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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 Interview Loop: Inside the Process and How to Prepare for Every Round

A concrete breakdown of the Forward Deployed Engineer interview at Cursor and similar AI startups. Real scenarios, tools, comp context, and a round-by-round prep guide.

August 25, 202611 min
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AI News

Xiaomi’s New CPU Core: Single-Thread Parity with Apple, Multi-Thread Lead

Xiaomi's lab-built CPU core reportedly matches Apple's single-threaded performance and surpasses it in multi-threaded workloads. Here's what that means for silicon architecture, the ARM ecosystem, and the engineers building on it.

August 25, 20269 min
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AI News

AI Coding Is Quietly Erasing Engineering Expertise—Here's How to Stop It

AI coding assistants are accelerating output but silently eroding the deep debugging, systems thinking, and architectural intuition that define senior engineers. Here's what's happening, why it matters for FDEs, and how to build an AI-resilient skillset.

August 25, 20269 min
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AI News

Agentic Flooding: How Bots DDoS Government Services and How to Detect Them

A new study characterizes how LLM-powered bots overwhelm government services. We break down the attack vectors, detection signals, and what Forward Deployed Engineers can build today to harden civic infrastructure.

August 25, 20269 min
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AI News

The agent.md File: A Systematic Prompt to Improve LLM-Assisted Code Quality

A deep dive into the agent.md technique for taming LLM code generation. Learn how a structured markdown file can enforce coding standards, reduce hallucinations, and turn a general-purpose AI into a disciplined engineering partner.

August 25, 202610 min
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AI News

Your Open-Source Model Could Have a Hidden Time-Release Backdoor: How to Audit

Open-source models can conceal time-release backdoors that bypass all standard evals. Learn how these attacks work, why they threaten production pipelines, and how to audit models before they hit your inference server.

August 25, 20269 min
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Build Guides

Build a SQL Analyst Agent That Answers Questions Over Postgres with Groq

Build a natural language SQL agent using Groq's free Llama-3 70B API, Supabase Postgres, and Streamlit. A hands-on guide with full code to query databases in plain English.

August 25, 202611 min
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Guides

Forward Deployed Engineer Salary: Ranges by Level and Company (2025)

Deep dive into forward deployed engineer salary data: base, equity, and total comp by level at Palantir, Google, and startups. Includes FDE vs SWE pay gap and negotiation tips.

August 24, 20268 min
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Guides

Forward Deployed Engineer Hiring: How to Stand Out in the Interview Process

Master the forward deployed engineer hiring process. Learn the interview loops, portfolio projects, and negotiation tactics to land a top-tier FDE role in 2025.

August 24, 20269 min
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Guides

OpenAI Forward Deployed Engineer Interview: Process, Questions & Prep

Master the OpenAI FDE interview loop with this engineer's guide. Covers the 5-stage process, technical deep-dive questions, system design in chaos, and a 3-week prep plan.

August 24, 202610 min
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Guides

Palantir FDE vs SWE: Day-to-Day Work, Comp, and Career Path Decision Guide

Unpack the real differences between Palantir Forward Deployed Engineer and Software Engineer roles: daily workflows, compensation bands, interview loops, and long-term career trajectories.

August 24, 202610 min
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Guides

Forward Deployed Engineer vs AI Engineer: Which Role Fits Your Skills?

Compare Forward Deployed Engineer and AI Engineer roles side by side. Understand salary, skills, daily work, and career path to decide which high-impact tech career fits you best.

August 24, 20269 min
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Guides

Solutions Engineer vs FDE: Scope, Skills, and Career Trajectory Compared

Solutions Engineer vs Forward Deployed Engineer: a head-to-head comparison of scope, technical depth, compensation, and career trajectory for engineers choosing their next role.

August 24, 20269 min
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Guides

What a Forward Deployed Engineer Does: Core Responsibilities & Impact

Forward Deployed Engineers bridge the gap between complex enterprise problems and working code. Learn the core responsibilities, daily impact, and required skills of an FDE.

August 24, 20269 min
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Guides

Forward Deployed Engineer vs Software Engineer: Key Differences, Salary & Career Path

Discover the critical differences between a Forward Deployed Engineer and Software Engineer. Compare salaries, daily work, skills, and career paths to decide which role fits you.

August 24, 20268 min
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Guides

FDE Interview Guide: Master Technical & Stakeholder Rounds in 2026

A no-fluff FDE interview guide covering the technical gauntlet, stakeholder management simulation, and take-home projects. Nail the forward deployed engineer loop with our 2026 framework.

August 24, 20269 min
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Guides

Cohere FDE Interview Process: What to Expect and How to Prepare

A no-fluff breakdown of Cohere's Forward Deployed Engineer interview process: coding rounds, system debugging, partner scenarios, and the exact preparation plan to land the offer.

August 24, 202612 min
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Forward Deployed

Inside the Palantir Embed: How FDEs Build Trust and Software on the Customer's Floor

Forget the mystique. A concrete breakdown of how Palantir-style Forward Deployed Engineers embed with classified and commercial clients to ship software under operational pressure, build trust, and close deals.

August 24, 20269 min
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Forward Deployed

The Highest-Leverage Skills for an FDE in the AI Era: Speed, Taste, and Data Wrangling

AI won't replace the FDE—it will replace the FDE who can't move at machine speed. Master the three highest-leverage skills: velocity of execution, engineering taste, and ruthless data wrangling.

August 24, 20268 min
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Forward Deployed

The FDE Portfolio: 4 Projects to Prove You Can Ship in the Customer's Chaos

Skip the todo apps. Learn the 4 high-signal projects that prove you can debug prod data, integrate spaghetti APIs, and ship under pressure—the only signals FDE hiring managers actually read.

August 24, 20268 min
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Forward Deployed

What a Forward Deployed Engineer Actually Does in a Week: A Chronological Deep Dive

A real-world, hour-by-hour breakdown of an FDE's week, from debugging a customer's Kafka cluster at 2 AM to whiteboarding a new feature in a SCIF. No theory, just the concrete chaos.

August 24, 20269 min
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AI News

Decayfmt: The File Format That Corrupts Itself as a Feature, Not a Bug

Decayfmt is a file format that deliberately corrupts data on every read. We break down the state-machine design, why bit-rot as a feature challenges data permanence dogma, and how Forward Deployed Engineers can use it for ephemeral prototyping.

August 24, 202610 min
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AI News

Claude Mythos 5 for Cybersecurity: Practical Defensive Workflows for Engineers

Anthropic's Claude Mythos 5 brings structured reasoning and massive context to defenders. Here's how engineers and FDEs can weaponize it for real-world SOC workflows, malware analysis, and threat hunting today.

August 24, 20269 min
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AI News

NanoGPT Speedrun Frontier: How Low Can LLM Training Costs Really Go?

The NanoGPT Speedrun smashed the cost floor for training GPT-2-class models to $4.50. We break down the algorithmic stack, why this matters for forward-deployed engineers building on the edge, and how to reproduce the results yourself.

August 24, 202610 min

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