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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.

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Forward Deployed

The FDE Portfolio: What to Build to Get Hired (It’s Not a To-Do App)

Forget CRUD apps. Forward Deployed Engineer hiring managers want proof you can ship into chaos. Build these 3 project archetypes to demonstrate the technical empathy and decomposition skills that land $180k+ offers.

July 15, 20269 min
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Forward Deployed

Case Study: Deploying a Sensitive LLM Feature at a Regulated Enterprise

How one FDE navigated SOC2, air-gapped VPCs, and the 'just use the API' fallacy to ship a document redaction agent. A tactical breakdown of architecture, compliance, and ai engineer job growth.

July 15, 20268 min
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Forward Deployed

The Highest-Leverage Skills for an FDE in the AI Era: Systems Thinking and Evaluation

Forward Deployed Engineers bridge code and chaos. In the AI era, coding speed is commoditized. The highest-leverage skills are ruthless Systems Thinking and rigorous LLM Evaluation. Here's how to master them.

July 15, 20268 min
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Forward Deployed

Case Study: Deploying a Sensitive LLM Feature at a Regulated Bank

A tactical walkthrough of deploying an LLM feature inside a top-5 US bank. We cover air-gapped architecture, PII redaction pipelines, hallucination guardrails, and the FDE career capital earned by shipping where compliance said no.

July 15, 20268 min
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Forward Deployed

On-Site vs Remote FDE: Travel Realities and the Hybrid Embed Model

Forward Deployed Engineers don't just code—they embed. This engineer-to-engineer guide breaks down the travel grind, salary deltas, and the hybrid embed model that defines on-site vs remote FDE work.

July 15, 20268 min
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Forward Deployed

What a Forward Deployed Engineer Actually Does in a Week at an AI Startup

A concrete, no-BS breakdown of an FDE's weekly workflow: from customer trauma to shipped code, the decisions, tools, and comp realities of the hottest AI role.

July 15, 20269 min
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Forward Deployed

The FDE Interview Loop: Tactical Prep for Decomposition and Debugging Rounds

Master the two hardest FDE interview rounds. Learn tactical frameworks for system decomposition, live debugging under pressure, and the specific signals top AI startups hunt for in 2026.

July 15, 20269 min
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AI News

Linux 0.11 in Idiomatic Rust: Booting a Memory-Safe Kernel

A developer rewrote Linux 0.11 in idiomatic Rust, booting it in QEMU. We dissect the architecture, why memory safety in kernel space matters for FDEs, and how to run it today.

July 15, 20268 min
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AI News

George Hotz on LLMs: Loving the Tool, Hating the Hype—An Engineer's Reality Check

George Hotz just dropped a raw, engineer's take on LLMs: love the utility, hate the hype. We break down his post, why it matters for FDEs, and how to build useful things without drinking the AGI Kool-Aid.

July 15, 20269 min
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AI News

Cursor 0-Day: Why Full Disclosure Became the Only Defense for Dev Tools

A critical Cursor IDE vulnerability exposed how agentic tools can be hijacked. We break down the attack, why it matters for forward-deployed engineers, and how to harden your local dev environment today.

July 15, 20269 min
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AI News

Coding Agents That Plan Ahead: What Anticipatory Reasoning Means for Engineers

New research shows LLM coding agents don't just react—they plan ahead. We break down the paper's findings on anticipatory reasoning, why it matters for building reliable agentic systems, and how to try it today.

July 15, 202611 min
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AI News

OpenAI Codex Encrypts Sub-Agent Prompts: A Hard Look at Agent Security

Codex now encrypts sub-agent prompts, closing a critical side-channel. Here's why it matters for agentic architectures, how to test it, and the real-world implications for FDEs building secure systems.

July 15, 20269 min
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Build Guides

Build a PDF Invoice Extractor That Outputs Structured JSON with Gemini Flash Free Tier

Build a Python pipeline that ingests messy PDF invoices and receipts, extracts text with PyPDF2, and structures it into clean JSON using Google Gemini Flash's free tier. No paid APIs required.

July 15, 202612 min
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Build Guides

Build a SQL Analyst Agent with LlamaIndex and Groq’s Free Tier

Ship a text-to-SQL agent that translates plain English into Postgres queries using LlamaIndex and Groq's free Llama 3 70B. Step-by-step code, zero-cost infra, and production tips.

July 15, 20269 min
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Build Guides

Build a Voice Assistant for Your Terminal with Local Whisper, Ollama, and Piper TTS

Wire up a fully local, zero-cost voice assistant in your terminal. We'll chain Whisper STT, Ollama (Llama 3), and Piper TTS with Python to build a talking CLI.

July 15, 202611 min
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Build Guides

Build a Cold Email Personalizer with Groq's Free LLM and Python

Build a script that reads a prospect CSV, scrapes their LinkedIn or website with Firecrawl's free tier, and generates hyper-personalized cold email opening lines using Groq's free Llama 3 70B API.

July 15, 202611 min
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Guides

Forward Deployed Engineer AI: How the Role Is Evolving in the LLM Era

Explore how the Forward Deployed Engineer role is transforming with AI and LLMs. Learn the new technical stack, core AI skills, and compensation bands for FDEs in 2025.

July 14, 202610 min
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Guides

AI Engineer Salary in Canada: City-Wise Breakdown & Growth Potential 2025

Data-driven AI engineer salary guide for Canada in 2025. City-wise breakdowns for Toronto, Vancouver, Montreal, plus hourly rates, equity, and remote pay strategies.

July 14, 202612 min
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Guides

Palantir FDE vs FDSE: Role, Skills, Salary & Career Path Compared

Palantir FDE vs FDSE: a data-driven breakdown of responsibilities, technical depth, compensation, and career trajectories for forward deployed engineering roles.

July 14, 20268 min
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Guides

How to Land Forward Deployed Engineer Internships: A Student's Playbook

A tactical guide to landing forward deployed engineer internships. Learn the FDE skills stack, resume strategy, interview loops, and where to find these high-leverage roles in 2025.

July 14, 20268 min
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Guides

System Engineer vs Software Engineer: Which Career Path Wins in 2025?

A deep, data-driven comparison of system engineering and software engineering: daily work, required skills, salary bands, career trajectories, and how to choose without regret.

July 14, 202610 min
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Guides

Palantir Deployment Strategist vs FDE: Which Role Fits Your Skills?

Deployment Strategist or Forward Deployed Engineer? We break down the technical depth, client exposure, compensation, and career arcs to help you choose the right Palantir path.

July 14, 202611 min
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Guides

How to Choose an AI Engineer Bootcamp for Beginners: 9 Non‑Negotiables

A no‑BS guide for beginners evaluating AI engineer bootcamps. We break down curricula, cost, job outcomes, and the 9 signals that separate real training from hype.

July 14, 202610 min
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Guides

Forward Deployed Engineer Qualifications: Skills, Background & Portfolio for 2025

Master forward deployed engineer qualifications with this engineer-to-engineer guide covering technical skills, portfolio projects, and the background you need to break into the role.

July 14, 20269 min

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