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
Are AI Engineering Bootcamps Worth It in 2025? Skills ROI Decoded
Hard data on whether coding bootcamps deliver ROI in the age of AI. We break down costs, placement stats, and the specific skills that actually get you hired.
7 min read
Guides
AI Engineer Salary NYC 2025: Market Rates, Equity & Negotiation Tactics
Real 2025 AI engineer salary data for NYC: from $145K entry-level to $600K+ at OpenAI. Includes equity structures, hourly rates, and negotiation scripts for senior roles.
10 min read
Guides
Forward Deployed Engineer vs Software Engineer Salary: Scope, Ownership & Comp
A data-driven breakdown of FDE vs SWE roles: salary bands, equity, skills, and the brutal ownership trade-offs. Includes Palantir/Google comp data and tactical career advice.
9 min read
Guides
AI Engineer Job Responsibilities: Core Duties and What You'll Actually Build
Cut through the hype. A practical breakdown of AI engineer job responsibilities—from prompt engineering to deploying RAG systems—and the code you'll ship daily.
10 min read
Guides
What a Forward Deployed Engineer Does: Role, Scope, and Daily Reality
Forward Deployed Engineers bridge the gap between complex AI products and high-stakes customer problems. Learn the real role, scope, skills, and daily grind of an FDE.
9 min read
Guides
AI Prompt Engineer Jobs: Qualifications, Skills & Portfolio Guide
Crack AI prompt engineer jobs: qualifications that matter, the 5 core skills, portfolio projects that get you hired, and salary bands—without the fluff.
11 min read
Guides
Land AI Engineer Jobs with No Experience: The Portfolio-First Blueprint
Stop chasing degrees. Learn the portfolio-first strategy that lands AI Engineer jobs with no experience by building production-grade artifacts that prove you can ship.
9 min read
Guides
Palantir FDE Exit Opportunities: Where Forward Deployed Engineers Go Next
A tactical guide to Palantir FDE exit opportunities. Career paths, salary comps, and how to translate your deployment scars into high-leverage startup, big tech, or founder roles.
8 min read
Guides
How to Get a Job as an AI Engineer: The Skills That Actually Matter
Stop chasing hype. Learn the exact engineering skills, system design patterns, and portfolio projects that bypass HR filters and get you hired as an AI Engineer in 2025.
9 min read
Guides
What Does a Forward Deployed Engineer Mean? Role, Scope & Reality
A forward deployed engineer embeds with customers to ship high-impact solutions under fire. Learn the real job scope, FDE vs SWE, salary data, and how AI redefines the role.
9 min read
Guides
Palantir FDE Interview: Decomposition, Debugging & Prep Guide
Master the Palantir Forward Deployed Engineer interview loop. Tactical prep for decomposition, debugging, and system design with real patterns and sample questions.
11 min read
Guides
How to Become an Army Engineer: Qualifications, Training & Career Transition
A practical, no-fluff guide on how to become an army engineer. Covers officer vs. enlisted paths, MOS qualifications, ASVAB scores, training pipelines, and transitioning to civilian engineering roles.
9 min read
Guides
Forward Deployed Engineer Hong Kong: Roles, Salaries & Top Hiring Companies
Explore Forward Deployed Engineer roles in Hong Kong: salary benchmarks, key hiring companies, required skills, and how to break into this high-impact AI/tech career.
9 min read
Guides
Databricks AI SDE Interview: Coding, System Design & ML Rounds
Inside the Databricks AI SDE interview loop: coding patterns, system design for lakehouse architecture, and ML engineering rounds. Prep tactics and real questions.
9 min read
Guides
Forward Deployed Engineer New Grad: Internships, Skills & Application Tips
A tactical guide for new grads breaking into Forward Deployed Engineering. Covers internships, essential technical skills, resume tips, and the interview loop.
10 min read
Guides
Forward Deployed Engineer Salary Bangalore: Product vs Service Companies (2026)
Realistic FDE salary in Bangalore for freshers to seniors. Compare product vs service company pay, equity, and the skills that unlock ₹1 Cr+ packages in AI.
11 min read
Guides
Palantir FDE Work-Life Balance: Travel, On-Call & Burnout Reality
The unfiltered reality of Palantir FDE work-life balance: 50-80% travel, on-call pressure, and burnout risks weighed against mission-driven work and elite comp.
14 min read
Guides
Forward Deployed Engineer AI: How the Role Is Evolving in the LLM Era
Explore how the Forward Deployed Engineer role is transforming with AI and LLMs. Learn the new technical stack, core AI skills, and compensation bands for FDEs in 2025.
10 min read
Guides
AI Engineer Salary in Canada: City-Wise Breakdown & Growth Potential 2025
Data-driven AI engineer salary guide for Canada in 2025. City-wise breakdowns for Toronto, Vancouver, Montreal, plus hourly rates, equity, and remote pay strategies.
12 min read
Guides
Palantir FDE vs FDSE: Role, Skills, Salary & Career Path Compared
Palantir FDE vs FDSE: a data-driven breakdown of responsibilities, technical depth, compensation, and career trajectories for forward deployed engineering roles.
8 min read
Guides
How to Land Forward Deployed Engineer Internships: A Student's Playbook
A tactical guide to landing forward deployed engineer internships. Learn the FDE skills stack, resume strategy, interview loops, and where to find these high-leverage roles in 2025.
8 min read
Guides
System Engineer vs Software Engineer: Which Career Path Wins in 2025?
A deep, data-driven comparison of system engineering and software engineering: daily work, required skills, salary bands, career trajectories, and how to choose without regret.
10 min read
Guides
Palantir Deployment Strategist vs FDE: Which Role Fits Your Skills?
Deployment Strategist or Forward Deployed Engineer? We break down the technical depth, client exposure, compensation, and career arcs to help you choose the right Palantir path.
11 min read
Guides
How to Choose an AI Engineer Bootcamp for Beginners: 9 Non‑Negotiables
A no‑BS guide for beginners evaluating AI engineer bootcamps. We break down curricula, cost, job outcomes, and the 9 signals that separate real training from hype.
10 min read
453 articles and counting