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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Forward Deployed
How AI-Native Startups Use Forward Deployed Engineers to Win Enterprise Deals
AI-native startups face a brutal enterprise reality: the model works in the demo but fails on the customer's messy data. Forward Deployed Engineers bridge this gap, turning technical POCs into $500K+ ACV deals by solving the last-mile integration problem with code, not slides.
11 min read
Forward Deployed
Building Trust with Non-Technical Stakeholders: An FDE's Communication Framework
A concrete playbook for Forward Deployed Engineers to translate technical depth into business trust. Learn frameworks, real-world scenarios, and the career impact of mastering stakeholder communication.
7 min read
Forward Deployed
How FDEs Work with Product and Engineering After the Sale to Shape the Roadmap
A concrete playbook for FDEs on translating post-sale field signals into product roadmap wins. Covers triage, technical bridging, RFC writing, and comp context.
8 min read
Forward Deployed
On-Site vs Remote FDE Work: Travel Realities and Building Trust in the Trenches
Unpack the real travel cadence, compensation differentials, and trust-building mechanics of on-site vs remote Forward Deployed Engineering. A no-BS guide to navigating the trenches.
7 min read
Forward Deployed
Metrics an FDE Actually Owns: Time-to-Value, Adoption, and Expansion Revenue
Stop tracking vanity metrics. Learn why Forward Deployed Engineers own Time-to-Value, Product Adoption, and Expansion Revenue—and how to instrument them to unlock comp and career growth.
8 min read
Forward Deployed
A Week in the Life of a Forward Deployed Engineer: Demos, Debugging, and Deadlines
Move beyond the job description. A raw, day-by-day breakdown of what an FDE actually does: from pre-sales engineering and on-site debugging to shipping production code against a customer deadline.
7 min read
AI News
LLM Networking with MikroTik: Automating RouterOS via Natural Language
Explore how to bridge LLMs and MikroTik RouterOS to build, validate, and deploy network configs using plain English. A practical guide for engineers and FDEs.
7 min read
AI News
Train a Gen AI Kick Drum Model on a Linux Box with 6GB VRAM
Forget the A100 cluster. Using latent diffusion and clever memory optimizations, you can train a generative kick drum model on a dusty GTX 1060. Here's the audio engineering breakdown.
8 min read
AI News
The Memory Heist: How Prompt Injection Leaks Claude's Persistent Memory
A security researcher tricked Claude into leaking its 'deepest, darkest secrets' via prompt injection. We break down the attack, why persistent memory is a juicy target for engineers, and how to think about LLM security.
9 min read
AI News
Soofi S: A Truly Open 30B Model That Tops Multilingual Benchmarks
The German AI consortium's Soofi S is a 30B open model topping English and German benchmarks. We break down the architecture, why it matters for engineers, and how to run it today.
9 min read
AI News
Schema Harness Hit ~99% on Arc-AGI-3 Without Giant LLMs – Here's How
Schema Harness cracked Arc-AGI-3 with near-perfect accuracy using structured reasoning, not massive models. Learn the architecture, why it matters for engineers, and how to run it locally.
8 min read
Build Guides
Build a Personal Finance Categorizer from Bank CSVs Using OpenRouter Free Models
Turn raw bank CSV exports into a categorized spending dashboard with free LLMs. This guide uses OpenRouter free models, Pandas, and Streamlit to build a privacy-first finance categorizer.
10 min read
Build Guides
Build a WhatsApp Customer-Support Agent Backed by Your Docs Using Free AI
Deploy a production-grade WhatsApp bot that answers questions from your docs. Uses Cloudflare Workers AI, Pinecone free tier, and TypeScript—all free to run.
10 min read
Build Guides
Build a Resume Tailoring Agent That Rewrites Your CV for a Specific Job Description Using Gemini
Build a Python agent that ingests your base resume and a job description, then uses Gemini's free tier to rewrite bullet points and output an ATS-optimized LaTeX PDF—all for free.
10 min read
Build Guides
Deploy a RAG Chatbot Over Your PDFs and Notes with Qdrant Free Tier & Groq
Build a local-first RAG chatbot that answers questions from PDFs and markdown notes with source citations using Groq, Qdrant free tier, LlamaIndex, and Streamlit.
9 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
1,162 articles and counting