Cisco

Director - AI Research and Engineering Efficiency (Circuit Platform)

Cisco$291K — $369K *
Information Technology
11 - 15 years of experience
Job Overview by Ladders

Qualifications

  • Bachelor's degree in Computer Science, Engineering, AI/ML, or a related field, or equivalent practical experience.
  • 15+ years of combined experience in software engineering, systems architecture, machine learning, AI platforms or distributed systems.
  • Experience architecting or operating production LLM, agentic AI, model-serving, or applied AI systems at enterprise scale.
  • Building or leading evaluation systems for LLMs, RAG pipelines, tools, autonomous agents, or enterprise workflows.
  • Expertise in model efficiency techniques such as routing, caching, quantization, and batching.
  • Deep knowledge in AI/ML systems, model deployment, distributed platform design, and applied AI architecture.
  • Experience influencing product, engineering, and leadership organizations through technical strategy.

Responsibilities

  • Direct and mentor a team of AI practitioners, fostering a collaborative environment.
  • Define architecture for Cisco-scale agentic systems, ensuring comprehensive planning and execution.
  • Build rigorous evaluation harnesses with established metrics for performance and quality assessment.
  • Own the strategy for various model types, opting for vendor-hosted or self-hosted deployment when necessary.
  • Continuously benchmark and fine-tune emerging models to meet Cisco's standards and requirements.
  • Enhance model-serving efficiency through various optimization techniques and manage cost-quality-latency tradeoffs.
  • Establish technical standards for policy-compliant AI agents operating on Cisco systems.

Benefits

  • Medical, dental, and vision insurance.
  • 401(k) plan with matching contributions.
  • Paid parental leave and short/long-term disability coverage.
  • Flexible vacation time off program with no defined limit for exempt employees.
  • Paid time off for holidays, personal wellness days, and volunteer opportunities.
Full Job Description
The application window is expected to close on: 06/19/2026
Job posting may be removed earlier if the position is filled or if a sufficient number of applications are received.

Your Impact

  • You will direct, mentor, and work alongside a specialized team of AI practitioners. You will contribute to architecture, code reviews, model evaluations, prototype implementations, and technical design decisions to ensure high-quality outcomes.

  • You will define Cisco-scale agentic system architecture, including planning, tool execution, agent-to-agent handoffs, memory, persistent state, human approval, policy enforcement, secure tool access, observability, and failure recovery.

  • You will build rigorous evaluation harnesses for models, prompts, RAG systems, tools, agents, and multi-agent workflows. You will establish offline and online metrics for task success, tool-call accuracy, groundedness, hallucination rate, safety, latency, and cost.

  • You will own the strategy for frontier models, open-weight LLMs, SLMs, fine-tuned domain models, distilled models, and model routers. You will define when Cisco should use vendor-hosted models, self-hosted models, fine-tuned models, or task-specific small models.

  • You will continuously benchmark emerging LLMs, SLMs, and Agent Harnesses. You will lead fine-tuning of open-weight models to meet Cisco's security, domain, latency, cost, and quality requirements.

  • You will drive model-serving efficiency through routing, batching, caching, quantization, distillation, context optimization, structured outputs, and serving-stack improvements. You will own cost-quality-latency tradeoffs across production AI workloads.

  • You will track breakthroughs in AI research and translate them into production-grade capabilities, reusable platform primitives, and validated improvements to CIRCUIT.

  • You will establish technical standards for secure, observable, auditable, policy-compliant AI agents operating over Cisco enterprise data and systems.

  • You will accelerate internal AI development through better tooling, reusable agent patterns, evaluation frameworks, deployment pipelines, and AI-assisted engineering workflows.

  • You will operate at the highest levels of Cisco's internal AI infrastructure, managing significant platform scale, high-volume inference, and complex enterprise requirements.

  • You will own the optimization of a substantial annual model spend portfolio, drive critical reliability targets (p95/p99 latency, groundedness), and lead a multidisciplinary team of researchers and engineers. You will set the technical AI strategy in partnership with VP/SVP-level leadership across engineering, product, and security.

  • You will be measured on your ability to drive tangible improvements in AI productivity (hours saved, workflow cycle-time reduction), agent reliability (task completion rates, reduction in human overrides), model quality (groundedness, hallucination reduction), inference economics (cost per successful task, GPU utilization), and developer velocity (time-to-production, evaluation coverage).


Minimum Qualifications

  • Bachelor's degree in Computer Science, Engineering, AI/ML, or a related field, or equivalent practical experience.
  • 15+ years of combined experience in software engineering, systems architecture, machine learning, AI platforms or distributed systems.
  • Experience architecting or operating production LLM, agentic AI, model-serving, or applied AI systems at enterprise scale.
  • Demonstrated ability to build or lead evaluation systems for LLMs, RAG pipelines, tools, autonomous agents, or model-powered enterprise workflows.
  • Experience with model efficiency techniques such as model routing, caching, quantization, distillation, prompt/context optimization, batching, or high-throughput inference serving or similar work.
  • Deep expertise in AI/ML systems, model deployment, distributed platform design, applied AI architecture, and production software engineering practices.
  • Prior experience driving platform strategy and technical innovation at enterprise scale.
  • Demonstrated experience influencing product, engineering, security, infrastructure, and leadership organizations through technical strategy, architecture reviews, prototypes, and measurable platform outcomes.


Preferred Qualifications

  • Advanced degree or equivalent experience (Master's or PhD) in Computer Science, AI/ML, Systems Engineering, or a related field.
  • Demonstrated excellence in a Principal Engineer, Distinguished Engineer, Director, or equivalent senior technical leadership role within AI/ML, distributed systems, or enterprise platforms.
  • Deep expertise in enterprise AI platforms, LLMs, SLMs, agentic systems, and model-serving architectures (e.g., vLLM, TensorRT-LLM, Ray, Kubernetes-based GPU platforms).
  • Proficiency in the full AI lifecycle, including model training, fine-tuning (LoRA/QLoRA), routing, compression, quantization, and inference optimization.
  • Extensive experience with agent runtimes, orchestration, tool-calling, human-in-the-loop workflows, memory management, and observability.
  • Proven ability to build rigorous evaluation frameworks, including golden datasets, adversarial testing, online experimentation, and release gates.
  • Strong understanding of enterprise AI security, policy enforcement, data privacy, and production-grade governance.
  • Demonstrated success in delivering complex AI business applications and translating powerful research into scalable, production-grade platform capabilities.


The starting salary range posted for this position is $291,500.00 to $369,100.00 and reflects the projected salary range for new hires in this position in U.S. and/or Canada locations, not including incentive compensation*, equity, or benefits.

Individual pay is determined by the candidate's hiring location, market conditions, job-related skillset, experience, qualifications, education, certifications, and/or training. The full salary range for certain locations is listed below. For locations not listed below, the recruiter can share more details about compensation for the role in your location during the hiring process.

U.S. employees are offered benefits, subject to Cisco's plan eligibility rules, which include medical, dental and vision insurance, a 401(k) plan with a Cisco matching contribution, paid parental leave, short and long-term disability coverage, and basic life insurance. Please see the Cisco careers site to discover more benefits and perks. Employees may be eligible to receive grants of Cisco restricted stock units, which vest following continued employment with Cisco for defined periods of time.

U.S. employees are eligible for paid time away as described below, subject to Cisco's policies:
  • 10 paid holidays per full calendar year, plus 1 floating holiday for non-exempt employees
  • 1 paid day off for employee's birthday, paid year-end holiday shutdown, and 4 paid days off for personal wellness determined by Cisco
  • Non-exempt employees** receive 16 days of paid vacation time per full calendar year, accrued at rate of 4.92 hours per pay period for full-time employees
  • Exempt employees participate in Cisco's flexible vacation time off program, which has no defined limit on how much vacation time eligible employees may use (subject to availability and some business limitations)
  • 80 hours of sick time off provided on hire date and each January 1st thereafter, and up to 80 hours of unused sick time carried forward from one calendar year to the next
  • Additional paid time away may be requested to deal with critical or emergency issues for family members
  • Optional 10 paid days per full calendar year to volunteer


For non-sales roles, employees are also eligible to earn annual bonuses subject to Cisco's policies.

Employees on sales plans earn performance-based incentive pay on top of their base salary, which is split between quota and non-quota components, subject to the applicable Cisco plan. For quota-based incentive pay, Cisco typically pays as follows:
  • .75% of incentive target for each 1% of revenue attainment up to 50% of quota;
  • 1.5% of incentive target for each 1% of attainment between 50% and 75%;
  • 1% of incentive target for each 1% of attainment between 75% and 100%; and
  • Once performance exceeds 100% attainment, incentive rates are at or above 1% for each 1% of attainment with no cap on incentive compensation.


For non-quota-based sales performance elements such as strategic sales objectives, Cisco may pay 0% up to 125% of target. Cisco sales plans do not have a minimum threshold of performance for sales incentive compensation to be paid.

The applicable full salary ranges for this position, by specific state, are listed below:

New York City Metro Area:
$291,500.00 - $424,400.00

Non-Metro New York state & Washington state:
$259,400.00 - $377,600.00

* For quota-based sales roles on Cisco's sales plan, the ranges provided in this posting include base pay and sales target incentive compensation combined.

** Employees in Illinois, whether exempt or non-exempt, will participate in a unique time off program to meet local requirements.

About Cisco

Cisco Careers

Join the vibrant team at Cisco, a global leader in networking and cybersecurity solutions, where innovation and leadership thrive. Cisco offers a plethora of job opportunities that cater to a range of skills and experiences, making it an ideal place for both seasoned professionals and those seeking an internship to jumpstart their career. Work You’ll Do At Cisco, you’ll be part of a culture that values diversity, leadership, and professional growth. Engage in work that matters with a team that combines technology, creativity, and the power of human connection to redefine networking. Cisco’s commitment to innovation isn’t just about technology, but also about transforming the way we work and collaborate. Cisco’s employment philosophy supports career advancement and nurtures a leadership pipeline that is equipped with diversity training and opportunities for growth. Whether you’re applying your skills to drive our latest innovations or using our vast networking capabilities to solve complex problems, at Cisco, every role is impactful. Join Our Dynamic Team Explore job opportunities in areas ranging from engineering to marketing, sales to cybersecurity. Cisco is hiring individuals who are passionate, curious, and ready to drive change. Positions at Cisco offer competitive benefits, a supportive culture, and the chance to work with cutting-edge technology. Internship Programs Kickstart your career with a Cisco internship. Gain invaluable industry experience, enhance your resume, and build professional networks that last a lifetime. Our internships provide hands-on experience and the chance to work on projects that matter. Leadership and Development Cisco is committed to fostering leadership skills and providing employees with the training needed to succeed. Our leadership programs help you develop new skills, manage teams effectively, and lead with confidence. Cisco’s commitment to professional development ensures that your career path is as dynamic as our technologies. Benefits and Culture Cisco understands the importance of a balanced life. Our benefits package is designed to ensure that our team members are healthy, happy, and secure. At Cisco, you’ll find a supportive culture that encourages open communication, teamwork, and mutual respect. Stay Connected Join Cisco’s Talent Network Stay informed about new positions that match your skills and interests. At Cisco, we value the curiosity and unique perspectives of our team members. Subscribe to receive personalized job alerts and insider tips directly from our hiring managers. Explore Cisco Jobs Ready to advance your career at Cisco? Search open positions, prepare your resume, and get ready for an interview that could lead to your next big opportunity. At Cisco, we’re not just filling positions—we’re investing in leaders. Keep Up to Date Stay ahead with career tips, insider perspectives, and industry-leading insights you can put to use today—all from the people who work here. READ CAREERS BLOG Job Alert Emails Customize your subscription to receive job alerts, the latest news, and insider tips tailored to your preferences. Discover the exciting and rewarding career opportunities that await you at Cisco.
Learn more about Cisco
Size
79,500 employees
Market Cap
$194.5 billion
Industry
Net Income
$10.1 billion
Founded
2014
5 Year Trend
+1.4%
Revenue
$48 billion
NASDAQ

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