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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

OpenAI Codex Context Window Shrinks 100k Tokens: What the PR Reveals

OpenAI quietly reduced the Codex model's context window from 372k to 272k tokens. We dissect the pull request, explain why this matters for engineering workloads, and how to adapt your agents.

July 21, 20268 min
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AI News

GPT-5.6 Found a $500k WordPress RCE: How AI is Reshaping Vulnerability Research

A security researcher used GPT-5.6 and $25 in API credits to find a WordPress RCE worth $500k on exploit markets. Here's what happened, why it changes the game for engineers, and how to start.

July 21, 20268 min
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AI News

Agent Swarms and the New Model Economics: Why Routing to Smaller Models Wins

The economics of AI are inverting. Agent swarms prove that a router directing tasks to specialized, smaller models often beats a single giant LLM on cost, latency, and accuracy.

July 21, 20268 min
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Build Guides

Build a Discord FAQ Bot with Supabase pgvector + Cloudflare Workers AI

Deploy a free, serverless Discord bot that answers community questions using RAG over your docs. Uses Discord.js, Supabase pgvector, and Cloudflare Workers AI.

July 21, 202610 min
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Build Guides

Build a Lead-Enrichment Agent That Researches Companies Using Serper and Gemini

Build a zero-cost lead-enrichment pipeline that takes a CSV of domains, scrapes live company data, and uses Gemini to generate detailed prospect profiles. Free-tier tools only.

July 21, 20269 min
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Guides

Software Engineer vs Forward Deployed Engineer: Role Scope & Day-to-Day

Compare SWE vs FDE roles: core responsibilities, day-to-day workflows, skills, and career trajectories. Learn which path fits you without the buzzwords.

July 20, 20269 min
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Guides

Forward Deployed Engineer Future: AI Era Career Outlook & Evolution

How the Forward Deployed Engineer role is evolving in the AI era: salary data, demand signals, the shift from plumbing to prompting, and a 2025-2030 career roadmap.

July 20, 202611 min
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Guides

Field Engineer vs Forward Deployed Engineer: Key Differences Explained

Field Engineer vs Forward Deployed Engineer: a detailed, no-fluff comparison of roles, salaries, technical depth, and career paths. Learn which engineering archetype fits you.

July 20, 202610 min
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Guides

AI Engineer Job Eligibility: Skills, Education & Experience Requirements

Cut through the noise: a practical engineer-to-engineer breakdown of AI engineer eligibility, covering degrees, must-have skills, portfolio projects, and the non-traditional paths that actually work.

July 20, 20269 min
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Guides

Forward Deployed Engineer vs AI Engineer: Scope, Skills & Daily Work

Forward Deployed Engineer vs AI Engineer: compare scope, skills, daily workflows, and salary. Learn which role builds production AI and which deploys it in the trenches.

July 20, 20269 min
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Guides

Forward Deployed Engineer Online Course: Core Competencies & Training

Master the FDE skillset with a forward deployed engineer online course. Learn systems integration, prototyping, and stakeholder communication to bridge sales and engineering.

July 20, 20268 min
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Guides

Google FDE Interview Questions: Technical & Consulting Rounds Explained

Master the Google FDE interview with a breakdown of technical, consulting, and system design rounds. Real questions, prep strategies, and the FDE mindset.

July 20, 20269 min
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Guides

Forward Deployed Engineer Salesforce Interview: Key Questions & How to Answer

Master the Salesforce Forward Deployed Engineer interview loop with tactical frameworks, real technical scenarios, and Apex/Flow patterns you'll actually face in 2025.

July 20, 202612 min
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Guides

Forward Deployed Engineer Resume: Showcase Impact & Technical Depth

Learn how to craft a Forward Deployed Engineer resume that proves you can ship code in chaotic customer environments. Includes skills tables, bullet formulas, and templates.

July 20, 20269 min
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Guides

How to Learn Forward Deployed Engineer Skills: A Practical Roadmap

A practical, no-fluff roadmap for engineers transitioning into Forward Deployed Engineering. Master the technical, product, and communication stack required to win in the field.

July 20, 202611 min
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Forward Deployed

The Tools an FDE Ships With: Data Integration, Custom Demos, and Internal Scaffolding

A concrete breakdown of the forward deployed engineer's technical stack. From Python data pipelines and React demo scaffolds to n8n automations and internal CLI tools, here's what you actually build.

July 20, 20269 min
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Forward Deployed

The Highest-Leverage Skills for a Forward Deployed Engineer in the AI Era

Master the 5 highest-leverage FDE skills for 2025: system design for non-determinism, evaluation-driven development, prompt architecture, and ruthless business context. Real workflows, tools, and compensation data.

July 20, 20269 min
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Forward Deployed

How FDEs Turn a Messy Customer Problem Into a Shipped Prototype in a Week

A concrete playbook for the forward deployed engineer workflow: scoping chaos, building trust, picking the right tech stack, and shipping a prototype that closes the deal in 5 days.

July 20, 20269 min
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Forward Deployed

What a Forward Deployed Engineer Actually Does in a Week: A Time Audit

A real-world time audit of a Forward Deployed Engineer: 10% coding, 30% customer calls, 60% gluing APIs and reading logs. A concrete breakdown of the FDE model vs. traditional SWE.

July 20, 20269 min
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Forward Deployed

How Palantir-Style FDEs Embed with Customers to Accelerate Time to Value

A concrete playbook on the Palantir FDE embed model: how forward deployed engineers parachute into customer sites, ship production code in week one, and collapse sales-to-value cycles from months to days.

July 20, 202615 min
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Forward Deployed

FDE Compensation Bands 2025: Salary, Equity, and How to Negotiate

Real forward deployed engineer compensation bands for 2025: base salary, equity, and total comp from Palantir to startups. Learn negotiation levers and career trajectory.

July 20, 202611 min
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Forward Deployed

The FDE Interview Loop: What to Expect and How to Prepare in 2025

A no-fluff breakdown of the 2025 FDE interview loop—technical screens, project deep-dives, stakeholder role-plays, and live debugging. Concrete prep tactics, real scenarios, and comp context.

July 20, 20268 min
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Forward Deployed

How FDEs Build Trust with Non-Technical Stakeholders in Enterprise Deals

Trust isn't built with architecture diagrams. Learn the concrete FDE playbook for aligning technical reality with business outcomes, using live demos, commercial framing, and ruthless prioritization to close enterprise deals.

July 20, 202610 min
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AI News

Fable 5 vs GPT-5.6 Sol on NP-Hard: Does /goal Actually Help?

We stress-tested Fable 5 and GPT-5.6 Sol on the NP-hard Traveling Salesman Problem. Here's the raw data, why the /goal command didn't magically solve intractability, and what it means for engineers building AI tooling.

July 20, 20269 min

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