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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Build Guides
Build a Job-Application Autofill Browser Extension with Local LLM
Build a Chrome extension that parses job descriptions and autofills forms using your resume, powered entirely by a local Ollama Llama 3 model for zero-cost, private inference.
11 min read
Guides
Databricks FDE Interview Insights: What Reddit Reveals in 2025
Cut through the noise with real Databricks FDE interview insights sourced from Reddit and recent candidates. Master the coding, case, and architecture rounds.
9 min read
Guides
Forward Deployed Engineer Demand in India: 800% Surge, Skills & Salaries
Forward Deployed Engineer demand in India has jumped 800%. Explore market trends, top hiring companies, salary benchmarks, required skills, and the fresher roadmap for 2025.
9 min read
Guides
AI Engineer Job Vacancy in India 2026: Find Openings & Apply
Practical guide to landing an AI engineer job vacancy in India. Covers active hiring companies, salary data, application strategy, and portfolio tips for 2026.
10 min read
Guides
What Is a Forward Deployed Engineer and How to Become One in 2026
Forward Deployed Engineers sit between product and the customer, solving mission-critical problems under fire. Learn the skills, salary, and 2026 roadmap to break into this elite technical role.
9 min read
Guides
Forward Deployed Engineer Demand in India: 2026 Trends & Salaries
Forward Deployed Engineer demand in India surged 800% in 2025. Explore 2026 salary bands, top hiring companies, skill roadmaps, and whether an FDE career is worth it.
7 min read
Guides
Forward Deployed Engineer at Microsoft: Job Requirements & How to Apply
Master the Microsoft Forward Deployed Engineer role. Deep dive into requirements, salary bands, interview loops, and the exact application strategy to land the job.
11 min read
Guides
Retrieval Augmented Generation (RAG) for LLMs: A Practical Implementation Guide
A hands-on engineer's guide to Retrieval Augmented Generation (RAG) for LLMs. Learn the architecture, build a production pipeline, and solve hallucination with vector search.
9 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: A Concrete Workflow
A real, unfiltered week-in-the-life of a Forward Deployed Engineer. From emergency customer debugging to shipping custom LLM integrations, see the concrete workflows, salary data, and decisions that define the FDE role.
9 min read
Forward Deployed
Writing Customer-Facing Docs That Non-Engineers Actually Read
Engineers treat docs as a chore, so customers ignore them. Learn to write technical documentation that sales, support, and end users will actually read—and that closes deals.
9 min read
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
AI News
Headlong: A Lightweight Harness for Building and Debugging Persistent AI Agents
Headlong is a bare-bones runtime that forces your AI agents to survive the long tail. Learn how this microharness simplifies state management, exposes brittle logic, and helps engineers ship reliable persistent agents.
9 min read
AI News
Building a Low-Latency AI Companion for Skyrim: Real-Time Voice, Vision, and Context
An engineer's breakdown of a real-time AI gaming companion for Skyrim that uses local LLMs, vision, and TTS. Learn the architecture, latency tricks, and why it matters for FDEs.
10 min read
AI News
AI Is Hitting Entry-Level Jobs Hardest: What the Stanford Study Means for Engineering Teams
A new Stanford study confirms AI is automating entry-level tasks the fastest. Here's how FDEs and engineering leads can redesign pipelines, mentorship, and tooling to turn this threat into a force multiplier for the whole team.
10 min read
AI News
When LLMs Attack the Host: Exploit Vectors in Inference Engine Runtimes
LLMs can now break out of inference engines to execute arbitrary code on the host. We dissect the exploit chain, why it matters for Forward Deployed Engineers, and how to reproduce it safely today.
9 min read
AI News
Apple M6 & M5 Ultra Neural Engine: What It Means for Local AI Inference
Apple's M6 and M5 Ultra pack a massive Neural Engine punch. We break down the raw specs, why it matters for local LLM inference, and how engineers can leverage this silicon shift today.
10 min read
Build Guides
Build an On-Call Incident Summarizer That Drafts Postmortems from Logs
Engineer an AI agent using Python, FastAPI, and the Gemini free tier to ingest raw error logs, auto-summarize incidents, identify root causes, and draft structured postmortems.
10 min read
Build Guides
Deploy a Free GitHub PR Review Bot Using Cloudflare Workers AI
Build a zero-cost bot that auto-reviews pull requests for bugs, logic, and style using Llama 3 8B on Cloudflare Workers AI free tier. Full code, architecture, and pitfalls included.
11 min read
Guides
Forward Deployed Engineer Salary in India 2025: Ranges by Experience & City
Forward Deployed Engineer salary in India ranges from ₹20-80 LPA based on experience, company stage, and city. Break down base pay, equity, and how to negotiate top-tier offers.
10 min read
Guides
AI Engineer Career Path: A Practical Guide with Real-World Insights (2026)
Cut through the Reddit noise. A zero-fluff, engineer-to-engineer guide to the AI Engineer career path: salary data, roadmap 2026, and how to break in without a degree.
9 min read
Guides
Palantir FDE Salary NYC: Compensation, Levels & Negotiation Insights
Detailed breakdown of Palantir Forward Deployed Engineer salary in NYC across levels, including base pay, equity, and bonus. Learn the FDE role, how to negotiate, and what it takes to hit top-of-band comp.
9 min read
Guides
Forward Deployed Engineer Salary in Germany: 2025 Ranges by Level & Company
Complete breakdown of Forward Deployed Engineer salary in Germany for 2025. Compare Palantir, Google, and startup pay by level, city, and equity.
13 min read
Guides
Palantir FDE Interview Experience: How to Prepare for Every Round
A field-tested breakdown of the Palantir Forward Deployed Engineer interview loop. Covers the decomp, learning, and hiring manager rounds with tactical prep strategies and real-world scenarios.
9 min read
1,162 articles and counting