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 Salary in Ireland: 2026 Compensation Guide
Unpacking Forward Deployed Engineer salaries in Ireland for 2026. Compare entry-level to senior FDE pay at FAANG, AI startups, and consultancies in Dublin.
8 min read
Guides
Forward Deployed Engineer Training Free: 8-Week Roadmap to Learn FDE Skills
Master forward deployed engineering without paying a cent. This 8-week roadmap covers data wrangling, API integration, demo scaffolding, and enterprise AI workflows using free tools and platforms.
9 min read
Guides
Forward Deployed Engineer Careers: Path, Growth, and Exit Options
A high-signal guide to forward deployed engineer careers: what the role really is, salary data, career path, exit options, and how to break in without burning out.
10 min read
Guides
Cracking the FDE Coding Interview: A Practical Preparation Guide
Master the FDE coding interview with a practical, engineer-to-engineer guide. Learn the unique bar, common question patterns, and a 4-week prep plan to ship code faster than a pure SWE.
8 min read
Guides
FDE Interview Prep: Mastering Technical & Stakeholder Rounds in 2026
A no-fluff engineer's guide to FDE interview prep. Master the technical coding, system design, and stakeholder rounds with frameworks, sample questions, and strategies used by top-tier forward deployed engineers.
10 min read
Forward Deployed
The FDE Go-Bag: Data Wrangling, Integration Scaffolding, and Demo Tools You Ship With
Stop asking about prerequisites. Here is the exact data wrangling, integration scaffolding, and demo toolkit a Forward Deployed Engineer ships with to close enterprise deals in 2026.
7 min read
Forward Deployed
FDE Metrics That Matter: Driving Time-to-Value, Adoption, and Expansion
Stop measuring vanity metrics. Learn the 3 forward-deployed engineering KPIs—Time-to-Value, Adoption Rate, Expansion Revenue—that align technical work with enterprise outcomes, including real compensation context for roles like AI engineer salary in India.
10 min read
Forward Deployed
How Palantir-Style FDEs Embed with Customers to Ship Critical Software
A concrete breakdown of the Forward Deployed Engineer meaning: embedding in a SCIF, writing code against live customer data, and shipping production integrations in days, not months.
7 min read
Forward Deployed
Technical Writing for Engineers: Docs That Non-Engineers Actually Read
Stop writing documentation that collects digital dust. A field manual for engineers on writing customer-facing docs that drive adoption, reduce support tickets, and actually get read.
9 min read
Forward Deployed
After the Ink Dries: How FDEs Shape the Product Roadmap with Engineering
The contract is signed, but the real work starts now. Learn how Forward Deployed Engineers translate messy customer reality into a product roadmap that engineering actually wants to build.
8 min read
Forward Deployed
How AI-Native Startups Use FDEs to Win Enterprise Deals and Drive Adoption
A concrete playbook on how Forward Deployed Engineers bridge the gap between raw AI models and enterprise healthcare workflows, turning technical capabilities into closed deals and real clinical adoption.
10 min read
Forward Deployed
The Tools an FDE Ships With: Data Wrangling, Integrations, and Demo Scaffolding
A concrete breakdown of the modern Forward Deployed Engineer toolkit. From wrangling messy CSVs and building low-code integrations to scaffolding high-trust demos, here’s what you actually ship.
8 min read
Forward Deployed
The FDE Interview Loop: Inside the Process and How to Prepare for Every Round
A concrete breakdown of the Forward Deployed Engineer interview at Cursor and similar AI startups. Real scenarios, tools, comp context, and a round-by-round prep guide.
11 min read
AI News
Xiaomi’s New CPU Core: Single-Thread Parity with Apple, Multi-Thread Lead
Xiaomi's lab-built CPU core reportedly matches Apple's single-threaded performance and surpasses it in multi-threaded workloads. Here's what that means for silicon architecture, the ARM ecosystem, and the engineers building on it.
9 min read
AI News
AI Coding Is Quietly Erasing Engineering Expertise—Here's How to Stop It
AI coding assistants are accelerating output but silently eroding the deep debugging, systems thinking, and architectural intuition that define senior engineers. Here's what's happening, why it matters for FDEs, and how to build an AI-resilient skillset.
9 min read
AI News
Agentic Flooding: How Bots DDoS Government Services and How to Detect Them
A new study characterizes how LLM-powered bots overwhelm government services. We break down the attack vectors, detection signals, and what Forward Deployed Engineers can build today to harden civic infrastructure.
9 min read
AI News
The agent.md File: A Systematic Prompt to Improve LLM-Assisted Code Quality
A deep dive into the agent.md technique for taming LLM code generation. Learn how a structured markdown file can enforce coding standards, reduce hallucinations, and turn a general-purpose AI into a disciplined engineering partner.
10 min read
AI News
Your Open-Source Model Could Have a Hidden Time-Release Backdoor: How to Audit
Open-source models can conceal time-release backdoors that bypass all standard evals. Learn how these attacks work, why they threaten production pipelines, and how to audit models before they hit your inference server.
9 min read
Build Guides
Build a SQL Analyst Agent That Answers Questions Over Postgres with Groq
Build a natural language SQL agent using Groq's free Llama-3 70B API, Supabase Postgres, and Streamlit. A hands-on guide with full code to query databases in plain English.
11 min read
Guides
Forward Deployed Engineer Salary: Ranges by Level and Company (2025)
Deep dive into forward deployed engineer salary data: base, equity, and total comp by level at Palantir, Google, and startups. Includes FDE vs SWE pay gap and negotiation tips.
8 min read
Guides
Forward Deployed Engineer Hiring: How to Stand Out in the Interview Process
Master the forward deployed engineer hiring process. Learn the interview loops, portfolio projects, and negotiation tactics to land a top-tier FDE role in 2025.
9 min read
Guides
OpenAI Forward Deployed Engineer Interview: Process, Questions & Prep
Master the OpenAI FDE interview loop with this engineer's guide. Covers the 5-stage process, technical deep-dive questions, system design in chaos, and a 3-week prep plan.
10 min read
Guides
Palantir FDE vs SWE: Day-to-Day Work, Comp, and Career Path Decision Guide
Unpack the real differences between Palantir Forward Deployed Engineer and Software Engineer roles: daily workflows, compensation bands, interview loops, and long-term career trajectories.
10 min read
Guides
Forward Deployed Engineer vs AI Engineer: Which Role Fits Your Skills?
Compare Forward Deployed Engineer and AI Engineer roles side by side. Understand salary, skills, daily work, and career path to decide which high-impact tech career fits you best.
9 min read
1,162 articles and counting