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
Cloudflare's AI Crawler Block: What Engineers & FDEs Need to Know
Cloudflare now lets customers block AI crawlers with one click. We break down the mechanics, the real-world deployment impact for FDEs, and a practical guide to enable it today.
9 min read
AI News
LLM on an $8 ESP32: How a 29M-Param Model Runs on a Microcontroller
A 28.9M parameter LLM now runs on an $8 ESP32-S3. We break down the quantization, memory tricks, and inference engine that make it possible, and why this matters for embedded engineers and Forward Deployed Engineers building on the edge.
10 min read
AI News
Scriptc: Compiling TypeScript Straight to Native Binaries With Zero Runtime
Vercel's Scriptc compiles TypeScript to standalone native binaries without a JavaScript runtime. We unpack the mechanics, why this matters for CLI tooling and edge deployments, and how to try it today.
8 min read
Build Guides
Build a Calendar Negotiation Agent That Schedules Meetings Over Email Using Groq and n8n
Build a free-tier AI agent that reads your emails, extracts scheduling intent with Groq's Mixtral, and negotiates meeting times via Google Calendar—all in n8n with zero code.
12 min read
Build Guides
Build an On-Call Incident Summarizer from Logs with Groq and Playwright
Scrape monitoring dashboards and logs, then draft postmortems using Groq's fast, free Llama 3 70B. A hands-on Python guide to automating incident response summaries.
11 min read
Build Guides
Build a Cold Outreach Email Personalizer from a CSV of Prospects
Scrape LinkedIn or company news and generate deeply personalized opening lines using Groq's free tier and Python. A step-by-step guide for engineers who want to automate cold outreach at scale without paying for enrichment APIs.
10 min read
Build Guides
Build a Notion Knowledge Assistant That Answers Questions from Your Workspace
Build a free RAG pipeline that syncs your Notion workspace, embeds pages into Supabase pgvector, and lets you chat with your second brain using Groq's Mixtral 8x7B.
8 min read
Build Guides
Build a Gmail AI Triage Agent That Drafts Replies Using Gemini and Groq
Engineer an AI agent inside Gmail that reads new emails, assigns priority labels, and drafts context-aware replies using Gemini and Groq—all on free-tier APIs with zero infrastructure cost.
11 min read
Guides
How to Decode a Palantir FDE Job Posting: Skills, Requirements, and Strategy
Learn to read between the lines of a Palantir FDE job posting. We break down the real skills, hidden requirements, compensation data, and the exact application strategy to land the role.
9 min read
Guides
Solutions Engineer vs Software Engineer Salary: 2026 Compensation & Career Growth Compared
Head-to-head salary breakdown for Solutions Engineer vs Software Engineer: base pay, OTE, equity, career ceilings, and how to pivot without burning out. Data-backed, no fluff.
10 min read
Guides
Can You Find a Free AI Engineer Bootcamp? Viable Self-Study Paths for 2026
Searching for a free AI engineer bootcamp? We break down the real cost of free programs, evaluate the top self-study alternatives, and provide a concrete roadmap to land a $150k+ AI engineering role without paying a dime.
8 min read
Guides
What Is FDE Finish? Decoding the Forward Deployed Engineer Lifecycle
FDE Finish isn't a gun coating—it's the moment a Forward Deployed Engineer ships a prototype, hands it off, and moves on. Learn the full FDE lifecycle.
10 min read
Guides
AI Engineer Career Path at Microsoft: Levels, Promotions & Skills 2025
A practical guide to the AI Engineer career path at Microsoft. Covers salary bands, leveling (59-80+), required skills, interview prep, and how to get promoted.
9 min read
Guides
What Is the Forward Deployed Engineering Model? A Strategic Overview
The Forward Deployed Engineering model embeds elite engineers with customers to ship high-impact solutions fast. Learn what an FDE does, how the model differs from traditional SWE, and why it dominates defense and enterprise AI.
8 min read
Guides
AI Engineer Jobs for 1 Year Experience: Land Your Role in 2026
A tactical guide for engineers with 1 year of experience breaking into AI. Learn how to position your skills, bypass the 3-year catch-22, and target the right roles.
11 min read
Guides
Forward Deployed Engineer Hourly Rate: Consulting vs Full-Time Benchmarks
Real-world forward deployed engineer hourly rate benchmarks for 2025. Compare consulting premiums, full-time equivalents, and equity-adjusted compensation across Palantir, startups, and independent practice.
10 min read
Guides
Product Manager vs Forward Deployed Engineer: Role, Impact & Career Paths
Product Manager vs Forward Deployed Engineer: Compare responsibilities, technical depth, salary, and career trajectories. Learn which role fits your skills and ambition.
9 min read
Guides
Do Military Engineers Get Deployed? Military vs Tech FDE Roles
Yes, military engineers get deployed—often to combat zones. Contrast the deployment reality of Army engineers with the high-stakes, non-combat travel of a Forward Deployed Engineer in tech.
10 min read
Forward Deployed
FDE vs Solutions Engineer vs Sales Engineer: Scope, Comp, and Career Paths Compared
Confused about FDE vs Solutions Engineer vs Sales Engineer? We break down the real day-to-day, compensation bands, technical depth, and career trajectories of each role so you can choose the right path.
9 min read
Forward Deployed
How AI-Native Startups Use Forward Deployed Engineers to Win Their First Enterprise Deals
AI-native startups close early enterprise deals by embedding Forward Deployed Engineers on-site to unblock POCs, ship custom integrations, and turn technical chaos into revenue. Here's the playbook.
8 min read
Forward Deployed
On-Site vs Remote FDE: Travel Realities, Client Expectations, and Lifestyle Design
A concrete breakdown of FDE travel: weekly rhythms, client expectations, compensation differences, and how to design a sustainable lifestyle whether you're on-site 4 days a week or fully remote.
9 min read
Forward Deployed
How an FDE Turns a Messy Enterprise Problem into a Shipped Prototype in 7 Days
A concrete case study showing how a forward deployed engineer scopes, builds, and ships a working prototype for a messy enterprise data problem in one week—with comp context and a real decision log.
12 min read
Forward Deployed
On-Site vs Remote FDE Work: Travel Realities, Client Expectations, and Lifestyle
Forward Deployed Engineering sits at the intersection of code and customer. Here's the real trade-off between on-site trust-building and remote execution, including travel schedules, comp, and burnout risks.
10 min read
Forward Deployed
How FDEs Work with Product and Engineering After the Sale: Feedback Loops That Ship
The sale is just the start. Learn how Forward Deployed Engineers build high-velocity feedback loops between customers, product, and engineering to turn field insights into shipped code.
12 min read
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