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.
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Guides
Solutions Engineer vs FDE: Scope, Skills, and Career Trajectory Compared
Solutions Engineer vs Forward Deployed Engineer: a head-to-head comparison of scope, technical depth, compensation, and career trajectory for engineers choosing their next role.
9 min read
Guides
What a Forward Deployed Engineer Does: Core Responsibilities & Impact
Forward Deployed Engineers bridge the gap between complex enterprise problems and working code. Learn the core responsibilities, daily impact, and required skills of an FDE.
9 min read
Guides
Forward Deployed Engineer vs Software Engineer: Key Differences, Salary & Career Path
Discover the critical differences between a Forward Deployed Engineer and Software Engineer. Compare salaries, daily work, skills, and career paths to decide which role fits you.
8 min read
Guides
FDE Interview Guide: Master Technical & Stakeholder Rounds in 2026
A no-fluff FDE interview guide covering the technical gauntlet, stakeholder management simulation, and take-home projects. Nail the forward deployed engineer loop with our 2026 framework.
9 min read
Guides
Cohere FDE Interview Process: What to Expect and How to Prepare
A no-fluff breakdown of Cohere's Forward Deployed Engineer interview process: coding rounds, system debugging, partner scenarios, and the exact preparation plan to land the offer.
12 min read
Forward Deployed
Inside the Palantir Embed: How FDEs Build Trust and Software on the Customer's Floor
Forget the mystique. A concrete breakdown of how Palantir-style Forward Deployed Engineers embed with classified and commercial clients to ship software under operational pressure, build trust, and close deals.
9 min read
Forward Deployed
The Highest-Leverage Skills for an FDE in the AI Era: Speed, Taste, and Data Wrangling
AI won't replace the FDE—it will replace the FDE who can't move at machine speed. Master the three highest-leverage skills: velocity of execution, engineering taste, and ruthless data wrangling.
8 min read
Forward Deployed
The FDE Portfolio: 4 Projects to Prove You Can Ship in the Customer's Chaos
Skip the todo apps. Learn the 4 high-signal projects that prove you can debug prod data, integrate spaghetti APIs, and ship under pressure—the only signals FDE hiring managers actually read.
8 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: A Chronological Deep Dive
A real-world, hour-by-hour breakdown of an FDE's week, from debugging a customer's Kafka cluster at 2 AM to whiteboarding a new feature in a SCIF. No theory, just the concrete chaos.
9 min read
AI News
Decayfmt: The File Format That Corrupts Itself as a Feature, Not a Bug
Decayfmt is a file format that deliberately corrupts data on every read. We break down the state-machine design, why bit-rot as a feature challenges data permanence dogma, and how Forward Deployed Engineers can use it for ephemeral prototyping.
10 min read
AI News
Claude Mythos 5 for Cybersecurity: Practical Defensive Workflows for Engineers
Anthropic's Claude Mythos 5 brings structured reasoning and massive context to defenders. Here's how engineers and FDEs can weaponize it for real-world SOC workflows, malware analysis, and threat hunting today.
9 min read
AI News
NanoGPT Speedrun Frontier: How Low Can LLM Training Costs Really Go?
The NanoGPT Speedrun smashed the cost floor for training GPT-2-class models to $4.50. We break down the algorithmic stack, why this matters for forward-deployed engineers building on the edge, and how to reproduce the results yourself.
10 min read
AI News
EU Rules AI-Generated Content Uncopyrightable: What Engineers Need to Know
The EU's stance that purely AI-generated works lack copyright protection reshapes how engineers approach code generation, tooling, and IP strategy. Here's the practical impact.
10 min read
AI News
Rust Glancer: An LSP That Uses 100x Less RAM with Tantivy Indexing
Rust Glancer slashes LSP memory from gigabytes to ~20 MB by swapping in-memory ASTs for a Tantivy-backed search index. Here's why this matters for resource-constrained editors and forward-deployed environments.
10 min read
Build Guides
Build a Multi-Agent Research Assistant with LangGraph & Groq Free Tier
Ship a LangGraph agent swarm that plans research queries, searches the web with Tavily, and synthesizes a fully cited brief—all on free-tier LLMs and tools.
9 min read
Build Guides
Build a Gmail Triage Agent That Labels, Prioritizes, and Drafts Replies with Gemini
Build a zero-cost Gmail triage agent using Google Apps Script and Gemini Flash API. Auto-label, prioritize, and draft replies directly in your inbox.
9 min read
Build Guides
Deploy a Free GitHub PR Review Bot with Gemini Flash & Actions
Ship an AI code reviewer that catches bugs, style violations, and security flaws on every pull request. Uses Google Gemini Flash free tier, GitHub Actions, and Octokit—zero cost, full automation.
11 min read
Guides
Palantir FDE vs SWE: Role, Day-to-Day, and Career Path Compared
Palantir FDE vs SWE: a no-fluff breakdown of responsibilities, compensation, travel, and career arcs. Learn which role fits your engineering DNA.
11 min read
Guides
FDE Interview Questions: Master Technical & Stakeholder Rounds (2026)
Crack the FDE interview with this tactical guide covering coding, system design, and stakeholder questions. Includes frameworks, real-world scenarios, and prep strategies for Google, Palantir, and OpenAI.
11 min read
Guides
AI Engineer Requirements: The 2025 Skills & Experience Checklist
A no-fluff guide to AI engineer requirements in 2025. Covers the exact skills, tools, experience levels, and portfolio assets you need to break into the field.
11 min read
Guides
AI Engineer Bootcamp with Job Placement: How Cohort-Based Training Lands Roles
Cut through the marketing noise on AI engineer bootcamps with job placement. A technical deep-dive into cohort design, real placement mechanics, and what actually gets you hired.
12 min read
Guides
Forward Deployed Engineer Meaning & Salary: 2025 Role Breakdown
Forward deployed engineer meaning and salary decoded: a complete breakdown of the FDE role, earning potential by tier, and why total comp hits $250K+ at top firms.
8 min read
Guides
AI Engineer Career Roadmap: From Junior Coder to Forward Deployed Expert
A no-fluff AI engineer career roadmap covering hard skills, system design, and the lucrative FDE track. Get the 2026 playbook for breaking into AI engineering.
9 min read
Guides
FDE Engineer Interview Questions: Ace Technical & Stakeholder Rounds
Master FDE engineer interview questions with a tactical breakdown of coding, system design, and stakeholder scenarios. Includes real Google/Palantir patterns and prep strategies.
9 min read
1,162 articles and counting