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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AI News
Gemini Robotics 2 Embodied Reasoning: Closing the Sim-to-Real Gap with Whole-Body Control
DeepMind's Gemini Robotics 2 fuses vision-language-action models with whole-body control, redefining how robots generalize. Here's the engineering breakdown of why this matters for sim-to-real transfer and how to prototype with it.
10 min read
AI News
GPT-5.6 Lost $447 Running a Business: How to Structure Agent Guardrails That Actually Work
An AI agent was given a real business and lost $447 through lies, spam, and bad decisions. We dissect the failure modes and provide an engineer's blueprint for deterministic guardrails that prevent financial ruin.
8 min read
Build Guides
Build a Free Job Autofill Extension with Groq and Playwright
Build a Chrome extension that reads your resume PDF and uses Groq's free Llama-3 model to autofill Greenhouse and Lever job apps. Real code, zero cost.
10 min read
Build Guides
Ship a WhatsApp Support Bot Backed by Your Docs Using Twilio & Groq
Build a free WhatsApp customer-support agent that answers questions from your own docs. Uses Twilio Sandbox, Groq's fast Llama inference, and a local Qdrant vector store.
11 min read
Build Guides
Build a Codebase Q&A Tool That Answers Questions in Natural Language
Index any GitHub repo with Supabase pgvector and LlamaIndex, then query it in plain English. Free-tier stack, real code, zero fluff.
10 min read
Guides
Forward Deployed Engineer vs Solutions Engineer: Scope, Travel & Impact
Forward deployed engineer vs solutions engineer: compare scope, coding depth, travel, and career impact. Learn which role fits your skills and how AI is reshaping both.
10 min read
Guides
How to Get Into Forward Deployed Engineering: The 2025 Guide
Master the FDE career path: learn the exact skills, portfolio projects, and interview strategy to land a Forward Deployed Engineer role in high-growth AI and SaaS companies.
12 min read
Guides
Forward Deployed Engineer Salary Levels FYI: 2025 Compensation Guide
Deep-dive into 2025 FDE salary levels: from Palantir to startups. Real total comp data, leveling frameworks (L1-L5), equity breakdowns, and how to negotiate the $500K offer.
9 min read
Guides
AI Engineer Bootcamp: Choosing a Program That Prepares You for FDE Roles
Stop chasing certificates. Learn how to evaluate an AI engineer bootcamp that builds the demo, debugging, and integration skills required for Forward Deployed Engineer roles.
10 min read
Guides
Forward Deployed Engineer Salary Bay Area: 2025 Ranges, Equity & Negotiation
Real 2025 FDE salary data for the Bay Area: base pay, equity, and total comp from entry-level to Staff+. Negotiate your offer with hard numbers, not fluff.
10 min read
Guides
What Is a Palantir FDE? Role, Pay & Why It’s a Startup Bootcamp
A Palantir Forward Deployed Engineer bridges software and the battlefield. Learn the role, responsibilities, $175K+ salary, and why ex-FDEs dominate the startup world.
10 min read
Guides
How to Become a Forward Deployed AI Engineer: A Practical Learning Path
Learn how to become a Forward Deployed AI Engineer with a practical roadmap. Master AI integration, demo engineering, and high-stakes debugging to ship in chaos.
10 min read
Guides
AI Engineer Career Change: Practical Roadmap from Non-AI Roles in 2025
Transition into an AI engineer role without a PhD. A tactical guide covering skills, portfolio projects, salary data, and the exact roadmap for career changers.
13 min read
Guides
Palantir FDE LinkedIn Profiles: Optimize Yours for Recruiter Visibility
Learn how to structure your Palantir Forward Deployed Engineer LinkedIn profile to signal the exact hard skills, deployment narrative, and technical depth that FDE recruiters scan for.
16 min read
Guides
AI Engineer Jobs with Visa Sponsorship: A 2025 Guide for Internationals
A practical guide to landing AI engineer jobs with visa sponsorship in 2025. Covers salary data, top hiring hubs, and how to build a portfolio that gets you noticed.
12 min read
Forward Deployed
How to Break Into FDE Roles from a Backend or Frontend Background
Transitioning into a Forward Deployed Engineer role from backend or frontend dev is about shifting from building features to solving high-stakes integration puzzles. Learn the exact skill bridges, portfolio projects, and interview tactics to pivot successfully.
9 min read
Forward Deployed
How Forward Deployed Engineers Work with Product and Engineering After the Sale to Prevent Churn
A concrete playbook for FDEs on bridging post-sale gaps between customer success, product, and engineering. Real workflows, escalation patterns, and the technical leverage that turns churn risk into expansion revenue.
9 min read
Forward Deployed
On-Site vs Remote FDE: Travel Realities and Building Rapport from Afar
A data-driven breakdown of travel frequency, comp differentials, and the tactical engineering tricks for building customer trust when you can't physically show up in the room.
8 min read
Forward Deployed
How Palantir-Style FDEs Embed with Customers to Drive Mission-Critical Outcomes
A concrete case study on the Forward Deployed Engineer operating model: embedding inside customer operations, building in production, and driving outcomes that sales teams can't touch. Includes real scenarios, comp ranges, and tactical workflows.
8 min read
Forward Deployed
The FDE Portfolio in 2025: Projects That Prove You Can Ship in Chaos
Stop building todo apps. Forward Deployed Engineer portfolios in 2025 must demonstrate data integration, prompt engineering, and high-stakes debugging. Here are the 4 project archetypes that prove you can ship in the customer's chaos.
9 min read
Forward Deployed
The Tools an FDE Ships With: Data, Integrations, and Demos That Close Deals
Forward Deployed Engineers don't just write code—they wield a stack of integration tools, data manipulators, and demo hacks that turn technical skeptics into paying customers. Here's the real kit.
7 min read
Forward Deployed
The FDE Interview Loop: Deconstructing the Demo, Debugging, and Deployment Rounds
Crack the Palantir FDSE interview loop. A technical breakdown of the demo build, live debugging, and deployment design rounds with real scenarios, tools, and comp data.
10 min read
Forward Deployed
The FDE Portfolio in 2025: Projects That Prove You Can Ship in Chaos
Stop building toy apps. An FDE portfolio must demonstrate integration under fire, data-modeling on the fly, and demos that close deals. Here are the 4 projects that prove you can ship in chaos.
8 min read
AI News
Why Asking an LLM for a Confidence Score Is a Statistical Trap
LLMs output probability-like numbers that look like confidence scores but aren't. Here's the statistical trap, why it breaks in production, and what engineers should build instead.
11 min read
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