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
AI Engineer Jobs Toronto: 2025 Market, Salaries & How to Qualify
A data-driven guide to AI engineer jobs in Toronto for 2025. Covers salaries ($120k-$500k+), required skills, interview prep, and how to break in without a PhD.
11 min read
Guides
Forward Deployed Engineer Course Cost: What to Budget for Training
A data-backed breakdown of forward deployed engineer course costs in 2025, from free resources to premium certifications. Budget smartly for the hybrid technical-consulting skill set.
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
AI News
Hacking a $27 Smartwatch with Claude Code: Embedded AI Workflows
How an engineer used Claude Code to hack a cheap smartwatch into a home automation display. The real story isn't the watch—it's the emerging workflow for embedded development where AI handles the grunt work of reverse-engineering proprietary protocols.
9 min read
AI News
Huzzah: A Novel Approach to Coding with AI That Skips the Chat Interface
Huzzah replaces prompt-chat loops with a structured task interface for AI coding. Learn why this matters for engineering velocity, how to try it, and a balanced take on its trade-offs.
10 min read
AI News
Autolith: The AI Agent That Debugs Code by Running It Live
Lambda Symbolics' Autolith gives an LLM a live Python runtime, letting it execute, observe, and fix code in a closed loop. We break down the architecture, why it matters for engineers, and how to prototype the pattern today.
11 min read
AI News
Why Your Local LLM Feels Dumber: Sampling Settings, Not Model Size
Your local LLM isn't broken—it's just badly configured. Before blaming the 7B parameter count, fix greedy sampling, broken stop tokens, and context shift. Here's how.
10 min read
AI News
Claude Code Effort A/B Tests Signal LLM-as-a-Service Pricing Shift
Anthropic is A/B testing reduced effort levels in Claude Code, triggering fewer tool calls. Here's the engineering impact on cost, latency, and automation reliability, plus how to test it today.
11 min read
Guides
Palantir New Grad FDE: How to Land a Forward Deployed Engineering Role Right Out of School
A tactical guide to breaking into Palantir's Forward Deployed Engineer role as a new grad. Covers the FDE archetype, salary data, interview loop, and a 90-day preparation plan.
9 min read
Guides
Google Forward Deployed AI Engineer Salary: Levels, Bands, and TC 2025
Deep dive into Google Forward Deployed AI Engineer salary bands from L3 to L8. See base pay, equity, and bonus data for 2025, plus how AI premiums and security clearances shift total comp.
11 min read
Guides
Palantir FDE Salary Explained: What Reddit Reveals About Real Pay
Cut through the noise. We analyzed dozens of Reddit threads to map the real Palantir Forward Deployed Engineer salary bands for new grads, mid-level, and tech leads in 2025-2026.
10 min read
Guides
Forward Deployed Engineer Salary Israel: 2025 Compensation & Market Trends
A data-driven breakdown of forward deployed engineer salary in Israel for 2025. Compare base, equity, and TC by experience level, top companies, and city.
14 min read
Guides
AI Engineer Career Future: 2025-2030 Trends, Demand & Growth Path
Analyzing the AI engineer career future: demand trends, 2025-2030 salary data, skill roadmaps, and why Forward Deployed Engineers are the safest bet against automation.
7 min read
Guides
Salesforce FDE Interview Questions: Technical & Stakeholder Rounds Breakdown
Master the Salesforce FDE interview with this engineer's guide. Covers technical coding, system design, and stakeholder round questions with proven prep strategies.
12 min read
Guides
Demand for Forward Deployed Engineers: Why This Role Is Booming in 2025
Forward Deployed Engineers bridge the gap between complex AI products and enterprise reality. Discover the salary data, market forces, and technical skills driving the surging demand for FDEs.
10 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
AI News
Codex vs. Claude: A Week of Developer Experience Trade-offs
We swapped Claude for OpenAI Codex for a week of real engineering work. Here’s the raw log of what broke, what shipped faster, and why context-window economics matter more than benchmark scores.
10 min read
AI News
Self-Hosted Agentic Software Factory: A Blueprint for Engineers
A deep-dive into building a sandboxed, self-hosted agentic software factory using Docker, OpenHands, and local LLMs. Learn the architecture, security pitfalls, and how to build yours today.
10 min read
1,162 articles and counting