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
Scaling Yourself: When an FDE Hands Off a Prototype to Core Engineering
A tactical playbook for Forward Deployed Engineers on handing off prototypes to core engineering without losing speed, trust, or your sanity. Covers the artifact gap, the 72-hour handoff sprint, and why your code is a liability.
9 min read
Forward Deployed
How Palantir-Style FDEs Embed with Customers: Rituals, Artifacts, and Trust
Inside the Palantir forward deployed engineer playbook: the daily standups, decision logs, and trust-building rituals that turn embedded FDEs from vendors into mission partners.
12 min read
Forward Deployed
Case Study: Deploying an LLM Feature at an Enterprise Customer as an FDE
A concrete walkthrough of shipping an LLM feature on-prem for a risk-averse bank. Covers the Palantir FDE playbook, tactical escalation paths, comp context, and the Rule of 40.
8 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: Code, Customers, Chaos
A week in the life of a Forward Deployed Engineer (FDE) isn't sprint tickets and standups. It's a mix of on-site debugging, rapid prototyping, and translating customer chaos into shipped product. Here's the real workflow, comp, and career context.
7 min read
AI News
UK AISI's Kimi K3 Cyber Audit: An Engineer's Breakdown
We reverse-engineer the UK AISI's evaluation of Kimi K3's cyber capabilities. Learn the CTF-based methodology, why it matters for forward-deployed engineering, and how to apply these adversarial testing patterns today.
10 min read
AI News
Corporate AI Spending Pullback: Budget Cuts or Efficiency Gains?
Corporate AI budgets are shrinking, but it's not a retreat. It's a shift from speculative moonshots to engineered efficiency. Here's what the pullback really means for engineers and FDEs.
8 min read
AI News
Claude Opus 5 Elevated Errors: What the Incident Reveals About API Architecture
Anthropic's Opus 5 outage wasn't just a blip—it exposed the fragile layers between model inference and API surface. Here's what engineers and FDEs should take away about retry logic, circuit breakers, and the new shape of AI reliability.
10 min read
AI News
DeepSeek Halts Fundraising After Leaked Comments on US Compute Gap
Leaked investor transcripts reveal DeepSeek’s leadership grappling with a massive compute gap behind US labs. Here’s the unvarnished engineering reality and what it means for AI builders.
9 min read
AI News
Why Open-Weight AI Is Repeating the Kubernetes Operational Playbook
Open-weight models are having their Kubernetes moment: powerful but operationally raw. Engineers and FDEs must now solve the same scheduling, serving, and security problems that cloud-native infrastructure solved a decade ago.
10 min read
Build Guides
Build a Viral Thread Writer: Turn Rough Outlines into Hooks with Gemini
Ship a Streamlit tool that transforms bullet-point outlines into formatted, hook-driven Twitter/X threads using the Gemini API free tier. Full Python code, no cost.
12 min read
Build Guides
Build a Daily Standup Bot with n8n and Gemini (Free Tier)
Build a cron-driven standup bot that DMs teammates, collects updates via n8n webhook, summarizes with Google Gemini free tier, and posts to Slack—all without a single paid service.
11 min read
Build Guides
Build a Flashcard Generator from Lecture Audio Using Whisper + Gemini
Turn any lecture recording into Anki flashcards with free-tier tools. We pipe audio through OpenAI Whisper for transcription, then use Google Gemini to extract Q&A pairs and output a study-ready CSV.
9 min read
Guides
How Long Does It Take to Become an AI Engineer? Realistic 2026 Timeline
A no-fluff timeline for becoming an AI engineer in 2026. From zero coding to job-ready: 6 months to 4 years depending on your background, learning path, and target role.
11 min read
Guides
AI Engineer Salary Per Month: Global Breakdown by Experience & Region (2026)
Real monthly AI engineer salary data from junior to senior across the US, Europe, and Asia. See how location, equity, and specialization push total comp past $20k/month.
9 min read
Guides
What Is a Solutions Engineer? Role, Responsibilities & Daily Work
Discover what a solutions engineer does day-to-day, key responsibilities, required skills, salary data, and how this role differs from software engineering.
15 min read
Guides
Crafting a Winning Career Objective for an AI Engineer Resume (2026 Guide)
Stop writing generic summaries. Learn to craft a high-signal career objective for AI engineer roles that hooks recruiters in 6 seconds. Includes 10+ examples and a formula.
12 min read
Guides
AI Engineer IT Career Switch: How to Transition from Software Engineering
A practical, engineer-to-engineer guide for switching from software engineering to an AI engineering career, covering skill gaps, salary data, and a 90-day plan.
9 min read
Guides
How to Find Forward Deployed Engineer Job Openings and Land the Role
A tactical guide to finding forward deployed engineer job openings, decoding job descriptions, and building the technical and customer skills to get hired.
13 min read
Guides
How Long Does It Take to Become an AI Engineer? A Realistic 2026 Timeline
Becoming an AI engineer isn't a 3-month sprint. We break down the realistic 8-month to 4-year timeline based on your starting point, the math you actually need, and the engineering skills that get you hired.
8 min read
Guides
What Does a Forward Deployed Engineer Do? Role, Scope & Daily Work
Forward deployed engineers bridge engineering and mission-critical customer problems. Learn what an FDE actually does, the skills required, and how the role differs from traditional SWE.
10 min read
Guides
AI Engineer Career Options: 7 Paths from Applied AI to Research
Explore the diverse AI engineer career options in 2026—from applied ML and forward deployed engineering to pure research. Salary data, skill maps, and a no-BS FAQ.
8 min read
Forward Deployed
Case Study: Deploying an LLM Feature at an Enterprise Customer as an FDE
A real-world walkthrough of shipping an LLM-powered document extraction feature inside a Fortune 500 customer's VPC. Covers discovery, architecture, security, and the messy reality of enterprise AI deployment.
9 min read
Forward Deployed
From Messy Customer Problem to Shipped Prototype in One Week: An FDE Case Study
A concrete walkthrough of a Forward Deployed Engineer turning a chaotic logistics bottleneck into a working prototype in 5 days. Real code, real stakeholder wrangling, and the exact decision-making framework used to ship under pressure.
8 min read
Forward Deployed
Debugging in the Customer's Environment Without Their Access: An FDE Playbook
Learn to debug production systems when the customer won't grant access. A concrete FDE playbook covering proxy replays, telemetry triangulation, and the art of the surgical reproduction script.
11 min read
1,162 articles and counting