Forward Deployed Engineer - Assistant Vice President
Citi
About the role
The Applications Development Senior Programmer Analyst — Forward Deployed Engineer (C12) is an intermediate-level software engineering position responsible for constructing automated evaluation harnesses, curating regression testbeds, optimizing prompts and output schemas, and automating testing pipelines within embedded LOB delivery pods. The overall objective of this role is to ensure the reliability, accuracy, and safety of production AI agents by building rigorous evaluation suites in Agentflow Studio and driving automated CI/CD test execution.
Responsibilities:
Conducts tasks related to the construction, calibration, and execution of automated evaluation test suites using Agentflow Studio, measuring agent task completion, tool call correctness, latency, and hallucination metrics.
Curates and maintains domain-specific golden datasets, synthetic benchmarks, and regression testbeds in collaboration with LOB domain experts and senior engineers.
Optimizes prompt templates, system instructions, few-shot examples, and structured JSON output parsers (Pydantic/JSON Schema) to maximize deterministic agent behavior.
Authors and maintains automated test execution and deployment pipelines within Lightspeed CI/CD, enforcing continuous evaluation gates prior to staging and production rollout.
Utilizes in-depth specialty knowledge of Python applications development to analyze complex agent errors, evaluate system performance, and recommend advanced coding and prompt solutions.
Recommends and implements security measures and Lakera Guardrail policies in post-implementation analysis of agent usage to ensure safe functionality.
Monitors and controls evaluation test cycles, providing operational support, performance metrics, and prompt diagnostic reporting to business stakeholders and squad leads.
Has the ability to operate with a limited level of direct supervision, exercising independence of judgement and autonomy while acting as an evaluation SME to pod team members.
Appropriately assess risk when business decisions are made, demonstrating particular consideration for the firm's reputation and safeguarding Citigroup, its clients and assets, by driving compliance with applicable laws, rules and regulations, adhering to Policy, applying sound ethical judgment regarding personal behavior, conduct and business practices, and escalating, managing and reporting control issues with transparency.
Qualifications:
5–8 years of relevant software engineering or systems analysis experience (or 2–4 years with specialized focus in Python and Generative AI application development).
Solid Python programming proficiency, with practical experience integrating REST/gRPC APIs, Docker containers, and Git workflows.
Strong working knowledge of AI evaluation frameworks, benchmarking methodologies (BLEU, ROUGE, semantic similarity, LLM-as-a-judge), and automated testing suites.
Experience in managing and implementing automated test pipelines in CI/CD environments (Lightspeed, Tekton, Jenkins).
Ability to work effectively under pressure, managing tight sprint deadlines and unexpected changes in model outputs or LOB requirements.
Good written and verbal communication skills with a methodical, detail-oriented approach to software quality and data integrity.
Education:
Bachelor’s/University degree or equivalent experience in Computer Science, Data Science, or related quantitative discipline.
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Job Family Group:
Technology
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Job Family:
Applications Development
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Time Type:
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Primary Location:
New York New York United States
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Primary Location Full Time Salary Range:
$121,200.00 - $181,800.00
In addition to salary, Citi’s offerings may also include, for eligible employees, discretionary and formulaic incentive and retention awards. Citi offers competitive employee benefits, including: medical, dental & vision coverage; 401(k); life, accident, and disability insurance; and wellness programs. Citi also offers paid time off packages, including planned time off (vacation), unplanned time off (sick leave), and paid holidays. For additional information regarding Citi employee benefits, please visit citibenefits.com. Available offerings may vary by jurisdiction, job level, and date of hire.
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Most Relevant Skills
Please see the requirements listed above.
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Other Relevant Skills
For complementary skills, please see above and/or contact the recruiter.
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Anticipated Posting Close Date:
Oct 22, 2026
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Automated Processing and AI
We use automated processing, including artificial intelligence, for our legitimate business interests (or our reasonable and appropriate business purposes) to identify and align the candidate's skills and abilities with a specific job opening. Additionally, if you so choose, or consent, we can match your skills and abilities to other suitable roles at Citi.
Importantly, all our hiring processes and decisions, including determining your suitability for a role, are conducted, checked, and decided by individuals. Our automated processing and AI do not involve relying on automatic or autonomous decision-making. Please refer to any Jurisdictional Considerations, with specific provisions for your country (where relevant) for further details.
Illinois residents – AI Notice and Right
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Citi is an equal opportunity employer, and qualified candidates will receive consideration without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, disability, status as a protected veteran, or any other characteristic protected by law.
If you are a person with a disability and need a reasonable accommodation to use our search tools and/or apply for a career opportunity review Accessibility at Citi.
View Citi’s EEO Policy Statement and the Know Your Rights poster.
Responsibilities
- Build and run automated evaluation suites for AI agents, measuring task completion, tool use, latency, and hallucinations.
- Maintain domain-specific datasets, synthetic benchmarks, and regression testbeds.
- Optimize prompts, system instructions, examples, and structured output parsers.
- Develop CI/CD pipelines and evaluation gates for staging and production deployments.
- Analyze agent errors and system performance using Python, and recommend technical improvements.
- Implement security measures and guardrail policies for safe agent functionality.
- Monitor test cycles and report performance metrics and diagnostics to stakeholders.
- Assess and manage risk while complying with applicable laws, policies, and controls.
Qualifications
- 5–8 years of relevant software engineering or systems analysis experience, or 2–4 years with a specialized focus in Python and generative AI application development.
- Proficiency in Python, REST or gRPC APIs, Docker, and Git.
- Knowledge of AI evaluation frameworks, benchmarking methods, and automated testing suites.
- Experience implementing automated test pipelines in CI/CD environments.
- Ability to manage tight deadlines and changing requirements.
- Strong written and verbal communication skills with attention to detail.
- Bachelor’s degree in Computer Science, Data Science, or a related quantitative discipline, or equivalent experience.
Benefits
- Medical, dental, and vision coverage
- 401(k)
- Life, accident, and disability insurance
- Wellness programs
- Paid vacation, sick leave, and holidays
- Potential discretionary and formulaic incentive and retention awards
Skills mentioned
About Citi
Citi's mission is to serve as a trusted partner to our clients by responsibly providing financial services that enable growth and economic progress. Our core activities are safeguarding assets, lending money, making payments and accessing the capital markets on behalf of our clients. We have over 200 years of experience helping our clients meet the world's toughest challenges and embrace its greatest opportunities. We are Citi, the global bank – an institution connecting millions of people across hundreds of countries and cities. For information on Citi’s commitment to privacy, visit on.citi/privacy.
H-1B sponsorship history
Historical employer filing data was found for Citi. The employer record includes 5 historical certified applications. This is employer-level history, not a guarantee that this role currently offers sponsorship.