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 Responsibilities: A Day-to-Day Breakdown
A practical breakdown of forward deployed engineer responsibilities, from debugging customer infra at 9 AM to shipping product code at 4 PM. No fluff, just the tactical reality.
10 min read
Guides
19 Essential Skills for a Forward Deployed Engineer (2026 Guide)
Master the technical and soft skills for forward deployed engineer roles. A zero-fluff breakdown of coding, system design, and customer empathy you actually need.
9 min read
Guides
Palantir FDSE Levels and Salary: Real Data from FYI
A no-fluff breakdown of Palantir Forward Deployed Software Engineer (FDSE) levels, from new grad to principal, with real compensation data, equity insights, and career progression.
10 min read
Guides
Forward Deployed Engineer at OpenAI: Role, Impact, Salary & How to Join
Deep dive into the Forward Deployed Engineer (FDE) role at OpenAI: what you actually build, salary expectations, the interview loop, and the exact skills needed to land the job.
8 min read
Guides
Forward Deployed Engineer Tech Stack: Tools, Languages & Systems You Must Master
Master the forward deployed engineer tech stack: from Python and SQL to Terraform and React. Learn the exact tools, cloud platforms, and data infrastructure skills that separate top-tier FDEs from the pack.
9 min read
Guides
OpenAI Forward Deployed Engineer Salary in Munich (2025 Guide)
Data-backed breakdown of OpenAI FDE compensation in Munich: base salary, equity, total comp ranges, and how it compares to Google, Anthropic, and local German tech.
9 min read
Guides
Forward Deployed Engineer Salary Switzerland: Zurich & Geneva 2025
Real Forward Deployed Engineer salary data for Switzerland in 2025. Compare Zurich vs Geneva compensation, equity, and total comp by experience level.
13 min read
Guides
Forward Deployed Engineer & LangChain: Building AI in the Field
Master the FDE role at LangChain: learn how to debug LLM chains in production, build RAG pipelines for enterprise customers, and ace the technical interview. A no-fluff technical deep dive.
10 min read
Guides
Forward Deployed Engineer Salary Toronto: 2024-2025 Guide
Real Forward Deployed Engineer salary data for Toronto in 2024-2025. Breakdown by seniority, equity, top-paying firms, and how to negotiate your offer.
12 min read
Guides
Anthropic FDE Interview Process: Steps, Tips, and What to Study
Master the Anthropic Forward Deployed Engineer interview loop. Covers the recruiter screen, technical coding, system design, and the critical FDE demo presentation. Learn what to study and how to prepare.
8 min read
Guides
FDE Engineer Interview Questions: What You'll Actually Be Asked
Master the FDE engineer interview with a no-BS breakdown of coding, system design, and customer-scenario questions. Covers Palantir, OpenAI, Google, and startup loops.
11 min read
Guides
xAI Forward Deployed Engineer Interview: Breakdown & Prep Guide
A practical, high-signal guide to the xAI Forward Deployed Engineer interview loop: coding, system design, and the unique Grok integration stage. No fluff.
9 min read
Guides
AI Engineer Careers Remote: The Work-from-Anywhere Blueprint
A practical guide to launching and scaling a remote AI engineering career. Covers skills, portfolio projects, job boards, salary data, and the no-experience entry path.
11 min read
Guides
AI Engineer Jobs NYC 2025: Skills, Salaries & How to Land Your First Role
A practical engineer's guide to landing AI engineer jobs in NYC. Covers the real skill stack, portfolio projects that bypass HR filters, and NYC-specific networking tactics.
8 min read
Guides
How to Become a Military Engineer: Education, Skills & Career Paths
A rigorous, no-fluff guide on how to become a military engineer. Covers officer vs. enlisted routes, degree requirements, ASVAB scores, combat engineering reality, salary data, and career transitions.
8 min read
Guides
AI Engineer Career Progression: From Junior to Staff and Beyond
Master the AI engineer career progression from Junior to Staff and beyond. Real-world ladder, salary data, skill checklists, and no-fluff strategies to accelerate your path.
10 min read
Guides
What Is a Forward Deployed Engineer for AI? Role, Skills & Why Companies Hire
A forward deployed engineer for AI bridges the gap between lab-grade models and messy enterprise reality. Learn the role, required skills, salary data, and why it's the most critical technical hire for AI-native companies.
10 min read
Guides
Is Forward Deployed Engineer the Hottest Job in AI Right Now?
Forward Deployed Engineers bridge impossible gaps between frontier AI models and enterprise reality. Here's why FDE is the most coveted, high-agency role in 2025.
10 min read
Guides
Forward Deployed Engineer Projects That Prove You Can Ship Fast
Build a portfolio of forward deployed engineer projects that demonstrate rapid prototyping, customer empathy, and production-grade delivery without deep ML expertise.
10 min read
Guides
Do You Need LeetCode for FDE Interviews? Realistic 2026 Prep Guide
Stop grinding DP blindly. We analyze real FDE interview loops at Palantir, Anthropic, and C3.ai to show exactly when LeetCode matters and when debugging customer environments matters more.
9 min read
Guides
FDE Coding Interview: What You'll Actually Be Asked to Build
Forget LeetCode marathons. The FDE coding interview tests real-world integration, debugging, and API orchestration. Learn the 4 problem types, see real prompts, and prepare to build.
11 min read
Guides
AI Engineer Job Market 2025: Demand, Hiring Trends, and Required Skills
The AI Engineer job market in 2025 is exploding, but the role is splitting into deep research and product engineering. Here's the data breakdown, salary bands, and exact skills you need.
10 min read
Guides
Databricks FDE Interview: Coding, System Design, and Customer Scenarios
Master the Databricks FDE interview loop with a deep dive into coding, system design, and customer-scenario rounds. Learn what to expect, how to prepare, and the exact technical depth required to land the $600K+ offer.
10 min read
Guides
AI Engineer Salary in India 2025: Bands by Experience, City & Company
Real AI engineer salary in India data for 2025. See bands for 0-10+ years experience, city-wise pay in Bangalore vs Pune, and tier-1 vs startup equity. No fluff.
10 min read
453 articles and counting