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
Sanitizing LLM Code Output: How 'Vomit' Cleans Up Claude's Token Stream
LLMs often vomit corrupted code with dangling brackets or broken syntax. Learn how a secondary 'vomit' agent cleans the token stream, why this matters for production pipelines, and how to implement it today.
9 min read
AI News
GPU Memory Reads: Latency, Coalescing & Why It Matters for Engineers
A warp stalls for hundreds of cycles waiting on global memory. Here's the electrical and logical reality of a GPU memory read, how coalescing works, and why Forward Deployed Engineers must care.
9 min read
AI News
AI-Boosted Homework, Crashing Exams: The Copilot Trap Engineers Must Avoid
A study reveals a brutal truth: AI tools boost homework scores but cause exam grades to plummet. Here's the cognitive science breakdown for engineers and why FDEs must master 'desirable difficulty' to avoid becoming AI-dependent operators.
8 min read
Build Guides
Build a Resume Tailoring Agent with Hugging Face Free Inference & Streamlit
Engineer an AI agent that rewrites your CV bullet points for each job description using Mistral 7B on the Hugging Face free tier. Full Python/Streamlit build guide with copy-pasteable code.
10 min read
Build Guides
Build an AI Cron Job: RSS to Personalized Morning Newsletter
Build a free, scheduled AI pipeline that fetches RSS feeds, filters items by your topics, summarizes them with Groq, and emails a digest via Resend—all on Cloudflare Workers.
9 min read
Guides
Choosing an AI Engineer Bootcamp with Placement: What to Look For in 2026
Cut through the marketing noise. A tactical guide to evaluating AI engineer bootcamps with placement guarantees, covering curriculum depth, placement mechanics, and ROI.
9 min read
Guides
How to Recruit Engineers for Forward Deployed Roles: A Tactical Guide
A tactical guide on how to recruit engineers for high-stakes forward deployed roles. Learn to screen for technical depth, commercial instinct, and grit.
9 min read
Guides
AI Engineer Career Growth: From Junior to Forward Deployed Leader
Master the AI engineer career growth ladder from junior coding to $500K+ Forward Deployed leadership. Covers skills, salaries, and the roadmap to high-impact roles.
9 min read
Guides
How to Find and Land AI Engineer Jobs Worldwide Remote in 2026
A tactical guide to landing remote AI engineer jobs worldwide: salary bands by region, skill stacks that win offers, where to look beyond LinkedIn, and how to negotiate global comp.
12 min read
Guides
Forward Deployed Engineer Roadmap: Skills to Succeed in 2025
Master the FDE role with this tactical roadmap. From system design and client-side debugging to LLM deployment, learn the exact skills and mental models needed to thrive.
9 min read
Guides
Google FDE Interview Rounds: Structure, Questions, and Prep Tips
A tactical breakdown of Google's Forward Deployed Engineer interview process, including the exact round structure, common questions, and a preparation plan to win the offer.
10 min read
Guides
Forward Deployed Engineer Salary London: 2025 UK Compensation Guide
Real forward deployed engineer salary data for London in 2025. See base, equity, and total comp bands from startup to FAANG, and learn how to negotiate your UK offer.
10 min read
Guides
Forward Deployed Engineer vs Software Engineer Salary: 2025 Comp Comparison
Direct comp breakdown of Forward Deployed Engineer vs Software Engineer salary bands, equity, and bonuses. See why FDEs often out-earn pure SWEs at the same level.
8 min read
Forward Deployed
Case Study: Deploying an LLM Feature at an Enterprise Customer in 6 Days as an FDE
A tactical walkthrough of shipping a RAG feature inside an air-gapped bank in under a week. Covers architecture, chunking strategy, PII redaction, and the FDE comp context that makes speed matter.
8 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: A Tactical Breakdown
A real FDE's weekly calendar: from debugging customer firewalls at 7 AM to shipping a critical patch by Friday. No theory, just the tactical breakdown of the job.
8 min read
Forward Deployed
Forward Deployed Engineer Compensation Bands and How to Negotiate Them
Real comp data for FDE roles at Palantir, Scale AI, and startups. Breakdown of base, equity, and bonus by level, plus negotiation levers that actually move numbers.
10 min read
Forward Deployed
Deploying an LLM Feature at an Enterprise in 6 Days: An FDE Case Study
A concrete walkthrough of shipping a retrieval-augmented generation feature behind a Fortune 500 firewall. Covers on-prem constraints, chunking strategy, prompt engineering, and the FDE comp context.
9 min read
Forward Deployed
How FDEs Drive Post-Sale Product Adoption with Engineering & Product Teams
A concrete playbook for how Forward Deployed Engineers work with product and engineering after the sale to turn shaky deployments into sticky, adopted infrastructure. Covers feedback loops, roadmap negotiation, and the technical bridge role.
10 min read
Forward Deployed
How Palantir-Style FDEs Embed with Customers to Unlock Trapped Value
A tactical breakdown of how Forward Deployed Engineers embed inside customer environments to find trapped value, build trust, and ship production software within weeks—not quarters.
9 min read
Forward Deployed
Writing Customer-Facing Technical Docs That Actually Get Read: An FDE's Playbook
Stop writing documentation that gathers digital dust. This FDE playbook shows you how to write customer-facing technical docs that users actually read, adopt, and thank you for—using audience slicing, the 7 C's, and ruthless scope control.
10 min read
Forward Deployed
What a Forward Deployed Engineer Does in a Week: A Tactical Breakdown
A concrete, hour-by-hour deconstruction of a Forward Deployed Engineer's week. From debugging customer Kubernetes pods to writing SQL for the CEO before 9 AM, learn the actual workflows, comp context, and career calculus.
8 min read
AI News
Ornith-1.5: How Self-Scaffolding Builds Self-Improving Small Language Models
Ornith-1.5 shows how small language models can bootstrap their own training data without GPT-4. We break down the self-scaffolding pipeline, why it matters for on-device AI, and how FDEs can run it today.
8 min read
AI News
AI Didn't Erase the Junior Engineer—It Made Them a Force Multiplier
The junior engineer is not obsolete. AI tooling has transformed entry-level roles from ticket-takers into high-leverage force multipliers. Here's why the FDE career path proves junior talent is more valuable, not less.
9 min read
AI News
Cerebras CS-4: Why Memory Bandwidth Is the New FLOPS
The Cerebras CS-4 packs 1.2T transistors on a single wafer. Here's why its 21 PB/s memory bandwidth matters more than raw FLOPS for AI inference, and what it means for engineers shipping real products.
9 min read
1,162 articles and counting