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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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Forward Deployed

FDE Compensation Bands & How to Negotiate Your Offer in 2025

Real forward deployed engineer salary levels.fyi data, equity ranges, and tactical negotiation strategies. Learn what Palantir, Scale AI, and startups actually pay FDEs.

July 11, 20269 min
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Forward Deployed

The FDE Portfolio: What to Build to Get Hired in 2026

Stop building toy apps. Learn what real Forward Deployed Engineer portfolios look like: customer-facing demos, integration hacks, and TAM models that land $200K+ offers.

July 11, 202611 min
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Forward Deployed

Forward Deployed Engineer Interview Prep: The Real Loop (2026)

A no-fluff playbook for the Forward Deployed Engineer interview loop. Covers technical screens, customer-scenario rounds, and comp negotiation with real scenarios and data.

July 11, 20269 min
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Forward Deployed

How AI-Native Startups Use FDEs to Win Enterprise Deals: A Playbook

A concrete engineer-to-engineer breakdown of how AI-native startups deploy Forward Deployed Engineers to close complex enterprise deals, from technical validation to production integration, with real workflows, comp context, and no hype.

July 11, 202610 min
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Forward Deployed

FDE vs Solutions Engineer vs Sales Engineer: A Hands-On Comparison

A no-fluff, engineer-to-engineer comparison of Forward Deployed, Solutions, and Sales Engineers. Real workflow differences, compensation ranges, and which role fits your career goals.

July 11, 20269 min
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Forward Deployed

Building Trust with Non-Technical Stakeholders: An FDE's Field Guide

Practical strategies for Forward Deployed Engineers to earn trust with non-technical stakeholders—through shared metrics, on-site rituals, and translating ambiguity into revenue.

July 11, 202611 min
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Forward Deployed

Debugging in the Customer's Environment Without Their Access: A Forward Deployed Engineer's Playbook

A concrete playbook for debugging customer-prem software when you have zero access. Covers telemetry design, live trace patterns, secure artifact capture, and the career context that makes this an FDE superpower.

July 11, 202610 min
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Forward Deployed

What a Forward Deployed Engineer Actually Does in a Week (Real Workflows, Not Hype)

A concrete breakdown of a Forward Deployed Engineer's weekly workflow—real scenarios, decisions, code, and comp numbers. No fluff, just what the job actually is.

July 11, 202610 min
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AI News

FableCut: The Zero-Dependency Video Editor Built for AI Agent Control

FableCut is a browser-native video editor with zero dependencies, designed from the ground up to be programmatically driven by AI agents. Here's how it works and why it matters.

July 11, 20269 min
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AI News

Reverse-Engineering Web Apps into Agent Tools: The No-API Playbook

Learn how to turn any web app into a programmable agent tool without an API. We break down the reverse-engineering approach, its practical implementation, and when to use it.

July 11, 20269 min
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AI News

Muse Spark 1.1: Meta's New Image API and What Engineers Can Build Right Now

Meta released Muse Spark 1.1, a fast, steerable text-to-image model API. We break down the architecture, show code for instant integration, and explore the engineering possibilities beyond simple generation.

July 11, 20268 min
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AI News

Running GLM 5.2 on a Potato: Quantization & Memory Tricks That Work

A developer got GLM 5.2 running on a slow machine using aggressive quantization and memory offloading. Here's how it works, why it matters, and how you can replicate it today.

July 11, 202610 min
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AI News

How GPT-5.6 Sol Ultra Cracked a 50-Year-Old Math Conjecture

OpenAI's reasoning model produced a novel proof of the Cycle Double Cover Conjecture. Here's what happened, why it changes the game for engineers, and how to use it today.

July 11, 202611 min
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Build Guides

Build a Free Lead Enrichment Agent from Domains (OpenRouter + Playwright)

Build a hands-on lead enrichment agent that scrapes company websites from a CSV of domains, then enriches each with AI summaries and ICP scoring—all using free-tier tools.

July 11, 20269 min
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Build Guides

Build an AI Cron: Turn RSS Feeds Into a Personalized Morning Newsletter

Use Ollama, n8n, and Hugging Face’s free tier to build a scheduled AI pipeline that fetches RSS feeds, summarizes articles locally, and emails you a custom digest every morning.

July 11, 20268 min
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Build Guides

Build a GitHub Issue Triager With Free LLMs: Auto-Label, Route Bugs

Ship a GitHub App that classifies issues, applies labels, and routes bugs using Groq’s free LLM tier and Cloudflare Workers AI. Full step-by-step with code, no paid tools required.

July 11, 20269 min
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Build Guides

Build a Free Competitor Monitoring Agent with Playwright and Groq

Build an autonomous agent that scrapes competitor websites, diffs changes, and summarizes updates using Playwright and Groq's free Llama tier. Complete with Supabase storage.

July 11, 20269 min
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Build Guides

Build a Gmail AI Agent to Triage Inbox & Draft Replies with Free LLMs

Ship a free Gmail AI agent that labels, prioritizes, and drafts one-click-send replies using the Gmail API and Google Gemini free tier—hosted on Vercel. No credit card needed.

July 11, 202610 min
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AI News

AI Slop Starts in the Codebase: How LLMs Rewrite the Rewrite Calculus

LLMs don't just generate code—they fundamentally change the economics of software rewrites. Here's what that means for your legacy systems, your team's velocity, and the very definition of technical debt.

July 11, 202610 min
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AI News

Git for Bots: Architecting Version Control for the Autonomous Agent Era

Autonomous coding agents are about to shatter traditional Git workflows. Here's why commit-and-branch falls apart when bots write 10,000 lines an hour—and how engineers are rebuilding version control for the agent boom.

July 11, 202613 min
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AI News

Can Coding Agents Handle a Million-Line Codebase? Databricks Put Them to the Test

Databricks benchmarked coding agents on their real, multi-million-line monorepo. The results reveal where agents shine, where they fail, and what it means for engineers shipping production code.

July 11, 202610 min
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AI News

Prompt Injection in the Wild: How GitHub Copilot Leaked Private Repos

Noma Security tricked GitHub's AI agent into leaking private repository contents via prompt injection. Here's the technical breakdown, why it matters for engineers, and how to defend your repos today.

July 11, 20269 min

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