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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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AI News

Gemini 3.5 Flash Cyber: Running Security-Focused LLMs at Scale

Google just shipped a security-hardened LLM. We dissect Gemini 3.5 Flash Cyber for engineers: how it differs from standard models, why it matters for FDEs, and how to run it today.

July 22, 202610 min
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Build Guides

Build a Competitor Monitoring Agent That Alerts on Site Changes Using Playwright

Scrape competitor sites, diff content against a baseline, and get Slack alerts with human-readable summaries—all using Playwright, Groq, and free-tier tools.

July 22, 202610 min
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Build Guides

Build a YouTube-to-Blog Repurposing Agent Using Whisper and a Free LLM

Pipeline to download audio with yt-dlp, transcribe locally with Whisper, and structure a polished blog post via Groq's free LLM tier. Zero-cost content repurposing in ~100 lines.

July 22, 20269 min
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Build Guides

Turn UI Screenshots Into Production Code With a Free Vision LLM

Build a Python pipeline that captures UI screenshots with Playwright and converts them into clean HTML/CSS or React code using a free Hugging Face vision model. Zero-cost, production-ready starting point.

July 22, 202611 min
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Build Guides

Build a GitHub Issue Triager That Auto-Labels and Routes to the Right Owner

Build a zero-cost GitHub Actions bot that uses Groq's fast Llama 3 inference to auto-label, prioritize, and assign new issues. Complete implementation guide with code.

July 22, 202611 min
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Guides

Forward Deployed Engineer Learning Path: A Practical Roadmap to Break In

Master the forward deployed engineer learning path with this no-fluff roadmap. From systems thinking to prototyping, learn the skills that bridge engineering and customer impact.

July 21, 202611 min
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Guides

Palantir FDSE Intern Interview Guide: Process, Questions & Prep

A tactical breakdown of the Palantir FDSE intern interview process: decomp, coding, and hiring manager rounds, plus exact question types and a week-by-week prep plan.

July 21, 202611 min
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Guides

Product Engineer vs Forward Deployed Engineer: Scope, Skills and Daily Work

Product Engineer vs Forward Deployed Engineer: a deep dive into scope, skills, daily workflows, and compensation. Learn which role fits your startup or career path.

July 21, 20269 min
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Guides

Forward Deployed Engineer Origin: How Palantir Invented the FDE Role

Trace the forward deployed engineer origin story from Palantir's battlefield roots to AI-native startups. Learn why the FDE model redefines technical sales and deployment.

July 21, 202613 min
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Guides

Forward Deployed Engineer Program: Build FDE Skills Through Training

Master the forward deployed engineer program with a practical training roadmap. Learn the technical depth, customer empathy, and systems thinking required to ship high-stakes prototypes in days.

July 21, 20269 min
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Guides

Demand for Forward Deployed Engineer: 2025 Career Outlook & Future Trends

Explore the surging demand for Forward Deployed Engineers. We analyze job data, salary trends, required skills, and why FDEs are critical for AI-native startups in 2025.

July 21, 20268 min
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Guides

Forward Deployed Engineer Projects: 5 Real-World Scenarios That Win Deals

Stop building demoware. Dive into 5 real-world forward deployed engineer projects—from zero-day patching to LLM routing—that turn messy enterprise data into revenue.

July 21, 202610 min
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Guides

How to Become an AI Engineer in India: Skills, Courses & Career Path (2025)

A practical, no-fluff guide on how to become an AI engineer in India. Covers skills, costs, salaries, degree vs. non-degree paths, and project-based learning.

July 21, 20268 min
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Guides

Palantir FDE Salary & LeetCode Prep: What to Expect in 2025

Breakdown of Palantir FDE salary bands ($185K-$400K+), the exact LeetCode difficulty to expect, and why the Forward Deployed interview is a different beast from standard SDE loops.

July 21, 20269 min
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Guides

FDE Technical Interview: Key Question Types & How to Prepare

Master the FDE technical interview with a breakdown of coding, system design, API integration, and debugging rounds. Learn what top-tier firms actually test and how to prepare without wasting time.

July 21, 202610 min
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Forward Deployed

What a Forward Deployed Engineer Actually Does in a Week: A Time Audit

A real-world breakdown of the FDE weekly cycle: 30% code, 40% customer context, and 30% unblocking. Ditch the abstract role definitions—here's the concrete time audit.

July 21, 20269 min
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Forward Deployed

Deploying an LLM Feature at a Regulated Enterprise in 5 Days

A concrete case study on shipping a private LLM feature inside a Fortune 500 bank. Covers on-premise architecture, red-teaming, compliance, and the FDE comp context.

July 21, 20267 min
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Forward Deployed

Debugging in the Customer’s Environment When You Have Zero Direct Access

A forward deployed engineer's playbook for diagnosing production issues without SSH, VPN, or logs. Concrete techniques, proxy tools, and escalation frameworks for zero-access environments.

July 21, 20269 min
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Forward Deployed

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

Forward Deployed Engineers don't just ship code—they ship business outcomes. Here's exactly how to measure and maximize Time-to-Value, Adoption, and Expansion Revenue to justify your forward deployed engineer salary and move the needle on the deals that matter.

July 21, 20268 min
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Forward Deployed

From Messy Customer Problem to Shipped Prototype in One Week: An FDE Playbook

A concrete, week-long playbook for Forward Deployed Engineers. Learn the high-signal skills required to triage messy enterprise problems, build trust, scope an MVP, and ship a working prototype that unblocks six-figure deals.

July 21, 20269 min
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Forward Deployed

How Palantir-Style FDEs Embed with Customers to Unblock Deployments and Drive Adoption

A concrete playbook on how Forward Deployed Engineers embed inside customer teams, debug production blockages, ship custom integrations, and turn stuck pilots into expansion revenue—no theory, just the real workflow.

July 21, 20269 min
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Forward Deployed

How AI-Native Startups Use FDEs to Win Complex Enterprise Deals and Reduce Churn

Forward Deployed Engineers are the secret weapon for AI startups landing six-figure enterprise contracts. This case study breaks down how FDEs bridge the gap between frontier models and Fortune 500 security checklists, turning technical churn into expansion revenue.

July 21, 20269 min
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AI News

Nativ: Run Frontier Open Models Locally on Your Mac Without the Ops Overhead

Nativ bundles a local API server, chat UI, and model downloader into a single native macOS app. Engineers and FDEs can now run Llama 3, Mistral, and other frontier open models locally with zero YAML wrangling.

July 21, 202611 min
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AI News

Measuring AI Writing on arXiv: Where Detection Breaks Down

A deep dive into measuring LLM-generated text on arXiv using statistical proxies like 'marker words.' We unpack the methodology, the engineering pitfalls of false positives, and why rigid detectors fail against evolving models.

July 21, 20268 min

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