← faire / Staff Product Manager, AI, Data, ML & Platform
application_answers / art_gp7E23IsXdE
role
model
anthropic/claude-sonnet-4.6
created
2026-08-28T19:33
Content
{
"answers": [
{
"question": "Have you worked directly with data and ML systems (as a PM, an adjacent engineering partner, or a power user), and can you engage credibly with engineering on architecture tradeoffs?",
"answer": "Yes \u2014 At Intuit I worked directly with telemetry and usage data (SQL, BigQuery) to prioritize developer pain points across ~20 mobile apps and 30+ product SKUs, and led a Service Language Assessment across 9 languages informed by usage data presented to the CTO. I also built aeval, a local-first model evaluation platform (FastAPI, TimescaleDB, Redis, Ollama) with statistical rigor including bootstrap confidence intervals and Welch's t-test, and an RL post-training workbench benchmarking 12 algorithms (PPO, GRPO, DPO, and others) across TRL, VeRL, OpenRLHF, and NeMo RL with GPU Docker passthrough \u2014 work grounded in hands-on engagement with ML training, deployment, and observability tradeoffs."
},
{
"question": "Please select your current state of residence. Select \"Not in the US\" if you reside outside the United States. This information helps us understand our talent pool and ensures we provide accurate resources throughout the hiring process.",
"answer": "California \u2014 The candidate's resume lists Oakland, CA as their current location."
},
{
"question": "This role will be in-office on a hybrid schedule, can you commit to being in-office three days per week at the location where this position is posted?",
"answer": "Yes \u2014 I am based in Oakland, CA, which is in the San Francisco Bay Area where this position is posted, making a three-day-per-week in-office commitment straightforward."
},
{
"question": "Before seeing this job posting, how familiar were you with Faire as a company? (Your response will not impact your application)",
"answer": "Had heard of it but knew little about it"
},
{
"question": "How did you hear about Faire? (Select all that apply)",
"answer": "Job posting on LinkedIn, Indeed, or other job board"
}
],
"skipped": [
"First Name",
"Last Name",
"Email",
"Phone",
"Resume/CV",
"Cover Letter",
"LinkedIn Profile",
"Please select your current state of residence. Select \u201cNot in the US\u201d if you reside outside the United States. This information helps us understand our talent pool and ensures we provide accurate resources throughout the hiring process."
],
"verification": {
"pass": null,
"error": "verification unavailable: BudgetExceeded: Per-call cap exceeded: $0.6210 > $0.50. Raise budgets.per_call_usd in config.toml if intended."
}
}