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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

How to Land Remote AI Engineer Jobs in India: Skills & Application Tips

Master the skills, tools, and application strategy to land high-paying remote AI engineer jobs in India. Covers salaries, demand, and a practical roadmap.

July 14, 202611 min
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Guides

How to Become a Forward Deployed Engineer: The Complete Career Path

Master the FDE career path with this no-fluff guide. Learn the exact skills, projects, and interview prep to land a Forward Deployed Engineer role, based on real Reddit discussions and insider data.

July 14, 202611 min
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Forward Deployed

Scaling Yourself: When an FDE Hands Off to Core Engineering Without Dropping Context

A tactical playbook for Forward Deployed Engineers on executing zero-context-loss handoffs to core engineering. Covers artifact-driven specs, RFC rituals, and SLA design patterns.

July 14, 20269 min
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Forward Deployed

The Tools an FDE Ships With: Data, Integrations, and Demos That Close Deals

Forget generic SaaS stacks. A real FDE ships with Python, DuckDB, and a ruthless instinct for turning messy customer data into a demo that closes a 6-figure deal before lunch.

July 14, 20268 min
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Forward Deployed

Debugging in the Customer's Environment Without Their Access: An FDE Playbook

A tactical guide for Forward Deployed Engineers to debug production issues in air-gapped, customer-hosted environments without direct shell or database access. Covers telemetry proxies, session replay, and structured evidence collection.

July 14, 20267 min
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Forward Deployed

How Palantir-Style FDEs Embed with Customers: The Forward-Deployed Model Explained

A concrete engineer-to-engineer breakdown of how Palantir's forward-deployed model actually works. Real embedding mechanics, technical workflows, comp realities, and how to replicate the model in your own career.

July 14, 202610 min
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Forward Deployed

The FDE Interview Loop: Deconstructing the Gauntlet and How to Prepare

A concrete, engineer-to-engineer breakdown of the FDE interview loop. Learn the exact stages, technical deep-dives, and strategic prep for cracking Palantir, OpenAI, and Google-style forward deployed roles.

July 14, 20268 min
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Forward Deployed

How to Break Into FDE Roles from a Backend or Frontend Background

Transitioning from backend or frontend engineering into a Forward Deployed Engineer role requires retooling for high-ambiguity problem solving. This playbook covers the exact skill gaps, project archetypes, and negotiation levers for making the switch.

July 14, 202610 min
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Forward Deployed

FDE Compensation Bands in 2025: Benchmark and Negotiate Your Offer

Decode 2025 FDE compensation bands by stage and region. Learn to reverse-engineer the recruiter’s range, anchor high with a live data script, and negotiate equity without burning the bridge.

July 14, 20269 min
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Forward Deployed

The Highest-Leverage Skills for an FDE in the AI Era: Beyond Prompt Engineering

Prompt engineering is table stakes. The highest-leverage FDE skills in the AI era are system design for non-determinism, evaluation-driven development, and translating business entropy into deterministic contracts. Real workflows, comp context, and concrete decisions inside.

July 14, 202610 min
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AI News

Benchmarking 15 Old Tesla GPUs for Modern AI Inference and Training

We dissect a brutal benchmark of 15 legacy Tesla GPUs against modern AI workloads. Discover why a $40 K80 still surprises, how VRAM and memory bandwidth dominate token generation, and what this means for engineers building inference stacks on a budget.

July 14, 202611 min
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AI News

Causality for LLMs: What Mechanistic Interpretability Means for Engineers

Mechanistic interpretability researchers are injecting causality theory into LLMs to decode reasoning. Here's the engineer's take on activation patching, causal graphs, and why it matters for debugging AI features.

July 14, 20269 min
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AI News

Mindwalk: Replay Coding Agent Sessions on a 3D Codebase Map

Mindwalk turns coding-agent sessions into 3D replays on top of your codebase structure. Learn how this spatial debugger works, why it matters for FDEs, and how to use it today.

July 14, 202611 min
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AI News

Clawk: Sandboxing Coding Agents in Disposable Linux VMs for Safety

Giving an LLM shell access is a recipe for disaster. Clawk solves this by spinning up disposable Linux VMs for coding agents. Here's the engineering breakdown and how to use it today.

July 14, 20269 min
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AI News

Apple SpeechAnalyzer vs. Whisper: On-Device Accuracy Benchmarks for Engineers

Apple's new SpeechAnalyzer API runs locally on Neural Engine. We break down the Whisper comparison benchmarks, analyze latency vs. accuracy trade-offs, and show engineers how to integrate it today.

July 14, 20269 min
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Build Guides

Build a Personal Finance Categorizer from Bank CSVs Using a Free Local LLM

Stop manually tagging transactions. Use Ollama, Python, and a local LLM to auto-categorize bank CSVs. A free, private, step-by-step engineering guide with real code.

July 14, 202610 min
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Build Guides

Build a WhatsApp Customer Support Agent Backed by Your Docs with n8n and Qdrant

Wire up a free AI agent that answers WhatsApp support queries using your own documentation. We use n8n for automation, Qdrant for vector search, and Groq's fast Llama inference—all on free tiers.

July 14, 202611 min
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Build Guides

Build a Screenshot-to-Code Agent Using Gemini Vision Free Tier & Playwright

Turn UI screenshots into clean HTML/CSS with a free CLI agent. We wire Playwright to Google Gemini Vision's free tier so you can go from pixel to code in seconds.

July 14, 202611 min
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Build Guides

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

Engineer a zero-cost content repurposing pipeline: download YouTube audio with yt-dlp, transcribe with OpenAI Whisper, and generate SEO-ready blog posts via Google Gemini's free tier. Full Python code included.

July 14, 202611 min
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Guides

How to Start an AI Engineer Career: A Practical Roadmap for 2025

A no-fluff, engineer-to-engineer roadmap to becoming an AI Engineer in 2025. Learn the exact skills, projects, and job strategies to break in.

July 13, 202610 min
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Guides

Forward Deployed Engineer UK Salary: 2025 Compensation Guide

Comprehensive 2025 salary data for Forward Deployed Engineers in the UK. Breakdowns by seniority, location, company type, and equity. Learn what top FDEs earn.

July 13, 202612 min
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Guides

Palantir FDE Interview Loop: The Brutal Process & How to Prep

A high-signal breakdown of the Palantir Forward Deployed Engineer interview loop. Covers the decomposition, learning, and hiring manager rounds based on insider Blind data.

July 13, 202611 min
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Guides

AI Engineer Job Interview Questions: Technical & Behavioral Prep Guide

Master AI engineer job interview questions with this technical and behavioral guide. Covers ML coding, system design, LLM deployment, and culture-fit prep for 2026.

July 13, 202610 min
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Guides

Is AI Engineer a Good Career in 2025? Satisfaction, Growth & Stability Data

Hard data on AI engineer job satisfaction, salary growth, and career stability. Is AI engineering just hype or a durable career? We break down the numbers.

July 13, 20268 min

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