Build and operate production LLM agents for end-to-end GTM workflows including sourcing, research, and CRM management. Design evaluation frameworks, human-in-the-loop gates, and instrumentation to ensure agent reliability and alignment. Requires strong Python/TypeScript skills, experience with LLM systems and MCP, and the ability to ship without detailed specs.
Key Highlights
Key Responsibilities
Technical Skills Required
Benefits & Perks
Nice to Have
Job Description
About QWNTL Labs
QWNTL Labs is a venture-backed research lab in London/San Francisco working on the frontier of agent performance and alignment
Our view is that the models are already smart enough. What keeps agents stuck in demos is trust over time. An agent can ace a task on day one and quietly stop following its rules by week three, and almost nobody is measuring that. The difference between AI that helps people work and fully autonomous workers and companies is whether an agent can be trusted across the horizon a real job runs on. Closing that gap is what we exist to do.
About the role
You will work directly with the co-founder who owns growth and with the sales and marketing leads, building the agents, evals, and tooling that run sourcing, research, outbound, content, and pipeline for a lab that sells to engineers.
-> Application Process: <-
First Gate - Submit application to https://qwntl.com/early-access
Second Gate - If accepted for access to harness, you will be given a tool which is not publicly available and is used internally by all QWNTL team members to build and manage fully autonomous workers. The harness enables 30-day horizon agents that achieve 98% reliability
Third Gate - Submit what you've built when given tools that surpass what is commercially available to the public. Submission can be done through the team discord which will be shared when first gate is passed.
We hire on the work, not the resume.
If you demonstrate your ability to outperform, you will be given the opportunity to continue doing so.
What you will do
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- Build and run agents that own whole GTM workflows end to end: sourcing, person-level research, drafting, enrichment, CRM updates, reporting
- Design the human gates: approval steps, hand-offs, escalation, and the short list of things an agent never does on its own (send, post, promise)
- Write the evals. Transcript review, scoring rubrics, regression sets. Know when an agent is ready for production and know when it has drifted
- Instrument every model and tool call and tie it to pipeline: replies, meetings, design-partner conversations
- Ship MCP servers, agent skills, and small internal web apps against our CRM, enrichment, analytics, and social data
- Set the conventions for a shared codebase that a co-founder, a sales lead, and a marketing lead will all commit to
- Sit in on sales calls and read the outbound so the systems match how the work is actually done
- Track model releases and agent frameworks, and know which ones change what we should build next
You might be a fit if you
- Write production Python or TypeScript and have shipped software other people depend on
- Have built LLM systems that run in production: context engineering, agents, tool use, MCP, evals
- Have used evals and transcript analysis to make an LLM system better, and can show the before and after
- Are fluent in SQL and comfortable in messy data
- Ship without a spec. You will get a goal and a co-founder's time, not a ticket queue
- Would rather build one system that works for years than ten demos
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Strong candidates may also have
- 2+ years as a software, ML, or forward-deployed engineer
- Serious time in Claude Code or the Claude Agent SDK, or the equivalent elsewhere
- Worked on or next to a revenue team: CRM, enrichment, outbound tooling, attribution
- Sold to or built for developers, and know why engineers ignore most outreach
- An applied ML or experimentation background
- A habit of writing clearly for people who do not read code
Logistics
- Location: San Francisco, 3/3 hybrid
- Compensation: $300k + equity
- Visa sponsorship: yes
- Start: as soon as we find the right person
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