The FDE Coach blog · new articles every day
Practical guides for engineers who ship AI.
Step-by-step builds with free AI tools, what just shipped in AI and why it matters, and Forward Deployed Engineer playbooks on interviews, pay and client work.
Answers to what engineers are searching for.
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Guides
Forward Deployed Engineer Qualifications: Skills, Background & Portfolio for 2025
Master forward deployed engineer qualifications with this engineer-to-engineer guide covering technical skills, portfolio projects, and the background you need to break into the role.
9 min read
Guides
How to Land Remote AI Engineer Jobs in India: Skills & Application Tips
Master the skills, tools, and application strategy to land high-paying remote AI engineer jobs in India. Covers salaries, demand, and a practical roadmap.
11 min read
Guides
How to Become a Forward Deployed Engineer: The Complete Career Path
Master the FDE career path with this no-fluff guide. Learn the exact skills, projects, and interview prep to land a Forward Deployed Engineer role, based on real Reddit discussions and insider data.
11 min read
Guides
How to Start an AI Engineer Career: A Practical Roadmap for 2025
A no-fluff, engineer-to-engineer roadmap to becoming an AI Engineer in 2025. Learn the exact skills, projects, and job strategies to break in.
10 min read
Guides
Forward Deployed Engineer UK Salary: 2025 Compensation Guide
Comprehensive 2025 salary data for Forward Deployed Engineers in the UK. Breakdowns by seniority, location, company type, and equity. Learn what top FDEs earn.
12 min read
Guides
Palantir FDE Interview Loop: The Brutal Process & How to Prep
A high-signal breakdown of the Palantir Forward Deployed Engineer interview loop. Covers the decomposition, learning, and hiring manager rounds based on insider Blind data.
11 min read
Guides
AI Engineer Job Interview Questions: Technical & Behavioral Prep Guide
Master AI engineer job interview questions with this technical and behavioral guide. Covers ML coding, system design, LLM deployment, and culture-fit prep for 2026.
10 min read
Guides
Is AI Engineer a Good Career in 2025? Satisfaction, Growth & Stability Data
Hard data on AI engineer job satisfaction, salary growth, and career stability. Is AI engineering just hype or a durable career? We break down the numbers.
8 min read
Guides
Forward Deployed Engineer Pros and Cons: Is This Role Right for You?
Unpack the high-stakes reality of the Forward Deployed Engineer role. We break down the salary, travel demands, technical depth, and exit opportunities to help you decide if FDE is your career accelerator or a burnout trap.
10 min read
Guides
Forward Deployed Engineer vs Product Manager: Role Comparison & Fit
Forward Deployed Engineer vs Product Manager: a deep comparison of responsibilities, skills, salaries, and career trajectories. Find your best fit in technical customer-facing roles.
11 min read
Guides
AI Engineer Job Duties: A Day-to-Day Breakdown of Responsibilities
Cut through the hype. This is a sharp, engineer-to-engineer breakdown of what an AI engineer actually does daily: building pipelines, taming hallucinations, and deploying models.
8 min read
Guides
AI Engineer vs ML Engineer: Career Paths, Skills & Key Differences
AI Engineer vs ML Engineer: Compare roles, required skills, salaries, and career paths. Learn which engineering track fits your goals and how to bridge the gap.
9 min read
Guides
What Is a Forward Deployed Engineer Salary? 2025 Global Compensation Bands
Real forward deployed engineer salary data across Palantir, Google, and startups. See base, equity, and total comp by level, location, and company—no fluff.
8 min read
Guides
AI Engineer Jobs in New Zealand: 2025 Market Guide & Hiring Roadmap
Explore the AI engineer job market in New Zealand. Get salary data, required skills, top hiring companies, and a practical roadmap to land your role in 2025.
13 min read
Guides
AI Engineer Jobs in Japan for Foreigners: Visa Sponsorship & 2025 Openings
A no-fluff guide to landing AI engineer jobs in Japan with visa sponsorship. Covers salaries, required skills, job boards, and visa pathways for 2025.
11 min read
Guides
Forward Deployed Engineer at EY: Role, Salary & How to Apply
Deep dive into the Forward Deployed Engineer role at EY: responsibilities, required skills, salary bands, and a step-by-step application guide for engineers.
13 min read
Guides
Clutch Forward Deployed Engineer Salary: 2026 Compensation & Benefits Breakdown
A no-fluff breakdown of Clutch Forward Deployed Engineer salary, equity, and benefits. Includes pay ranges by level, location multipliers, and how to negotiate your offer.
10 min read
Guides
AI Engineer Jobs in London: 2025 Salary Guide & Top Companies Hiring
Complete guide to AI engineer jobs in London salary benchmarks for 2025. From junior to senior roles, see real pay ranges, top hiring companies, and how to maximize your offer.
9 min read
Guides
AI Engineer Career Path on Azure: Certifications, Roles & Roadmap 2025
Master the AI engineer career path on Azure with this engineer-to-engineer guide. Covers role types, the 2025 certification ladder, salary data, and a day-one project roadmap.
8 min read
Guides
What a Palantir Foundry Forward Deployed Engineer Actually Does
A no-BS breakdown of the Palantir Foundry Forward Deployed Engineer role: daily workflow, technical stack, compensation, and how it differs from pure SWE or consulting.
14 min read
Guides
The Forward Deployed Engineer Interview Loop: How to Prepare for 2026
A no-fluff, engineer-to-engineer guide to the Forward Deployed Engineer interview loop. Learn the 5 interview archetypes, company-specific loops, and how to prepare for the hardest hybrid role in tech.
9 min read
453 articles and counting