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 Skills: The Technical and Soft Skill Mix
Master the hybrid skill set of a Forward Deployed Engineer. A practical guide to the technical stack (Python, SQL, infra) and soft skills (empathy, triage) required to ship high-stakes code inside customer environments.
10 min read
Forward Deployed
Breaking into Forward Deployed Engineering: A Concrete Roadmap for Backend & Frontend Devs
A no-fluff roadmap to become a Forward Deployed Engineer. Learn the skills, tools, and mindset shifts backend and frontend devs need to ship high-stakes customer solutions fast.
9 min read
Forward Deployed
5-Day LLM Prototype: An FDE's Playbook for Messy Enterprise Problems
A concrete walkthrough of a Forward Deployed Engineer turning chaotic enterprise data into a shipped LLM prototype in 5 days. Covers scoping, chunking, and comp context for an AI engineer job description.
7 min read
Forward Deployed
From FDE to Founder: Why Forward Deployed Engineering Is the Ultimate Startup MBA
Forget business school. Forward Deployed Engineering is the highest-signal founder training ground, compressing years of product-market-fit iteration into months of high-stakes, on-site execution.
8 min read
Forward Deployed
Case Study: Deploying a RAG-Based LLM Feature at an Enterprise Customer in 10 Days
A real-world breakdown of shipping a Retrieval-Augmented Generation feature inside a locked-down enterprise. We cover architecture decisions, security battles, and the FDE comp context.
5 min read
Forward Deployed
The FDE Interview Loop: How to Prepare for Execution, Not LeetCode Crimes
Stop grinding binary trees. The FDE interview tests your ability to ship value in messy enterprise environments. Learn the real scenarios, tools, and comp context to win.
9 min read
Forward Deployed
Palantir-Style FDE Embed: Weekly Rituals, Artifacts, and Trust
A concrete playbook on how Forward Deployed Engineers embed with enterprise customers, build trust through weekly rituals, and deliver high-impact artifacts using the Palantir FDE ontology.
9 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: Trust, Code, and Customer Obsession
A week in the life of an FDE: from diagnosing a silent data corruption bug on Monday to shipping a critical integration on Friday. Real workflows, tools, and the trust mechanics that make the role work.
10 min read
Forward Deployed
Case Study: Deploying an LLM Feature at an Enterprise Customer in 10 Days
A step-by-step engineering breakdown of shipping a RAG-based LLM feature in a locked-down enterprise. Code, comp numbers, and the real reason the VP of Engineering renewed the contract.
8 min read
AI News
How Terence Tao Used ChatGPT to Stress-Test a Jacobian Conjecture Counterexample
Terence Tao's live ChatGPT session wasn't just math—it was a masterclass in AI-assisted exploration. Here's what engineers and FDEs can steal from his method of probing a complex counterexample.
10 min read
AI News
The Open-Weight AI Fight: What the Nvidia/Meta/Microsoft Letter Means for Your Stack
Nvidia, Meta, and Microsoft just warned against overregulating open-weight AI models. Here's what 'open-weight' actually means for engineers, how it changes your deployment stack, and why Forward Deployed Engineers should care.
9 min read
AI News
Why AI Coding Agents Stall: The Context Engineering Gap No One Talks About
AI coding agents don't fail because of weak models. They fail because of weak context. Learn why software factories stall and how engineers can inject the missing signal to ship faster.
11 min read
AI News
Flux 3 Mimic: Why Video-Action Models Kill Frame Prediction
Black Forest Labs' Flux 3 Mimic shifts video generation from pixel-prediction to action-modeling. We break down the architecture, why it matters for robotics and UI automation, and how to start prototyping today.
9 min read
AI News
Claude Opus 5: What Extended Thinking Means for Complex Engineering Work
Anthropic's Claude Opus 5 introduces visible extended thinking. We break down what this means for Forward Deployed Engineers and how to leverage it for high-stakes debugging, schema migration, and code review.
11 min read
Guides
Forward Deployed Engineer Salary in India 2025: Fresher to Senior Pay
A data-backed breakdown of Forward Deployed Engineer salary in India for freshers and experienced roles. See tier-wise pay tables, equity splits, and skill premiums.
10 min read
Guides
Forward Deployed Engineer vs SDE: Role, Skills, and Career Path
Forward Deployed Engineer vs SDE: a deep dive into the real differences in code ownership, travel, compensation, and career trajectory. Learn which path fits your engineering DNA.
9 min read
Guides
Gen AI Engineer Jobs in India 2025: Skills, Salary & Roadmap
A practical guide to landing generative AI engineer jobs in India. Covers required skills, salary benchmarks for 2025, portfolio projects, and a no-fluff roadmap.
8 min read
Guides
AI Engineer vs Software Engineer Salary: A Detailed Comparison
Compare AI engineer vs software engineer salary data, skill premiums, and career trajectories. A no-fluff breakdown of compensation tiers, equity, and market demand.
12 min read
Guides
AI Engineer Jobs in India for Freshers: The 24-Hour Hiring Pulse
A practical guide for freshers and recent grads hunting AI engineer jobs in India since yesterday. We decode the real-time job market, essential skills, and how to build proof of work that gets noticed.
11 min read
Guides
Forward Deployed Engineer Levels: A Complete Career Progression Guide
A practical breakdown of Forward Deployed Engineer levels from entry to executive. Learn the scope, compensation, and technical expectations at each tier.
12 min read
Guides
Generative AI Engineer Bootcamp: Building RAG and LLM Skills That Ship
A practical generative AI engineer bootcamp blueprint. Learn to build production RAG pipelines and LLM applications with real architectures, cost tables, and hands-on projects that get you hired.
7 min read
Guides
Forward Deployed Engineer Manager: Role, Skills, and Career Progression
Master the transition from builder to multiplier. A tactical guide to the Forward Deployed Engineer Manager role, required skills, team structures, and how to scale technical execution without losing the maker mindset.
11 min read
Guides
Forward Deployed Engineer Experience: What Background Gets You Hired
A no-fluff breakdown of the exact experience, technical depth, and business acumen you need to land a Forward Deployed Engineer role. From non-traditional paths to FAANG pivots, learn what hiring managers actually look for.
10 min read
Guides
Forward Deployed Engineer Work Life Balance: What to Expect
Forward deployed engineer work life balance is a tug-of-war between mission-critical firefighting and deep technical work. Learn the rhythms, travel tax, and boundaries that separate thriving FDEs from burnout.
10 min read
1,162 articles and counting