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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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Build Guides

Build a WhatsApp Customer-Support Agent Backed by Your Docs Using Free AI

Deploy a production-grade WhatsApp bot that answers questions from your docs. Uses Cloudflare Workers AI, Pinecone free tier, and TypeScript—all free to run.

July 18, 202610 min
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Build Guides

Build a Resume Tailoring Agent That Rewrites Your CV for a Specific Job Description Using Gemini

Build a Python agent that ingests your base resume and a job description, then uses Gemini's free tier to rewrite bullet points and output an ATS-optimized LaTeX PDF—all for free.

July 18, 202610 min
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Build Guides

Deploy a RAG Chatbot Over Your PDFs and Notes with Qdrant Free Tier & Groq

Build a local-first RAG chatbot that answers questions from PDFs and markdown notes with source citations using Groq, Qdrant free tier, LlamaIndex, and Streamlit.

July 18, 20269 min
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Guides

xAI Forward Deployed Engineer Interview: Breakdown & Prep Guide

A practical, high-signal guide to the xAI Forward Deployed Engineer interview loop: coding, system design, and the unique Grok integration stage. No fluff.

July 17, 20269 min
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Guides

AI Engineer Careers Remote: The Work-from-Anywhere Blueprint

A practical guide to launching and scaling a remote AI engineering career. Covers skills, portfolio projects, job boards, salary data, and the no-experience entry path.

July 17, 202611 min
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Guides

AI Engineer Jobs NYC 2025: Skills, Salaries & How to Land Your First Role

A practical engineer's guide to landing AI engineer jobs in NYC. Covers the real skill stack, portfolio projects that bypass HR filters, and NYC-specific networking tactics.

July 17, 20268 min
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Guides

How to Become a Military Engineer: Education, Skills & Career Paths

A rigorous, no-fluff guide on how to become a military engineer. Covers officer vs. enlisted routes, degree requirements, ASVAB scores, combat engineering reality, salary data, and career transitions.

July 17, 20268 min
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Guides

AI Engineer Career Progression: From Junior to Staff and Beyond

Master the AI engineer career progression from Junior to Staff and beyond. Real-world ladder, salary data, skill checklists, and no-fluff strategies to accelerate your path.

July 17, 202610 min
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Guides

What Is a Forward Deployed Engineer for AI? Role, Skills & Why Companies Hire

A forward deployed engineer for AI bridges the gap between lab-grade models and messy enterprise reality. Learn the role, required skills, salary data, and why it's the most critical technical hire for AI-native companies.

July 17, 202610 min
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Guides

Is Forward Deployed Engineer the Hottest Job in AI Right Now?

Forward Deployed Engineers bridge impossible gaps between frontier AI models and enterprise reality. Here's why FDE is the most coveted, high-agency role in 2025.

July 17, 202610 min
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Guides

Forward Deployed Engineer Projects That Prove You Can Ship Fast

Build a portfolio of forward deployed engineer projects that demonstrate rapid prototyping, customer empathy, and production-grade delivery without deep ML expertise.

July 17, 202610 min
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Guides

Do You Need LeetCode for FDE Interviews? Realistic 2026 Prep Guide

Stop grinding DP blindly. We analyze real FDE interview loops at Palantir, Anthropic, and C3.ai to show exactly when LeetCode matters and when debugging customer environments matters more.

July 17, 20269 min
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Guides

FDE Coding Interview: What You'll Actually Be Asked to Build

Forget LeetCode marathons. The FDE coding interview tests real-world integration, debugging, and API orchestration. Learn the 4 problem types, see real prompts, and prepare to build.

July 17, 202611 min
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Forward Deployed

Case Study: Deploying an LLM Feature That Survived Enterprise Security Review

A step-by-step technical playbook for deploying an LLM feature at an enterprise customer, navigating InfoSec reviews, data residency, and air-gapped inference. Real decisions, architecture, and the career context for Forward Deployed Engineers.

July 17, 20269 min
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Forward Deployed

Building Trust with Non-Technical Stakeholders as a Forward Deployed Engineer

Concrete tactics for FDEs to translate technical chaos into business confidence. Learn to scope, communicate risk, and present data without losing the room.

July 17, 20269 min
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Forward Deployed

Metrics an FDE Actually Owns: Time-to-Value, Adoption, and Expansion Revenue

Stop measuring vanity activity. Forward Deployed Engineers own business outcomes: compress Time-to-Value to days, drive deep feature adoption, and design expansion paths that compound revenue. Real workflows, comp impact, and no fluff.

July 17, 202610 min
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Forward Deployed

How AI-Native Startups Use Forward Deployed Engineers to Win Enterprise Deals

A concrete playbook on how AI-native startups weaponize FDEs to close enterprise deals. Covers the technical integration playbook, security review survival, and the multi-million dollar bridge from API to production.

July 17, 20268 min
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Forward Deployed

Case Study: Deploying an LLM Feature That Survived Enterprise Security Review

A step-by-step FDE playbook for shipping an LLM-powered summarization feature into a locked-down bank. Covers data egress, zero-retention prompts, air-gapped deployment, and the SOC2 audit that almost killed the project.

July 17, 20268 min
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Forward Deployed

Debugging in the Customer's Environment Without Direct Access: The FDE Playbook

A concrete playbook for Forward Deployed Engineers debugging production issues in locked-down customer environments. Techniques for remote diagnosis, evidence collection, and resolving critical bugs when you can't touch the system.

July 17, 202610 min
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AI News

Training a Meta-RL Agent to Train Other Models for Under $1.3K

A solo engineer built a meta-reinforcement learning agent that trains child models, all for ~$1.3K in compute. Here's the architecture, why it matters for FDEs, and how to run it today.

July 17, 202610 min
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AI News

Deja Vu: SSH-Synced Agent Memory for Self-Hosted Coding Workflows

Deja Vu gives coding agents persistent memory by syncing a SQLite database over SSH. Here's how it works, why it matters for self-hosted AI workflows, and how to wire it up today.

July 17, 202612 min
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AI News

Classical ML vs. Neural Detectors: Spotting LLM Text Like an Engineer

Forget the AI detector snake oil. We break down a practical approach using classical machine learning to catch LLM-generated text, why it outperforms neural networks, and how to build your own.

July 17, 20268 min
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AI News

LM Studio Bionic: Running AI Agents with 100% Local Open Models

LM Studio Bionic lets you build and run AI agents entirely on local, open-weight models. No cloud APIs, no data leakage. Here's how it works, why it matters for forward-deployed engineers, and a hands-on guide to getting started.

July 17, 20269 min
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AI News

Kimi K3: What Open-Source Frontier Models Reveal About RL Scaling for Reasoning

Moonshot AI's Kimi K3 hits the open-source scene with frontier-level reasoning. We dissect its RL scaling recipe, multimodal MoE architecture, and what it means for engineers shipping real products.

July 17, 20269 min

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