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: Glassdoor Data & 2025 Compensation Guide
Deep dive into forward deployed engineer salary data from Glassdoor and real offers. Compare base pay, equity, and total comp by tier and geo—and learn how to negotiate higher.
9 min read
Guides
Forward Deployed Engineer India Jobs: Bangalore, Pune & Market Guide
Navigate the 2025 Indian FDE job market with data-driven salary benchmarks for Bangalore and Pune, top hiring companies, required tech stacks, and tactical strategies to land a forward deployed role.
10 min read
Forward Deployed
FDE Compensation Bands and How to Negotiate Your Offer: Base, Equity, and Bonus
Real forward deployed engineer salary data for the Bay Area: base, equity, and bonus bands by level. A tactical guide to negotiating your FDE offer without leaving money on the table.
9 min read
Forward Deployed
Deploying LLM Features at an Enterprise: An FDE's Guide to Guardrails and Evals
A concrete Forward Deployed Engineer case study on shipping an internal LLM tool inside a bank. We cover architecture, guardrail implementation, evaluation frameworks, and the FDE career context.
7 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: A Concrete Workflow
Stop guessing what an FDE does. Here is the unvarnished weekly workflow: from Monday's customer fire to Friday's internal handoff, with real code, comp data, and the decisions that define the role.
8 min read
Forward Deployed
Scaling Yourself: When and How an FDE Hands Off a Prototype to Core Engineering
A concrete playbook for Forward Deployed Engineers: the kill criteria for maintaining prototypes, writing handoff artifacts core teams actually read, and avoiding the "shadow engineering" trap that kills your leverage.
12 min read
AI News
Gemini 3.5 Transcribe: Timestamp-Precise Speech-to-Text for Engineers
Google’s Gemini 3.5 Transcribe brings word-level timestamps and 100+ language support to speech-to-text. Here’s why it matters for FDEs building voice pipelines, how to use it today, and the cost/accuracy tradeoffs.
9 min read
AI News
Why musl Can Tank Performance: malloc and Locale Overhead Explained
musl is lightweight but its malloc and locale handling can silently kill throughput. An engineer's deep dive into the bottlenecks, benchmarks, and practical fixes.
9 min read
AI News
Terminal-Bench-Science: The First Real Benchmark for AI Research Agents
Terminal-Bench-Science evaluates AI agents on gritty, real-world research workflows—not contrived puzzles. Here's why the FDE skill set is the perfect lens to judge these models.
8 min read
AI News
DNS Cache Shrink: How Cloudflare Saved 100TB of RAM on 1.1.1.1
Cloudflare cut 100 terabytes of memory from 1.1.1.1 by rewriting the DNS cache with a bespoke hash table and arena allocation. Here's the engineering breakdown and why it matters for FDEs.
11 min read
AI News
HTTPX2 Is a Ground-Up Rewrite: What Changes for Python HTTP Clients
HTTPX2 is not a minor bump. It's a ground-up async-native rewrite from the pydantic team. Here's what changes for engineers who rely on Python HTTP clients for high-throughput data pipelines and API integrations.
6 min read
Build Guides
Build a Resume Tailoring Agent with Groq and Llama 3 (Free Tier)
Engineer an agent that parses your base resume and a job description, then rewrites bullet points for maximum ATS keyword matching using Groq's free Llama 3 API and Streamlit.
10 min read
Guides
Are AI Engineering Bootcamps Worth It? Cost, Outcomes & the Zach Wilson Effect
A hard-nosed analysis of AI engineering bootcamps: comparing cost, curriculum depth, and hiring outcomes. We evaluate Zach Wilson's DataExpert.io against the market.
9 min read
Guides
Palantir FDE Interview Prep: Master Decomposition, Strategy & Execution
A tactical guide to the Palantir Forward Deployed Engineer interview. Learn the frameworks for decomposition, strategy, and execution rounds with example drills.
9 min read
Guides
AI Engineer Career Path: Harsh Truths & Actionable Advice from Reddit
Distilled from Reddit's experienced engineers: the no-nonsense AI engineer career path. Covers salary data, self-taught viability, and the roadmap to 2026.
9 min read
Guides
AI Engineer Requirements: Skills, Education & Portfolio You Actually Need
Cut through the hype. This guide breaks down the actual AI engineer requirements for 2025: the technical stack, education reality, and portfolio projects that get you hired.
8 min read
Guides
How to Land Forward Deployed Engineer Jobs for Freshers: A Practical Guide
A no-fluff guide to landing forward deployed engineer jobs for freshers. Learn the exact skills, portfolio projects, and interview prep to break in without experience.
9 min read
Guides
Palantir FDE Echo & Delta Programs: Career Impact, Salaries & Roles
A technical breakdown of Palantir's Echo and Delta programs for Forward Deployed Engineers. Compare roles, salary bands, promotion paths, and strategy to decide which track fits your career.
8 min read
Guides
Essential Books for Forward Deployed Engineers: Technical and Strategic Reads
Master the hybrid craft of engineering and consulting. Discover the essential books for forward deployed engineers to build technical depth, strategic thinking, and customer empathy.
11 min read
AI News
GLM-5.3-Flash and Ox Alpha: Open-Weight Rivals Reshape Model Economics
Z.ai's Ox Alpha and GLM-5.3-Flash are open-weight models that rival DeepSeek on performance while cutting inference costs. Here's what happened, why it matters for FDEs, and how to deploy them today.
9 min read
AI News
Agentic Context Management: Why Memory Is an Architecture Problem, Not a Prompt Fix
Forget stuffing system prompts. The paper on Agentic Context Management reframes memory as an architecture problem with massive cost, latency, and accuracy implications. Here's what engineers need to know.
12 min read
AI News
WebMCP: Ship a Native API for AI Agents on Your Website
WebMCP turns any website into a tool-calling endpoint for AI agents. Learn how the Model Context Protocol meets the browser, why this shifts FDE integration patterns, and how to try it today.
11 min read
AI News
Six Months Coding with Agents: Speed Gains and Sharp Limits
A raw, six-month field report on coding exclusively with AI agents. We unpack the 10x speed boosts, the catastrophic failures, and the concrete workflows that separate hype from production-grade engineering.
9 min read
AI News
Gemini Omni 1.1 Flash: Native Multimodal Output for Builders
Google's Gemini Omni 1.1 Flash adds native image and audio output. We break down why multimodal I/O changes agent architecture, how to use it, and the real limits.
9 min read
1,162 articles and counting