaned-up transcripts
• Rate the AI's responses
• Log task data in a structured tracking sheet
• Upload supporting recordings to a shared drive
• Complete a four-week project starting immediately

Bilingual Thai Generalist – MacBook Required

Content Writer

• Use your voice to compose messages, emails, and notes across everyday apps
• Direct the AI to take actions such as generating images, formatting text, applying spreadsheet formulas, or summarizing documents
• Record accurate transcripts of spoken queries and produce cleaned-up transcripts
• Rate the AI's responses
• Log all task data in a structured tracking sheet and upload supporting recordings to a shared drive

Bilingual Writer – Japanese

Backend Engineer

• Select tasks from a pre-validated pool of Go repositories pinned to specific git commits
• Explore repositories and relevant PR or issue history to understand subsystems
• Rewrite questions to challenge frontier coding agents while remaining well-defined and answerable
• Adjust rubrics and foils to reward correct reasoning and reject plausible-but-wrong answers
• Run the full Studio validation loop: Check, Golden, Run, Analyze
• Iterate until every validation stage passes
• Document work in task READMEs
• Submit tasks for expert review and address reviewer feedback