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Senior Machine Learning Engineer (AI Agent Systems) - Barcelona

sinda talent Spain
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AI Summary

Lead the design and optimization of Afori’s AI agent systems, focusing on continuous learning loops, NLP model fine-tuning, and cross-sell intelligence for insurance brokers. Own end-to-end ML pipelines, evaluation standards, and scalable inference in a fast-paced, early-stage environment. Shape the reasoning and economics of AI agents handling thousands of real insurance cases in a regulated market.

Key Highlights
Own the continuous learning loop for AI agent swarms, improving performance via feedback integration and systematic model refinement
Design and maintain rigorous evaluation methodologies (gold sets, benchmarks, abstention/faithfulness checks) for production-ready models
Build and deploy cross-sell intelligence models to generate actionable revenue signals for brokers using APDB/account data
Key Responsibilities
Design and implement the continuous learning loop for Afori’s AI agent swarm, capturing outcomes and feedback to iteratively improve performance
Lead the fine-tuning and distillation pipeline for specialized German insurance NLP tasks, ensuring rigorous evaluation before production deployment
Develop and own ML models for cross-sell opportunity identification, translating APDB/account data into revenue signals for brokers
Establish and enforce evaluation standards (gold sets, benchmarks, abstention/faithfulness checks) and serving infrastructure for all ML models
Own the economics and scalability of AI agents handling thousands of real insurance cases in a regulated market
Technical Skills Required
Machine Learning Systems Engineering Natural Language Processing (NLP) Model Evaluation & Deployment
Benefits & Perks
Flexible compensation package (cash or equity-weighted, with equity premium)
Founding-level equity grant (vesting 4 years, 1-year cliff) in a4i Inc. (Delaware C-Corp)
Relocation assistance for Barcelona, including tax residency support (Beckham regime eligibility)
Office-first culture with flexibility, 24+ days paid leave, learning support, and team events
Annual compensation reviews with equity/bonus adjustments for top performers
Nice to Have
German language proficiency
NLP experience in regulated domains (insurance, finance, legal, health)
Experience with agentic systems or continuous learning loops

Job Description


We're partnering with Afori to hire a Senior Machine Learning Engineer for their team in Barcelona.

Afori's vision is to ensure every human has the right cover at the right time. Our founders previously built insurance unicorn wefox and are now building the AI layer for insurance brokers: agents that plug directly into brokers' daily workflows and take over the back-office work that eats more than 60% of their time. We already save brokers over 2.5 hours a day, freeing them up to do what actually grows the business: advising customers well.


The opportunity is massive: the global protection gap is €1.3 trillion, and insurance distribution still runs on manual processes. Sequoia recently mapped AI-native services opportunities and ranked insurance brokerage first, a $140-200B market. We raised a €4M pre-seed led by General Catalyst, backed by investors and operators including Mustafa Suleyman (CEO, Microsoft AI) and Alex Rinke (Co-CEO, Celonis)


Your Impact


You own how Afori's agents think. Not the interface and not the infrastructure, but the reasoning itself, and the economics of running it at scale across thousands of real insurance Cases in a regulated market.


Key Responsibilities:

  • Learning Flywheel Architecture: Design and own the continuous learning loop for Afori's agent swarm: capturing agent outcomes, expert feedback, and case feedback to systematically improve agent performance over time.
  • Model Fine-Tuning & Distillation: Own the fine-tuning and distillation pipeline for specialized German insurance NLP tasks: selecting, training, and evaluating open-weight and proprietary models per task, with rigorous eval gates before production rollout.
  • Cross-Sell Intelligence Models: Build and own ML models that identify and score cross-sell opportunities across the customer book, translating APDB and account data into actionable revenue signals for the broker.
  • ML Infrastructure & Evaluation Standards: Establish and maintain the evaluation methodology (gold sets, benchmarks, abstention/faithfulness checks) and the serving infrastructure that all Afori ML models must meet before deployment.


What We’re Looking For

  • Strong track record building and shipping ML systems in production: fine-tuning, distillation, and evaluation of both open-weight and proprietary LLMs.
  • Hands-on experience designing evaluation methodologies: gold sets, benchmarks, abstention and faithfulness checks, and eval gates that decide what reaches production.
  • Solid ML engineering fundamentals: training pipelines, serving infrastructure, and cost-aware inference at scale.
  • Comfort owning ambiguous problems end to end in a fast-moving early-stage environment. You are a finisher, not just a starter.
  • Bonus: German language skills, NLP experience in regulated domains (insurance, finance, legal, health), or experience with agentic systems and continuous learning loops.


Compensation & Benefits

We let you choose your own balance between cash certainty and ownership: a higher-cash or a higher-equity package, with the equity-weighted option carrying a deliberate premium in total value.

  • Base salary: Competitive
  • Team bonus: 10% of base at 100% team goal achievement, paid half in cash and half in equity.
  • Equity: A meaningful founding-level option grant in a4i Inc. (Delaware C-Corp TopCo), vesting over 4 years with a 1-year cliff, then monthly. Options convert to common shares on exercise, making you a real shareholder on the cap table.
  • Annual reviews: Compensation and options are rediscussed after 12 months at the latest. We grant options/shares annually, so the best performers continuously get more.


Pathways to additional equity

  • Annual company ranking: Top performers receive additional equity at the annual compensation review.
  • Team goal achievement: When teams exceed objectives, you choose between a cash bonus and additional equity.
  • Promotion: Grants aligned with expanded responsibility.
  • Direct investment: You may invest personal funds into a4i Inc. Shares are issued immediately with no vesting.


Relocation & Benefits

Relocating to Barcelona? We handle it. If you move your tax residency to Spain, you may qualify for the Beckham regime (flat 24% income tax up to €600,000 for up to six years). Afori prepares, files and pays for the application, covers the gestoria review, provides a relocation bonus, and supports your NIE, Social Security and padrón registration.

  • Work policy: Office-first culture in Barcelona, with flexibility.
  • Paid time off: 24 days annual leave plus public holidays, rising by one day per year of service to a maximum of 30.
  • Learning support: We fund courses, conferences and certifications that help you develop, approved case by case.
  • Equipment: Whatever you need to do the work properly.
  • Team culture: Regular team events and genuine Dream Team collaboration.
  • Flexible start date: We accommodate your notice period and, if needed, your move.


The Process

Speed matters to us. With the right person, we can run the whole process in under two weeks.

  1. Intro call with Felix, founding team member
  2. Interview with Sergi, our Co-Founder & CTO
  3. Interview with Fabian, our CEO & Co-Founder
  4. One-day trial with us in the Barcelona office


Send your CV (or LinkedIn/GitHub profile) and a short note on the most interesting ML system you have built.


Contact: [email protected]


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