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.
FDE playbooks, case studies, and career deep-dives.
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Forward Deployed
The FDE Interview Loop in 2025: A Practical Preparation Guide
Master the Forward Deployed Engineer interview with a concrete, no-fluff prep guide covering the product-engineer hybrid loop, technical archeology, and comp realities for 2025.
8 min read
Forward Deployed
Shipping an LLM Feature at a Bank in 5 Days: An FDE Case Study
A concrete walkthrough of shipping a secure, internal LLM feature at a top-5 bank in 5 days. Covers technical architecture, stakeholder management, and the exact forward deployed engineer prerequisites needed to execute under enterprise constraints.
11 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
Forward Deployed
Inside the Palantir Embed: How FDEs Build Trust and Software on the Customer's Floor
Forget the mystique. A concrete breakdown of how Palantir-style Forward Deployed Engineers embed with classified and commercial clients to ship software under operational pressure, build trust, and close deals.
9 min read
Forward Deployed
The Highest-Leverage Skills for an FDE in the AI Era: Speed, Taste, and Data Wrangling
AI won't replace the FDE—it will replace the FDE who can't move at machine speed. Master the three highest-leverage skills: velocity of execution, engineering taste, and ruthless data wrangling.
8 min read
Forward Deployed
The FDE Portfolio: 4 Projects to Prove You Can Ship in the Customer's Chaos
Skip the todo apps. Learn the 4 high-signal projects that prove you can debug prod data, integrate spaghetti APIs, and ship under pressure—the only signals FDE hiring managers actually read.
8 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: A Chronological Deep Dive
A real-world, hour-by-hour breakdown of an FDE's week, from debugging a customer's Kafka cluster at 2 AM to whiteboarding a new feature in a SCIF. No theory, just the concrete chaos.
9 min read
Forward Deployed
After the Ink Dries: How FDEs Work with Product and Engineering Post-Sale
A concrete playbook for Forward Deployed Engineers navigating the messy reality after contract signing. Tactics for scoping, escalating bugs, and feeding product roadmaps without becoming an external consultant.
8 min read
Forward Deployed
Inside the Palantir Embed: How FDEs Operate on Customer Sites
A concrete, day-in-the-life breakdown of the Palantir Forward Deployed Software Engineer role. Real workflows, comp data, code-level examples, and rules for surviving the embed.
8 min read
Forward Deployed
After the Ink Dries: How FDEs Work with Product and Engineering Post-Sale
A concrete case study on how Forward Deployed Engineers bridge customer reality with product roadmaps after a deal closes. Covers escalation paths, RFC workflows, and comp context.
9 min read
Forward Deployed
On-Site vs Remote FDE Work: Travel Realities, Comp, and Career Tradeoffs
Forward deployed engineers face a stark choice: deep on-site immersion or remote-first execution. We break down travel percentages, compensation deltas, and the specific scenarios where each model wins.
10 min read
Forward Deployed
Building Trust with Non-Technical Stakeholders as an FDE: A Tactical Playbook
Learn the concrete workflows, communication patterns, and technical artifacts that turn skeptical enterprise operators into your strongest internal champions as a Forward Deployed Engineer.
7 min read
Forward Deployed
Deploying an LLM Feature at an Enterprise in 6 Days: An FDE Case Study
A concrete playbook for Forward Deployed Engineers deploying LLM features at enterprise customers. Covers architecture, stakeholder management, and the 6-day sprint. Includes AI engineer job context for Nepal.
7 min read
Forward Deployed
The FDE Interview Loop: How to Prepare for Technical and Stakeholder Rounds
A concrete, no-fluff guide to crushing the Forward Deployed Engineer interview. We break down the technical gauntlet, the stakeholder role-play, and the comp reality with real prep tactics.
8 min read
Forward Deployed
How AI-Native Startups Use FDEs to Win Enterprise Deals and Close the Gap
A concrete case study on how Forward Deployed Engineers bridge the prototype-production chasm at AI-native startups, using real workflows, enterprise architecture patterns, and compensation context.
9 min read
Forward Deployed
Case Study: Deploying an LLM Feature at an Enterprise Customer in 6 Days as an FDE
A tactical walkthrough of shipping a RAG feature inside an air-gapped bank in under a week. Covers architecture, chunking strategy, PII redaction, and the FDE comp context that makes speed matter.
8 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: A Tactical Breakdown
A real FDE's weekly calendar: from debugging customer firewalls at 7 AM to shipping a critical patch by Friday. No theory, just the tactical breakdown of the job.
8 min read
345 articles and counting