About this role
Future (future.co): personal fitness/health coaching; building the AI foundation of a new Health Coach product. $110M raised; board includes Tom Brady, Eddie Cue, Adam Bain.
Comp: $250K-$300K base (SF rates for all US) + competitive equity. Location: Fully remote, US time zones; optional anchor weeks at Brentwood LA HQ. Visa: Not open to visas (US citizen / Green Card).
Responsibilities
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Build and ship production AI agents for Health Coach: tool-calling LLMs, structured output, parallel API orchestration, streaming
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AI features: coach matching, clinical-leaning guidance (sleep, nutrition, fitness), human in the loop
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Own the loop: prototype, Langfuse evals/rubrics, deploy, monitor traces, iterate
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Improve reliability/latency/cost: prompt caching, token budgets, retries, observability
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Write agent tools (Pydantic-validated integrations) in an EPD pod
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Tech stack: Python, Async Python, LangChain, LangGraph, LLMs, Pydantic, JSON Schema, SSE, Webhooks, Langfuse, AWS, AWS Bedrock, OpenTelemetry, Datadog, Terraform, CDK
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Source: https://www.paraform.com/share/future/cmur5lxlk000g06nis011p9o1
Requirements
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4-10 yrs; shipped LLM agents to production
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Strong big-tech background, ideally moved to startups or founded a company
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Python/async, LangChain/LangGraph, Pydantic, Langfuse, AWS/Bedrock
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Independent in a beta-stage environment; US citizen/GC