Updated daily

Build with AI. Ship like an FDE.

Hands-on build guides with free AI tools, the latest in AI, and Forward Deployed Engineer playbooks — written for engineers who ship.

F
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.

August 21, 20268 min
C
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.

August 21, 20268 min
W
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.

August 21, 20268 min
F
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.

August 21, 202610 min
D
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.

August 21, 20269 min
H
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.

August 21, 202610 min
H
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.

August 21, 20269 min
W
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.

August 21, 202610 min
W
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.

August 21, 20268 min
O
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.

August 21, 20268 min
A
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.

August 21, 20269 min
C
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.

August 21, 20269 min
M
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.

August 21, 20269 min
L
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.

August 21, 202610 min
B
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.

August 21, 202611 min
F
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.

August 20, 202610 min
A
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+.

August 20, 20268 min
A
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.

August 20, 20268 min
F
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.

August 20, 20269 min
F
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.

August 20, 202610 min
A
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.

August 20, 202610 min
H
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.

August 20, 202610 min
O
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.

August 20, 20268 min
H
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.

August 20, 202610 min

1,102 articles and counting

August 15 · 0d left
Enroll Now