Root-cause identification * Knowledge retrieval * Test orchestration * Incident management ... Champion AI-first operational workflows across engineering organizations. REQUIRED QUALIFICATIONS:
Root-cause identification * Knowledge retrieval * Test orchestration * Incident management ... Champion AI-first operational workflows across engineering organizations. REQUIRED QUALIFICATIONS:
Senior Lead, AI Automation
New York, NY · On-site
Design and build AI solutions that resolve the root cause, rather than bolting automation onto a broken process * Own solutions end to end: build, deploy into hosted environments, roll out, train ...
Senior Lead, AI Automation
New York, NY · On-site
Design and build AI solutions that resolve the root cause, rather than bolting automation onto a broken process * Own solutions end to end: build, deploy into hosted environments, roll out, train ...
AI Intern
Sunnyvale, CA · On-site
$40 - $60/hr
Testing prototypes for accuracy, investigating root causes of issues, and tracking operational KPIs ... AI Familiarity: Knowledge of prompt engineering, LLMs, and foundational machine learning concepts.
AI Intern
Sunnyvale, CA · On-site
$40 - $60/hr
Testing prototypes for accuracy, investigating root causes of issues, and tracking operational KPIs ... AI Familiarity: Knowledge of prompt engineering, LLMs, and foundational machine learning concepts.
AI Support Engineer
New York, NY · On-site
Perform root-cause analysis by reading logs, tracing code paths, correlating system behavior ... Passion for AI, developer tools, and the future of software engineering. Nice to Have * Experience ...
AI Support Engineer
New York, NY · On-site
Perform root-cause analysis by reading logs, tracing code paths, correlating system behavior ... Passion for AI, developer tools, and the future of software engineering. Nice to Have * Experience ...
AI Intern
$40 - $60/hr
Testing prototypes for accuracy, investigating root causes of issues, and tracking operational KPIs ... AI Familiarity: Knowledge of prompt engineering, LLMs, and foundational machine learning concepts.
AI Intern
$40 - $60/hr
Testing prototypes for accuracy, investigating root causes of issues, and tracking operational KPIs ... AI Familiarity: Knowledge of prompt engineering, LLMs, and foundational machine learning concepts.
About GrowthX AI At GrowthX, we're building the modern growth engine for marketing teams. Since ... root cause, and driving a resolution before they escalate * Develop scalable processes and ...
About GrowthX AI At GrowthX, we're building the modern growth engine for marketing teams. Since ... root cause, and driving a resolution before they escalate * Develop scalable processes and ...
Design and build AI solutions that resolve the root cause, rather than bolting automation onto a broken process * Own solutions end to end: build, deploy into hosted environments, roll out, train ...
Quick apply
Design and build AI solutions that resolve the root cause, rather than bolting automation onto a broken process * Own solutions end to end: build, deploy into hosted environments, roll out, train ...
Possesses both a strong understanding of AI concepts, model architectures, and emerging ... root-cause analysis
Quick apply
Possesses both a strong understanding of AI concepts, model architectures, and emerging ... root-cause analysis
AI Platform Support Engineer (US)
New York, NY · On-site
$151K/yr
Who We Are Lightning AI is the company behind PyTorch Lightning. Founded in 2019, we build an end ... Analyze logs, metrics, traces, and system behavior to isolate root causes * Debug containerized ...
AI Platform Support Engineer (US)
New York, NY · On-site
$151K/yr
Who We Are Lightning AI is the company behind PyTorch Lightning. Founded in 2019, we build an end ... Analyze logs, metrics, traces, and system behavior to isolate root causes * Debug containerized ...
AI Intern
$40 - $60/hr
Testing prototypes for accuracy, investigating root causes of issues, and tracking operational KPIs ... AI Familiarity: Knowledge of prompt engineering, LLMs, and foundational machine learning concepts.
AI Intern
$40 - $60/hr
Testing prototypes for accuracy, investigating root causes of issues, and tracking operational KPIs ... AI Familiarity: Knowledge of prompt engineering, LLMs, and foundational machine learning concepts.
... incident root-cause analysis Company Name Con Edison Experience 2 - 10 years Job Site Remote ... select appropriate AI technologies based on business and technical requirements Experience ...
New
Quick apply
... incident root-cause analysis Company Name Con Edison Experience 2 - 10 years Job Site Remote ... select appropriate AI technologies based on business and technical requirements Experience ...
New
Possesses both a strong understanding of AI concepts, model architectures, and emerging ... root-cause analysis
Possesses both a strong understanding of AI concepts, model architectures, and emerging ... root-cause analysis
AI Test Engineer
Baltimore, MD · On-site
Supporting root cause analysis for AI-related production issues and implementing long-term quality improvements What You Need * Bachelor's degree in Computer Science, Data Science, Engineering, or a ...
AI Test Engineer
Baltimore, MD · On-site
Supporting root cause analysis for AI-related production issues and implementing long-term quality improvements What You Need * Bachelor's degree in Computer Science, Data Science, Engineering, or a ...
Senior Data Analyst, Partner Analytics
$88K - $111K/yr
Root was founded on the belief that car insurance is broken, and we set out to change it. We're ... Experience with statistical analysis, experimentation design, and AI-enabled tools preferred
Senior Data Analyst, Partner Analytics
$88K - $111K/yr
Root was founded on the belief that car insurance is broken, and we set out to change it. We're ... Experience with statistical analysis, experimentation design, and AI-enabled tools preferred
AI Analytics Product Manager
San Jose, CA · On-site
$188K - $252K/yr
Deliver AI-powered workflows that help teams quickly detect issues, explain metric changes, surface root causes, and identify recommended actions, reducing time-to-diagnosis for critical benchmarks.
AI Analytics Product Manager
San Jose, CA · On-site
$188K - $252K/yr
Deliver AI-powered workflows that help teams quickly detect issues, explain metric changes, surface root causes, and identify recommended actions, reducing time-to-diagnosis for critical benchmarks.
Principal AI Engineer
Saint Petersburg, FL · On-site
$180 - $200/hr
Debug issues across distributed systems and identify root causes rather than surface symptoms. * Reduce technical debt and improve long‑term maintainability. * Evaluate emerging AI technologies and ...
New
Principal AI Engineer
Saint Petersburg, FL · On-site
$180 - $200/hr
Debug issues across distributed systems and identify root causes rather than surface symptoms. * Reduce technical debt and improve long‑term maintainability. * Evaluate emerging AI technologies and ...
New
Staff/Senior Machine Learning Engineer, Clinical AI
$125K - $165K/yr
Tempus AI is focused on advancing precision medicine through technology. They are seeking a highly ... root cause (data, prompt, or pipeline) • Participate in the pod's on-call rotation • ...
Staff/Senior Machine Learning Engineer, Clinical AI
$125K - $165K/yr
Tempus AI is focused on advancing precision medicine through technology. They are seeking a highly ... root cause (data, prompt, or pipeline) • Participate in the pod's on-call rotation • ...
AI Auditor, Principal
Oakland, CA · On-site
$137K - $206K/yr
Lead cross-functional fact-finding and root-cause reviews involving suspected AI misuse, fraud, compliance violations, inappropriate data use, or circumvention of control processes * Design ...
AI Auditor, Principal
Oakland, CA · On-site
$137K - $206K/yr
Lead cross-functional fact-finding and root-cause reviews involving suspected AI misuse, fraud, compliance violations, inappropriate data use, or circumvention of control processes * Design ...
Senior Product Manager- AI & Agentic
Austin, TX · On-site
$125K - $165K/yr
Experience living through an AI incident, root-causing it, and shipping the fix into the platform so downstream teams inherit the improvement Preferred Qualifications * Background as an AI or ML PM ...
Senior Product Manager- AI & Agentic
Austin, TX · On-site
$125K - $165K/yr
Experience living through an AI incident, root-causing it, and shipping the fix into the platform so downstream teams inherit the improvement Preferred Qualifications * Background as an AI or ML PM ...
Possesses both a strong understanding of AI concepts, model architectures, and emerging ... root-cause analysis
Possesses both a strong understanding of AI concepts, model architectures, and emerging ... root-cause analysis
Ai Root information
See salary details
$29.57 - $33.87
4% of jobs
$33.87 - $38.18
9% of jobs
$40.33 is the 25th percentile. Wages below this are outliers.
$38.18 - $42.48
24% of jobs
The median wage is $45.93 / hr.
$42.48 - $46.79
16% of jobs
$46.79 - $51.09
15% of jobs
$53.89 is the 75th percentile. Wages above this are outliers.
$51.09 - $55.40
11% of jobs
$55.40 - $59.70
13% of jobs
$59.70 - $64.01
3% of jobs
$64.01 - $68.31
1% of jobs
$68.31 - $72.62
1% of jobs
$72.62 - $76.92
3% of jobs
$29
$49
$76
How much do ai root jobs pay per hour?
What are common challenges faced by AI research scientists when working on innovative machine learning projects?
What is the difference between Ai Root vs Data Analyst?
| Aspect | Ai Root | Data Analyst |
|---|---|---|
| Required Credentials | Typically requires AI/machine learning certifications, programming skills, and a background in computer science | Often requires a degree in statistics, mathematics, or related fields; certifications like Microsoft or SAS are common |
| Work Environment | Primarily in tech companies, AI research labs, or software development teams | In various industries including finance, healthcare, marketing, often in office settings |
| Employer & Industry Usage | Used in AI development, machine learning projects, and automation tasks | Used for data interpretation, reporting, and supporting business decisions |
While both roles involve working with data and technology, Ai Root focuses on developing AI systems and algorithms, requiring advanced programming and AI expertise. Data Analysts primarily interpret data to inform business strategies, often with a focus on statistical analysis. Understanding these differences helps job seekers identify the right career path based on their skills and interests.
What jobs will be available in AI?
What is an AI Root?
What are the key skills and qualifications needed to thrive as an AI researcher, and why are they important?

AI Cluster Technical Program Manager - Validation, Debug & Agentic AI
Austin, TX
$127K - $165K/yr
Full-time
Posted 8 days ago
Advanced Micro Devices rating
8.6
Based on 13 frontline employees who took The Breakroom Quiz
27th of 156 rated electronics manufacturers
Job description
ADVANCE YOUR CAREER. ADVANCE THE WORLD.
At AMD, we believe technology can change lives for the better. It can heal us, entertain us, and make us more connected, productive, and understanding of the world around us. And we’re looking for talent who feel the same: people who want to leave the planet better than they found it, those who don’t shy away from humanity’s challenges but are determined to help solve them.
AMD is powering the next generation of supercomputing, high-performance computing, cloud, and AI. Whether you’re designing next-gen processors, enabling AI breakthroughs, or creating go-to-market plans, every role at AMD contributes to something bigger — technology that moves the world forward.
THE ROLE:
We are seeking a Technical Program Manager to lead execution of AI cluster engineering programs with deep focus on GPU platforms, rack-level solutions, and AI Cluster validation. This role is responsible for driving end-to-end delivery from GPU + server integration through rack bring-up, scale testing, failure analysis, and system debug closure, ensuring platform readiness for hyperscale and enterprise AI deployments.
This role operates at the intersection of hardware, firmware, networking, and scale-test execution, and requires strong technical depth combined with disciplined program execution.
THE PERSON:
You are a hands-on TPM who thrives in complex, fast-moving ecosystems, and can connect deep technical details to crisp program plans, executive reporting, and customer outcomes. You are comfortable driving execution in bring-up and EVT/DVT/PVT working closely with engineers to root-cause issues, unblock debug, and make data-driven tradeoffs to keep programs moving. You bring urgency, ownership, and clarity to ambiguous problem spaces and can communicate effectively from lab floor to executive review.
KEY RESPONSIBILITIES:
Program Leadership & Execution
Define, plan, and drive program plans for AI infrastructure systems validation and readiness, including server integration, rack bring-up, and cluster-scale deployment readiness.
Create and maintain core PM artifacts: schedules, dependency maps, resource forecasts, risk/issue logs, and program dashboards/status reports.
Identify and drive mitigation plans for issues/risks, including cross-team escalations and corrective actions across multiple engineering areas.
Drive regular execution reviews with engineering teams and provide concise, data-driven updates to senior leadership.
GPU & Platform Execution
Own program execution for GPU-based AI platforms, spanning system bring-up, qualification, scale readiness, and deployment validation across server, rack, and cluster levels.
Drive alignment across GPU, CPU, firmware, BIOS/BMC, and system teams to ensure readiness for scale testing and customer workloads.
Track platform issues, and debug dependencies; ensure risks are clearly documented, owned, and mitigated.
AI Rack / Cluster Validation
Own program planning and execution for multi-node and multi-rack scale testing, including test strategy, scheduling, coverage tracking, and readiness gates.
Lead end-to-end delivery of rack-level AI solutions, including compute trays, switch trays, cabling, power, cooling, and management infrastructure.
Ensure rack bring-up plans are executable, resourced, and gated with clear entry/exit criteria across EVT, DVT, and scale phases.
Drive coordination across lab operations, infrastructure, and engineering teams to unblock rack access, power, networking, and test readiness.
Partner with scale, performance, and automation teams to ensure workloads, stress tests, and regressions plans are ready before hardware arrives.
Debug, Failure Analysis & Risk Management
Act as the execution lead for platform debug, coordinating across engineering teams to ensure fast triage, root-cause analysis, and resolution of system-level issues.
Track high-impact failures (GPU, HSIO, FW, rack, network) through debug forums ensuring clear ownership and closure plans.
Balance debug depth vs. program timelines, escalating tradeoffs when needed and ensuring leadership has a clear view of risk and impact.
System Rack Debug & Incident Management
Lead end-to-end system rack and cluster-level debug activities during validation, deployment, and fleet operations, driving rapid fault isolation and root-cause analysis across hardware, firmware, networking, and software domains.
Own incident management for critical deployment and validation issues, coordinating cross-functional war rooms and executive communications to ensure timely resolution.
Define key operational metrics such as Mean Time to Detect (MTTD), Mean Time to Mitigate (MTTM), Mean Time to Resolution (MTTR), incident recurrence rates, and fleet health indicators.
Drive post-incident reviews (PIRs), root-cause analysis (RCA), corrective actions, and long-term preventive measures to reduce Sev1/Sev2 incident recurrence and improve fleet reliability and deployment readiness.
Champion Agentic AI and AIOps solutions for automated incident triage, log analysis, root-cause identification, and operational workflow automation at scale
Agentic AI Transformation
Identify opportunities to leverage Agentic AI capabilities across validation and debug workflows.
Drive development and rollout of AI agents for:
- Automated triage
- Log analysis
- Root-cause identification
- Knowledge retrieval
- Test orchestration
- Incident management
Partner with data engineering teams to integrate AI-powered operational tools.
Establish success metrics and measurable business impact for agent-based automation initiatives.
Champion AI-first operational workflows across engineering organizations.
REQUIRED QUALIFICATIONS:
Experience leading complex hardware or AI infrastructure programs with ownership across bring-up, validation, and deployment phases.
Strong technical understanding of GPU-based AI systems, rack architectures, and datacenter infrastructure.
Proven ability to manage ambiguity, drive debug execution, and lead cross-functional teams without direct authority.
Strong written and verbal communication skills, including executive-level status reporting.
Proficiency with program management and execution tools (Jira, Confluence, dashboards, Excel/PowerPoint).
PREFERRED QUALIFICATIONS:
Hands-on experience with GPU cluster scale testing, system stress, or performance validation.
Familiarity with rack-level bring-up, power/cooling constraints, networking, and failure modes at scale.
Experience working through hardware/firmware debug cycles in pre-production or customer-facing environments.
Experience managing fleet-scale validation and deployment of AI, cloud, HPC, or hyperscale infrastructure.
Strong understanding of infrastructure observability, telemetry pipelines, log analytics, and incident management frameworks.
ACADEMIC CREDENTIALS:
Bachelor’s or master’s degree systems, EE, CS, or related engineering discipline.
PMP, Scrum Master, or equivalent program management training.
LOCATION: Austin, TX
THIS ROLE IS NOT ELIGIBLE FOR VISA SUPPORT
#LI-CS1
Benefits offered are described: AMD benefits at a glance.
AMD does not accept unsolicited resumes from headhunters, recruitment agencies, or fee-based recruitment services. AMD and its subsidiaries are equal opportunity, inclusive employers and will consider all applicants without regard to age, ancestry, color, marital status, medical condition, mental or physical disability, national origin, race, religion, political and/or third-party affiliation, sex, pregnancy, sexual orientation, gender identity, military or veteran status, or any other characteristic protected by law. We encourage applications from all qualified candidates and will accommodate applicants’ needs under the respective laws throughout all stages of the recruitment and selection process.
AMD may use Artificial Intelligence to help screen, assess or select applicants for this position. AMD’s “Responsible AI Policy” is available here.
This posting is for an existing vacancy.
Qualifications:Benefits offered are described: AMD benefits at a glance.
AMD does not accept unsolicited resumes from headhunters, recruitment agencies, or fee-based recruitment services. AMD and its subsidiaries are equal opportunity, inclusive employers and will consider all applicants without regard to age, ancestry, color, marital status, medical condition, mental or physical disability, national origin, race, religion, political and/or third-party affiliation, sex, pregnancy, sexual orientation, gender identity, military or veteran status, or any other characteristic protected by law. We encourage applications from all qualified candidates and will accommodate applicants’ needs under the respective laws throughout all stages of the recruitment and selection process.
AMD may use Artificial Intelligence to help screen, assess or select applicants for this position. AMD’s “Responsible AI Policy” is available here.
This posting is for an existing vacancy.
Education:UNAVAILABLEEmployment Type: FULL_TIMEWhat Advanced Micro Devices employees say
Pay
Benefits
Hours and flexibility
Workplace
Get the full story on Breakroom
About Advanced Micro Devices (AMD)
Sourced by ZipRecruiter
Industry
Computer and electronic product manufacturing and manufacturing
Company size
5,001 - 10,000 Employees
Headquarters location
Sunnyvale, CA, US