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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 vs SRE: Role, Impact, and Career Paths Compared

Forward Deployed Engineer vs SRE: a tactical breakdown of responsibilities, coding depth, compensation, and career leverage. Learn which path fits your engineering DNA.

August 16, 202611 min
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Guides

AI Engineer vs Software Engineer: Career Path, Skills, and Salary Compared

AI engineer vs software engineer: a no-fluff comparison of skills, career paths, and salary data. Learn which role fits your strengths and how to pivot without starting over.

August 16, 202610 min
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Guides

Forward Deployed Engineer vs Software Engineer: Role, Skills, and Career Path

Forward Deployed Engineer vs Software Engineer: a deep dive into responsibilities, skills, compensation, and career arcs. Learn which path fits your engineering DNA.

August 16, 20269 min
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Guides

AI Engineer Job Scope 2025: Defining the Boundaries of the Role

The AI Engineer job scope in 2025 blends applied research, backend engineering, and product sense. Learn the exact role boundaries, required skills, salary bands, and daily workflows.

August 16, 202611 min
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Guides

Forward Deployed Engineer Careers: Your Launchpad to CTO and Founder Roles

Forward deployed engineer careers blend elite coding, client empathy, and systems thinking. Learn the FDE role, salary data, required skills, and how this path fast-tracks you to CTO and founder.

August 16, 202612 min
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Guides

Forward Deployed Engineer at Palantir Australia: Salary, Perks, and How to Get Hired

Real data on Palantir FDE salary in Australia, from AUD $120k to $300k+. Explore comp structure, perks, the interview loop, and how to position yourself for success.

August 16, 20267 min
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Guides

AI Engineer vs Software Engineer: Career Path, Skills, and Salary Compared

AI engineer vs software engineer: a practical comparison of day-to-day work, required skills, career paths, and salary data. Learn which role fits your goals.

August 16, 202610 min
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Guides

Forward Deployed Engineer Average Salary: 2025 Global City-by-City Breakdown

Real forward deployed engineer average salary data for SF, NYC, London, and 8 other hubs. See how equity, travel, and security clearance factor into FDE comp.

August 16, 20269 min
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Forward Deployed

The FDE Interview Loop: How to Prepare for Decomposition, Debugging, and Client Swirl

A concrete guide to the FDE interview loop covering decomposition, debugging under pressure, and navigating client ambiguity. Real scenarios, signal patterns, and prep tactics.

August 16, 202610 min
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Forward Deployed

From FDE to Founder: Why Forward Deployment Is the Ultimate Startup Prep in the AI Era

Forward Deployed Engineers master the exact skills founders need: zero-to-one prototyping in messy customer environments, ruthless scope-cutting, and turning ambiguous problems into shipped AI products. Here's why the FDE path is a startup founder's secret weapon.

August 16, 202610 min
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Forward Deployed

The FDE Weekly Rhythm: Embed, Ship, and Expand in a Live Customer Environment

Master the Forward Deployed Engineer's weekly operating cadence. Learn the concrete rhythms of embedding, shipping, and expanding inside high-stakes customer environments—from Monday triage to Friday expansion.

August 16, 20269 min
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Forward Deployed

The FDE Interview Loop: Prepare for Decomposition, Debugging & Client Swirl

A concrete breakdown of the Palantir FDE interview loop—decomposition, debugging, and client swirl. Real scenarios, prep tactics, comp numbers, and no fluff.

August 16, 20269 min
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Forward Deployed

The FDE Weekly Rhythm: Embed, Ship, and Expand in a Customer Environment

A concrete playbook for Forward Deployed Engineers in New York: how to structure your week from on-site embedding to shipping high-signal expansions. Real workflows, comp context, and no fluff.

August 16, 20269 min
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AI News

Adversarial Prompts in Legal Docs: An LLM Supply Chain Attack Case Study

A man injected hidden text into court filings to hijack a suspected AI summary. We unpack the prompt injection mechanics, why this is a critical supply chain risk for engineers deploying RAG pipelines, and how to test your own systems against it.

August 16, 20269 min
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AI News

When a Model Feels Worse: Quantifying Regressions in Instruction Following

Why does a new model release feel clunky and pedantic? We break down a reproducible method to quantify tone and instruction-following regressions, moving from vibes to hard data.

August 16, 20269 min
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AI News

Beyond Linear Chat: Building Editable Context DAGs for Multi-Turn LLM Reasoning

Linear chat chains break complex reasoning. Learn how editable context DAGs let you branch, merge, and prune LLM conversations, turning chaotic threads into structured engineering workflows.

August 16, 202611 min
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AI News

Prompting as Delegation: Why AI-Assisted Coding Mirrors Engineering Management

AI-assisted coding isn't a faster way to type—it's a leadership exercise. Learn why shifting from syntax to specification mirrors engineering management and how to delegate effectively to LLMs.

August 16, 202610 min
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AI News

Claude Code Sessions: Cost Engineering and Context Reuse Patterns That Ship Faster

Stop burning tokens on repetitive context. Master Claude Code session hygiene with compaction, CLAUDE.md, and Git worktrees to slash latency, cut costs, and keep your flow state intact.

August 16, 20269 min
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Build Guides

Build a GitHub PR Review Bot with Groq + Local Ollama Fallback

Ship a free-tier GitHub App that posts inline diff comments using Groq's fast LLMs, with a local Ollama fallback for sensitive repos. Full Cloudflare Worker code included.

August 16, 202610 min
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Build Guides

Automate Daily Slack Channel Summaries with n8n and Groq’s Free Tier

Build a zero-cost n8n workflow that fetches yesterday's Slack messages, runs them through Groq's free Mixtral model, and posts a clean digest back to a channel every morning.

August 16, 202610 min
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Guides

Databricks FDE Interview Questions: A Signal-First Prep Guide

Master Databricks FDE interview questions with a signal-first approach. Covers coding, architecture, scenario-based, and behavioral rounds with real patterns from recent loops.

August 15, 202610 min
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Guides

Forward Deployed Engineer vs SRE: Role, Impact, and Career Paths Compared

Forward Deployed Engineer vs SRE: a technical breakdown of responsibilities, required skills, salary expectations, and how each role drives business value differently.

August 15, 20268 min
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Guides

Forward Deployed Engineer Salary Levels: An FYI Compensation Breakdown

A data-driven breakdown of forward deployed engineer salary levels by company, tier, and experience. See real FYI compensation ranges from Palantir to startups.

August 15, 202612 min
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Guides

Forward Deployed Engineer Questions: A Signal-First Interview Prep Guide

Master the forward deployed engineer interview with high-signal questions, technical breakdowns, and strategic frameworks. Covers Palantir, Google, and Anthropic FDE loops.

August 15, 202611 min

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