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
Forward Deployed Engineer Freelance: Go Independent & Find Clients
Break down the real mechanics of going freelance as a Forward Deployed Engineer. Learn pricing models, client acquisition, and tactical execution for high-stakes independent work.
10 min read
Guides
Google SDE Interview LeetCode Prep: Patterns, Strategy & Study Plan
Master the Google SDE interview with our LeetCode strategy guide. Learn the 14 essential coding patterns, a 12-week study plan, and tactical execution tips to crack the loop.
8 min read
Guides
Firmware Engineer vs Software Engineer Salary: 2025 Compensation Comparison
Hard data on firmware engineer vs software engineer salary in 2025. Compare total comp by level, location, and industry, and decide which path pays best long-term.
13 min read
Forward Deployed
The FDE Interview Loop: How to Prepare for Decomposition and Execution
Master the OpenAI FDE interview loop by understanding decomposition, execution, and strategic thinking. Real scenarios, no Leetcode drills. Learn the 30-60-90 rule in practice.
9 min read
Forward Deployed
How Palantir-Style FDEs Embed with Customers: The Delta and Echo Operating Model
Deconstructing the Delta and Echo operating model that Palantir Forward Deployed Engineers use to embed in high-stakes customer environments, ship from the floor, and turn chaos into product.
9 min read
Forward Deployed
From Messy Customer Problem to Shipped Prototype in a Week: An FDE Playbook
What does a forward deployed engineer actually do? A concrete week-long playbook from discovery to prototype, with real tools, decision logic, and comp context.
9 min read
Forward Deployed
Palantir-Style FDEs: The Delta & Echo Customer Embed Operating Model
How Palantir Forward Deployed Engineers operate inside classified and commercial environments. The Delta/Echo model, concrete workflows, and comp data for FDE roles.
9 min read
Forward Deployed
The FDE Interview Loop: Decomposition, Strategy, and Execution Without Leetcode Drills
Master the Forward Deployed Engineer interview process by focusing on strategic decomposition, customer empathy, and rapid prototyping—not Leetcode. A tactical breakdown of the loop, real scenarios, and what evaluators actually score.
9 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: Tactical Execution Reality
Forward deployment meaning goes beyond job titles. Here’s a raw, engineer-to-engineer breakdown of a tactical week: from on-site triage and duct-tape code to shipping real prototypes under customer fire.
9 min read
AI News
StemDeck: Run Studio-Quality Audio Stem Separation Locally, No Cloud Needed
StemDeck brings AI-powered audio source separation to your local machine. Here's how it works, why it matters for engineers building audio pipelines, and how to run it today.
9 min read
AI News
AI Sludge in OSS: Why Maintainers Are Blocking LLM-Generated Contributions
Maintainers are drowning in AI-generated pull requests that waste time and erode trust. Here's why the 'CV-driven contribution' model is broken, how it hurts forward deployed engineers, and what actually works.
9 min read
AI News
When LLM Context Becomes a Tracer: Accidental Program Analysis via Memory Injection
How a misconfigured LLM agent turned its memory into a runtime tracer. We unpack the mechanism, why it matters for forward-deployed engineers debugging production AI, and how to harness it deliberately.
8 min read
AI News
OpenRouter That Learns: Optimizing Model Routing with Usage Data
Experiential Labs open-sourced a model router that logs usage to optimize future selections. Here's why engineers should care about data-driven routing and how to deploy it.
11 min read
AI News
GLM-5.3 Goes Open-Weight: What This MoE Model Means for Local Inference
Z.ai's GLM-5.3 is now open-weight under MIT license. We break down what a Mixture-of-Experts architecture means for local inference, how to run it on consumer hardware, and why this matters for engineers building private, specialized toolchains.
9 min read
Build Guides
Build a Free Discord FAQ Bot with RAG Using n8n, Pinecone & Gemini
Deploy a production-grade Discord FAQ bot that performs Retrieval-Augmented Generation over your docs. Step-by-step guide using free-tier tools: n8n, Pinecone, and Gemini API.
11 min read
Build Guides
Convert Screenshots to Frontend Code Using Gemini 1.5 Flash Free Vision Model
Build a zero-cost pipeline that turns UI screenshots into runnable HTML/CSS/JS replicas. Uses Google Gemini 1.5 Flash free tier for vision and Playwright for instant validation.
10 min read
Guides
Palantir FDE Compensation: Salary Bands, Equity & Bonus Breakdown
Deep dive into Palantir Forward Deployed Engineer compensation for 2025-2026. Covers base salary bands by level, equity (RSUs/options), bonus structure, and negotiation levers.
9 min read
Guides
FDE Interview Prep: Master Decomposition, Strategy & Execution Questions
A tactical guide to the Forward Deployed Engineer interview loop: how to structure decomposition, strategy, and execution answers with frameworks that mirror the actual job.
15 min read
Guides
What Is a Deployment Engineer? Role, Responsibilities, and Career Path
Deployment engineers bridge the gap between code and production. Discover the role, salary bands up to $300k+, and how it differs from a Forward Deployed Engineer.
9 min read
Guides
How to Start an AI Engineer Career in 2026: A No-Fluff Roadmap
Cut through the hype and build a practical AI engineering career. A step-by-step roadmap covering skills, projects, job tiers, and salary data—no bootcamp fluff.
9 min read
Guides
Forward Deployed Engineer Hiring: Trends, Companies, and Job Market 2025
A tactical guide to forward deployed engineer hiring in 2025: which companies are hiring, salary bands, demand trends, and how to break into the role.
11 min read
Guides
How to Become a Forward Deployed Engineer: Qualifications & Skills
A practical, no-fluff guide to the qualifications, technical stack, and soft skills needed to land a Forward Deployed Engineer role in 2026. Includes compensation data and a concrete roadmap.
11 min read
Guides
Forward Deployed Engineer Interview Experience: Patterns, Prep & Tips
Master the Forward Deployed Engineer interview with a breakdown of the process, common patterns, technical depth required, and practical tips from real experiences. Covers Google, Palantir, and top tech firms.
11 min read
Guides
Forward Deployed Engineer Salary Range: Entry-Level to Senior Pay Bands
Unpack the forward deployed engineer salary range from entry-level to senior. Data-backed pay bands, equity splits, top-paying companies, and how to negotiate your FDE offer.
10 min read
1,162 articles and counting