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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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Guides

Forward Deployed Engineer Pros and Cons: Is This Role Right for You?

Unpack the high-stakes reality of the Forward Deployed Engineer role. We break down the salary, travel demands, technical depth, and exit opportunities to help you decide if FDE is your career accelerator or a burnout trap.

July 13, 202610 min
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Guides

Forward Deployed Engineer vs Product Manager: Role Comparison & Fit

Forward Deployed Engineer vs Product Manager: a deep comparison of responsibilities, skills, salaries, and career trajectories. Find your best fit in technical customer-facing roles.

July 13, 202611 min
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Guides

AI Engineer Job Duties: A Day-to-Day Breakdown of Responsibilities

Cut through the hype. This is a sharp, engineer-to-engineer breakdown of what an AI engineer actually does daily: building pipelines, taming hallucinations, and deploying models.

July 13, 20268 min
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Guides

AI Engineer vs ML Engineer: Career Paths, Skills & Key Differences

AI Engineer vs ML Engineer: Compare roles, required skills, salaries, and career paths. Learn which engineering track fits your goals and how to bridge the gap.

July 13, 20269 min
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Forward Deployed

The FDE Portfolio in 2025: Projects That Prove You Can Ship in Chaos

Forget toy apps. A Forward Deployed Engineer portfolio must demonstrate speed, ambiguity absorption, and customer-facing delivery. Here's how to build one that gets you hired.

July 13, 202610 min
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Forward Deployed

A Forward Deployed Engineer's Week: Real Workflows, Not Hype

A concrete breakdown of a Forward Deployed Engineer's week: solving real customer problems, shipping fast prototypes, and bridging the gap between sales and engineering. No buzzwords, just the gritty reality.

July 13, 20269 min
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Forward Deployed

Writing Customer-Facing Technical Docs That Actually Get Read: An FDE's Guide

Stop writing documentation that collects digital dust. Learn the FDE playbook for creating customer-facing technical docs that users read, understand, and act on—driving adoption and reducing support load.

July 13, 20268 min
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Forward Deployed

How FDEs Work with Product and Engineering After the Sale: A Collaboration Model

A concrete model for how Forward Deployed Engineers partner with Product and core Engineering post-sale—from triaging escalations to shaping the roadmap with customer telemetry. No theory, just the workflows, artifacts, and comp context.

July 13, 20269 min
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Forward Deployed

The Tools an FDE Ships With: Data, Integrations, and Demos That Close Deals

A Forward Deployed Engineer's actual toolkit: the data integration platforms, API glue, and demo environments that turn messy enterprise problems into closed revenue in a single week.

July 13, 202610 min
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Forward Deployed

Scaling Yourself: The Art of an FDE Handoff to Core Engineering

A concrete playbook for Forward Deployed Engineers on executing a clean handoff. Learn when to hand off, how to structure artifacts, and how to avoid the dreaded "re-write".

July 13, 20267 min
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Forward Deployed

On-Site vs Remote FDE: Travel Realities, Burnout, and Setting Boundaries

Forward deployed engineer travel isn't glamorous—it's a logistics puzzle with high burnout risk. This guide breaks down on-site vs remote realities, comp structures, and boundary-setting tactics that keep you effective without breaking you.

July 13, 202610 min
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Forward Deployed

How FDEs Turn a Messy Customer Problem into a Shipped Prototype in a Week

A concrete playbook for Forward Deployed Engineers: compress discovery, scope ruthlessly, pick boring infra, and ship a working prototype in 5 days without burning yourself out.

July 13, 20269 min
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Forward Deployed

Deploying an LLM Feature at an Enterprise Customer: A Week-by-Week Case Study

A concrete case study of deploying an LLM feature inside a regulated enterprise. Week-by-week breakdown of on-site discovery, air-gapped architecture, prompt engineering, and the FDE comp tied to shipping high-stakes integrations.

July 13, 20269 min
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AI News

Ghost Font: How a Typeface Evades AI OCR While Staying Human-Readable

Ghost Font exploits the gap between human visual perception and machine vision to render text invisible to OCR. We break down the technique, why it matters for engineers building RAG pipelines and document extractors, and how to test it today.

July 13, 202610 min
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AI News

GPT-5.6 Agent Migration: 2.2x Speedup & 27% Cost Cut Benchmarks

Ploy's production agent migration to GPT-5.6 delivered 2.2x faster inference and 27% lower cost. We break down the benchmarks, architecture, and how engineers can replicate these gains today.

July 13, 20269 min
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AI News

Grok CLI Wire Forensics: What `grok build` Actually Sends to xAI

A packet-level analysis of the `grok build` CLI reveals it transmits a full project tree, system prompts, and binary blobs. Here's what engineers need to know about the API contract, security implications, and how to inspect it yourself.

July 13, 20269 min
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AI News

Mesh LLM: Peer-to-Peer Distributed Inference for Local-First AI Clusters

Mesh LLM over iroh splits LLM inference across peer devices without a central server. Explore the protocol, run it locally, and understand why this matters for edge AI.

July 13, 202611 min
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AI News

Claude Code Burns 33k Tokens Before Your Prompt: A Token Overhead Deep-Dive

A technical deep-dive into why Claude Code consumes 33k tokens of overhead before reading your prompt, how OpenCode slashes that to 7k, and what this means for your workflow, costs, and agent architecture.

July 13, 202610 min
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Build Guides

Build a PR Review Bot That Comments on GitHub PRs with a Free LLM

Ship an automated code reviewer that spots bugs, security flaws, and style issues on every pull request. Uses GitHub Actions, Cloudflare Workers AI free tier, and Octokit—zero cost, full control.

July 13, 202611 min
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Build Guides

Build a Notion Knowledge Assistant with Free LLMs and RAG

Index your entire Notion workspace using the API, store embeddings in Pinecone's free tier, and build a RAG chatbot with Groq's Llama 3.1 8B. Full code, zero cost.

July 13, 20269 min
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Guides

What Is a Forward Deployed Engineer Salary? 2025 Global Compensation Bands

Real forward deployed engineer salary data across Palantir, Google, and startups. See base, equity, and total comp by level, location, and company—no fluff.

July 11, 20268 min
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Guides

AI Engineer Jobs in New Zealand: 2025 Market Guide & Hiring Roadmap

Explore the AI engineer job market in New Zealand. Get salary data, required skills, top hiring companies, and a practical roadmap to land your role in 2025.

July 11, 202613 min
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Guides

AI Engineer Jobs in Japan for Foreigners: Visa Sponsorship & 2025 Openings

A no-fluff guide to landing AI engineer jobs in Japan with visa sponsorship. Covers salaries, required skills, job boards, and visa pathways for 2025.

July 11, 202611 min
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Guides

Forward Deployed Engineer at EY: Role, Salary & How to Apply

Deep dive into the Forward Deployed Engineer role at EY: responsibilities, required skills, salary bands, and a step-by-step application guide for engineers.

July 11, 202613 min

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