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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AI News
Malicious Rust Crate Arrayref: How Build-Time Payloads Evade Code Review
The Arrayref incident reveals how build.rs macros bypass code review. Engineers must treat build scripts as attack surface, not boilerplate. Here's the technical breakdown and defense.
9 min read
AI News
LLM-Extensible Software: Why Static APIs Are Dead
LLMs aren't just chat interfaces—they're a new runtime. Learn how to design software where the model writes the glue code, turning rigid APIs into fluid execution environments.
10 min read
Build Guides
Build a Terminal Voice Assistant with Open-Source Whisper, Piper TTS, and Groq
Engineer a hands-free CLI voice assistant using entirely free, open-source tooling. We wire up Whisper for STT, Groq's Llama 3 for reasoning, and Piper for TTS in a clean Python pipeline you can build this afternoon.
11 min read
Guides
Forward Deployed Engineer Salary Philippines: 2025 Compensation Guide
Realistic forward deployed engineer salary Philippines data for 2025. See pay ranges by experience, how to negotiate offers, and tactical moves to increase your FDE comp.
10 min read
Guides
AI Engineer Salary in the US 2025: FDE & Applied Role Benchmarks
Hard numbers for AI engineer salary in the US in 2025, broken down by FDE, applied ML, and research roles. See how equity, location, and YOE shift comp from $120k to $500k+.
8 min read
Guides
Are Software Engineering Bootcamps Worth It for an AI & FDE Career in 2026?
Stop guessing. We break down the ROI of coding bootcamps for Forward Deployed Engineering and AI roles with hard data, hiring stats, and a framework for deciding.
8 min read
Guides
Forward Deployed Engineer Jobs No Degree: Portfolio That Replaces a Diploma
Land forward deployed engineer jobs no degree required by building a technical portfolio that proves you can code, debug, and deploy in customer environments. Actionable roadmap inside.
9 min read
Guides
Forward Deployed Engineer Bangalore: Role, Companies, and Career Trajectory
A tactical engineer-to-engineer breakdown of the Forward Deployed Engineer role in Bangalore: salary benchmarks, key employers, required skills, and how to pivot from FDE to core product roles.
10 min read
Guides
AI Engineer Bootcamp London: Skills, Cost, and Career Outcomes Compared
Compare London's AI engineer bootcamps on real skills, cost, and job outcomes. Data-backed analysis for engineers pivoting into AI in 2025. No fluff.
10 min read
Guides
Hyperskill AI Engineer Bootcamp Review: Curriculum, Projects, and Outcomes
A hands-on, engineer-to-engineer review of the Hyperskill AI Engineer Bootcamp. We dissect the curriculum, project portfolio, learning experience, and career outcomes to help you decide if it's worth your time and money.
10 min read
Forward Deployed
On-Site vs Remote FDE Work: Travel Realities and the Death of the Middle Ground
The Forward Deployed Engineer role is splitting into two extremes: 100% travel on-site or fully remote. We break down the comp, lifestyle, and tactical realities of each so you can pick your path.
8 min read
Forward Deployed
How FDEs Work With Product and Engineering Post-Sale to Drive Adoption
A tactical playbook for Forward Deployed Engineers bridging the gap between closed deals and real adoption. Covers stakeholder mapping, technical integration loops, and how to build product feedback flywheels without becoming a permanent outsourced engineering team.
10 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: A Tactical Breakdown
A concrete, week-in-the-life breakdown of a Forward Deployed Engineer. From debugging a customer's on-prem Linux server at 8 AM to shipping a Python integration by noon, see the real workflow, tools, and comp numbers behind the FDE role.
9 min read
Forward Deployed
The FDE Mock Interview Blueprint: 5 Customer Scenarios You Must Debug and Architect Live
Master the FDE mock interview by debugging real-world scenarios under pressure. A tactical guide covering architecture, code, and customer handling for forward deployed roles at Google, Palantir, and OpenAI.
9 min read
Forward Deployed
From Forward Deployed to Core: How to Pivot from a Palantir FDE to a Product SWE Role
A concrete playbook for Palantir FDEs pivoting to product software engineering. Tactical resume rewrites, system design reframes, and interview prep to close the perceived gap between deployment chaos and core platform building.
9 min read
AI News
Linear's AI Usage Data: The Real Adoption Curves and Engineering Bottlenecks
Linear's internal data reveals how software teams actually use AI—not the hype, but the messy reality of adoption curves, language gaps, and the 30% task cliff.
10 min read
AI News
GLM-5.3 Benchmarks: Where the 130B Open-Weight Model Lands Against Llama and Qwen
We dissect GLM-5.3's Artificial Analysis benchmarks. See how the 130B open-weight model stacks up against Llama 3 and Qwen 2.5 on quality, speed, and price for engineering tasks.
7 min read
AI News
Mojo Goes Open Source Under Qualcomm: What Changes for Python-Level Systems Programming
Mojo is now open source under Qualcomm stewardship. This changes the calculus for engineers who need Python ergonomics with C speed. Here's what the license shift means, how to try it today, and where it fits in your stack.
9 min read
AI News
Unsloth Dynamic 3.0 GGUFs: Per-Token Mixed Precision for Dense and MoE Models
Unsloth Dynamic 3.0 GGUFs bring per-token mixed precision quantization to GGUF, slashing VRAM for MoE and dense models without retraining. Here's how it works and how to run it.
10 min read
AI News
Claude Writes a macOS Driver from a Windows Binary: What It Means for Driver Dev
A viral demo shows Claude reverse-engineering a Windows binary to build a macOS printer driver. We dissect the technical reality, why it matters for forward-deployed engineers, and how to try similar workflows today.
10 min read
Build Guides
Build a Personal Meeting Notetaker with Groq's Free Whisper & Llama 3
Build a local Python app that records system audio, transcribes it using Groq's free Whisper API, and extracts structured summaries with action items via Llama 3—all without paying a cent.
10 min read
Build Guides
Build a Personal Meeting Notetaker That Extracts Action Items for Free
Build an offline-first meeting notetaker using n8n, Whisper.cpp, and Groq's free tier. Transcribe calls locally, then extract summaries, decisions, and assigned action items automatically.
11 min read
Guides
Forward Deployed Engineer Entry Level: How to Break In with No Experience
Landing an entry-level Forward Deployed Engineer role without a traditional background is possible. Learn the specific technical stack, portfolio projects, and interview strategies to bypass the experience paradox and get hired.
10 min read
Guides
Essential Forward Deployed Engineer Tools: The Technical Stack for Impact
Master the forward deployed engineer tools that turn customer friction into production code. From debugging proxies to AI copilots, here is the FDE stack.
10 min read
1,162 articles and counting