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What you will do
* Build production-grade LLM and agentic workflows for business decision-making.
* Turn customer, market, and operational data into reasoning contexts that models can use reliably.
* Design evaluation, tracing, replay, and quality-control systems for nondeterministic AI outputs.
* Work on counterfactual analysis, forecasting, customer behaviour modelling, and decision support.
* Improve reliability through structured outputs, retrieval, constraints, calibration, tests, and model comparisons.
* Build internal tools that make AI workflows repeatable across customers and use cases.
* Help define how we measure whether a prediction was useful, accurate, and trustworthy.
* Work directly with the founders on product direction, customer problems, and technical architecture.
What we are looking for
You may be a strong fit if you have:
* 5+ years of engineering experience.
* Strong Python skills and comfort building production systems.
* A solid ML, data science, or applied AI background.
* Recent hands-on experience with LLMs, agents, RAG, tool use, or AI workflow systems.
* Experience designing evaluations, tests, metrics, or quality gates for AI/ML systems.
* Good judgment around hallucination, uncertainty, model failure modes, and measurement.
* Comfort working with messy data, SQL, APIs, and data pipelines.
* The ability to debug both code and reasoning.
* Strong product instincts: you care whether the output actually helps a user make a decision.
* High agency in ambiguous environments.
* Clear communication and intellectual honesty.
Especially relevant experience
We would be particularly interested if you have worked on any of the following:
* LLM applications or agentic systems in production.
* Evaluation systems for LLMs or ML models.
* Applied ML systems for forecasting, experimentation, analytics, recommendations, or decision intelligence.
* RAG, embeddings, vector search, structured extraction, or model orchestration.
* Statistical analysis, A/B testing, causal inference, or calibration.
* Data products where traceability, auditability, or reliability mattered.
* Early-stage startups where you had to own both technical direction and implementation.
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*Disclaimer: Calyptus uses an automated assessment tool that scores applicants.*
Want to put your job search on autopilot? Join our platform, complete a 6-minute AI screening interview, and get auto-applied to 100s of high-paying roles.
Sign up now at https://app.calyptus.co/auth/candidate/sign-up and let the opportunities come to you.