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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 Screenshot-to-Code Agent Using LLaVA via Ollama and Open-Source Tools

Turn UI screenshots into live HTML/CSS with a local pipeline. Use LLaVA via Ollama for vision-to-code generation and Playwright for instant previews, all running free on your machine.

July 17, 20269 min
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Build Guides

Build a Calendar-Scheduling Agent That Negotiates Over Email with Gemini Free Tier

Engineer an AI bot that parses meeting requests, checks Google Calendar, and auto-negotiates times via Gmail using Gemini free tier, n8n, and GCP free credits.

July 17, 202610 min
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Guides

AI Engineer Job Market 2025: Demand, Hiring Trends, and Required Skills

The AI Engineer job market in 2025 is exploding, but the role is splitting into deep research and product engineering. Here's the data breakdown, salary bands, and exact skills you need.

July 16, 202610 min
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Guides

Databricks FDE Interview: Coding, System Design, and Customer Scenarios

Master the Databricks FDE interview loop with a deep dive into coding, system design, and customer-scenario rounds. Learn what to expect, how to prepare, and the exact technical depth required to land the $600K+ offer.

July 16, 202610 min
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Guides

AI Engineer Salary in India 2025: Bands by Experience, City & Company

Real AI engineer salary in India data for 2025. See bands for 0-10+ years experience, city-wise pay in Bangalore vs Pune, and tier-1 vs startup equity. No fluff.

July 16, 202610 min
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Guides

Are AI Engineering Bootcamps Worth It in 2025? Skills ROI Decoded

Hard data on whether coding bootcamps deliver ROI in the age of AI. We break down costs, placement stats, and the specific skills that actually get you hired.

July 16, 20267 min
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Guides

AI Engineer Salary NYC 2025: Market Rates, Equity & Negotiation Tactics

Real 2025 AI engineer salary data for NYC: from $145K entry-level to $600K+ at OpenAI. Includes equity structures, hourly rates, and negotiation scripts for senior roles.

July 16, 202610 min
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Guides

Forward Deployed Engineer vs Software Engineer Salary: Scope, Ownership & Comp

A data-driven breakdown of FDE vs SWE roles: salary bands, equity, skills, and the brutal ownership trade-offs. Includes Palantir/Google comp data and tactical career advice.

July 16, 20269 min
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Guides

AI Engineer Job Responsibilities: Core Duties and What You'll Actually Build

Cut through the hype. A practical breakdown of AI engineer job responsibilities—from prompt engineering to deploying RAG systems—and the code you'll ship daily.

July 16, 202610 min
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Guides

What a Forward Deployed Engineer Does: Role, Scope, and Daily Reality

Forward Deployed Engineers bridge the gap between complex AI products and high-stakes customer problems. Learn the real role, scope, skills, and daily grind of an FDE.

July 16, 20269 min
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Guides

AI Prompt Engineer Jobs: Qualifications, Skills & Portfolio Guide

Crack AI prompt engineer jobs: qualifications that matter, the 5 core skills, portfolio projects that get you hired, and salary bands—without the fluff.

July 16, 202611 min
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Guides

Land AI Engineer Jobs with No Experience: The Portfolio-First Blueprint

Stop chasing degrees. Learn the portfolio-first strategy that lands AI Engineer jobs with no experience by building production-grade artifacts that prove you can ship.

July 16, 20269 min
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Forward Deployed

Writing Customer-Facing Technical Docs That Actually Get Read and Used

Engineers often treat docs as an afterthought, but in customer-facing roles, a crisp integration guide is the product. Learn to kill cognitive load, structure for skimmers, and instrument your docs like production code.

July 16, 20269 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 air-gapped or restricted customer environments. Covers telemetry, proxy tooling, and how to structure your resume to prove you can fix code you can't touch.

July 16, 20267 min
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Forward Deployed

FDE Career Pivot: How Backend & Frontend Engineers Break Into Forward Deployed AI Roles

Transitioning from backend or frontend into an AI Forward Deployed Engineer role isn't about a PhD. It's about mastering a new T-shaped skillset: chaining APIs, prompt engineering, and ruthless prototyping. Here's the concrete playbook.

July 16, 20268 min
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Forward Deployed

FDE Playbook: From Customer Chaos to Shipped Prototype in 5 Days

A concrete playbook for Forward Deployed Engineers: how to triage a messy enterprise problem, scope a zero-to-one prototype, and ship working code in a single week. Real tools, decisions, and comp context.

July 16, 202611 min
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Forward Deployed

Solutions Engineer vs Software Engineer: The Trust-Building Playbook

Stop coding in a silo. Master the trust-driven workflow that separates solutions engineers from software engineers. Real tactics for alignment, demo psychology, and comp.

July 16, 20267 min
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Forward Deployed

What a Forward Deployed Engineer Actually Ships in a 60-Hour Week

A concrete, engineer-to-engineer breakdown of what a Forward Deployed Engineer (FDE) ships during a 60-hour sprint in an AI startup. We cover real code, customer firefights, and architecture decisions—no hype.

July 16, 202610 min
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Forward Deployed

How Palantir-Style FDEs Embed with Customers: The Immersion Playbook

A concrete playbook for Forward Deployed Engineers on customer immersion: how to embed, map the power hierarchy, build trust, and ship code that sticks—not just demos that impress.

July 16, 20266 min
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Forward Deployed

After the Ink Dries: How FDEs Partner with Product and Core Engineering Post-Sale

The deal is closed, but the real work begins. A tactical playbook for Forward Deployed Engineers on navigating the post-sale handoff, driving product feedback loops, and preventing the 'valley of death' between Sales and Core Engineering.

July 16, 20269 min
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Forward Deployed

What a Forward Deployed Engineer Ships in a 60-Hour Week at an AI Startup

A concrete, hour-by-hour dissection of an FDE's week: debugging customer RAG pipelines, shipping POC features, and navigating the messy reality between sales promises and production code.

July 16, 202611 min
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Forward Deployed

FDE Compensation Reality: Salary Bands, Equity, and Negotiation Tactics

Real FDE compensation data: salary bands by stage, equity structures, and concrete negotiation tactics. Learn how to map your value to the right leverage points.

July 16, 202610 min
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AI News

Inkling Open-Weights: What a New Contender Means for the Model Landscape

Thinking Machines just dropped Inkling, an open-weights model built for reasoning. We cut through the noise to show engineers what actually changed, how to run it locally, and where it fits in your stack.

July 16, 202610 min
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AI News

Inside Grok Build: Why xAI Open-Sourcing Its Agent Toolkit Matters

xAI just open-sourced Grok Build, the internal orchestrator behind their agent workflows. Here's the engineering breakdown: what it is, why it flips the script on agent design, and how to run it locally today.

July 16, 20269 min

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