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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

The Memory Heist: How Indirect Prompt Injection Extracts Claude's Persistent Context

A walkthrough of indirect prompt injection against Claude's persistent memory, why it's a critical vector for forward-deployed engineers, and how to exploit and mitigate it in production LLM pipelines.

July 16, 202612 min
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AI News

Running a 26B LLM on a 13-Year-Old CPU: The Inference Optimization Stack

How Neomind Labs coaxed 5 tokens/sec from Gemma 4 26B on an ancient Xeon with no GPU. We break down the quantization, caching, and kernel stack that makes it possible—and what FDEs should steal from it.

July 16, 202612 min
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AI News

Why DSLs Are the Missing Link for Production-Grade LLM Applications

LLMs are probabilistic, but production systems demand determinism. Learn how Domain-Specific Languages bridge the gap, turning unreliable natural language into structured, verifiable outputs that forward-deployed engineers can actually ship.

July 16, 20268 min
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Build Guides

Build a Study Flashcard Generator That Turns Lecture Notes into Anki Decks with Groq's Free LLM

Script a free Python tool that chunks lecture PDFs or Markdown notes and uses Groq's free Llama-3.1-70B to generate high-signal question-answer pairs in Anki CSV format, ready for import.

July 16, 202611 min
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Build Guides

Build a Multi-Agent Research Assistant with Gemini Flash Free Tier

Build a planner-searcher-writer agent system using Google Gemini Flash's free tier. Decompose topics, fetch live web results via SerpAPI, and synthesize structured briefs with Python and LangChain.

July 16, 202611 min
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Guides

Palantir FDE Exit Opportunities: Where Forward Deployed Engineers Go Next

A tactical guide to Palantir FDE exit opportunities. Career paths, salary comps, and how to translate your deployment scars into high-leverage startup, big tech, or founder roles.

July 15, 20268 min
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Guides

How to Get a Job as an AI Engineer: The Skills That Actually Matter

Stop chasing hype. Learn the exact engineering skills, system design patterns, and portfolio projects that bypass HR filters and get you hired as an AI Engineer in 2025.

July 15, 20269 min
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Guides

What Does a Forward Deployed Engineer Mean? Role, Scope & Reality

A forward deployed engineer embeds with customers to ship high-impact solutions under fire. Learn the real job scope, FDE vs SWE, salary data, and how AI redefines the role.

July 15, 20269 min
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Guides

Palantir FDE Interview: Decomposition, Debugging & Prep Guide

Master the Palantir Forward Deployed Engineer interview loop. Tactical prep for decomposition, debugging, and system design with real patterns and sample questions.

July 15, 202611 min
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Guides

How to Become an Army Engineer: Qualifications, Training & Career Transition

A practical, no-fluff guide on how to become an army engineer. Covers officer vs. enlisted paths, MOS qualifications, ASVAB scores, training pipelines, and transitioning to civilian engineering roles.

July 15, 20269 min
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Guides

Forward Deployed Engineer Hong Kong: Roles, Salaries & Top Hiring Companies

Explore Forward Deployed Engineer roles in Hong Kong: salary benchmarks, key hiring companies, required skills, and how to break into this high-impact AI/tech career.

July 15, 20269 min
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Guides

Databricks AI SDE Interview: Coding, System Design & ML Rounds

Inside the Databricks AI SDE interview loop: coding patterns, system design for lakehouse architecture, and ML engineering rounds. Prep tactics and real questions.

July 15, 20269 min
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Guides

Forward Deployed Engineer New Grad: Internships, Skills & Application Tips

A tactical guide for new grads breaking into Forward Deployed Engineering. Covers internships, essential technical skills, resume tips, and the interview loop.

July 15, 202610 min
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Guides

Forward Deployed Engineer Salary Bangalore: Product vs Service Companies (2026)

Realistic FDE salary in Bangalore for freshers to seniors. Compare product vs service company pay, equity, and the skills that unlock ₹1 Cr+ packages in AI.

July 15, 202611 min
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Guides

Palantir FDE Work-Life Balance: Travel, On-Call & Burnout Reality

The unfiltered reality of Palantir FDE work-life balance: 50-80% travel, on-call pressure, and burnout risks weighed against mission-driven work and elite comp.

July 15, 202614 min
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Forward Deployed

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

Stop building CRUD apps. A Forward Deployed Engineer portfolio proves you can decompose messy enterprise problems, ship high-stakes prototypes in days, and handle the full-stack chaos of AI integration. Here’s exactly what to build.

July 15, 20269 min
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Forward Deployed

FDE vs Solutions Engineer vs Sales Engineer: Scope, Comp, and Ownership Compared

A concrete engineer-to-engineer breakdown of Forward Deployed Engineer, Solutions Engineer, and Sales Engineer roles. Real scope differences, compensation bands, ownership models, and how to choose your path in enterprise AI.

July 15, 202612 min
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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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