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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 and How to Negotiate Your Offer in 2026

Concrete Palantir FDE comp bands for 2026 (base, RSUs, signing) across levels, the $500K engineer breakdown, and a tactical negotiation playbook for forward deployed offers.

August 27, 20269 min
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Forward Deployed

Forward Deployed Engineer vs AI Engineer: Distinct Roles and Overlap

A concrete breakdown of Forward Deployed Engineer vs AI Engineer roles: real workflows, tools, compensation bands, and the critical overlap where product meets production. No hype, just engineering.

August 27, 20268 min
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Forward Deployed

What a Forward Deployed Engineer Actually Does in a Week: A Concrete Workflow

A real-play look at the FDE week: from on-site triage and debugging customer infra to shipping a prototype by Friday. Includes comp data, tool stacks, and tactical workflows.

August 27, 202610 min
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Forward Deployed

Case Study: Deploying an LLM Feature at a Regulated Enterprise Customer

A concrete engineering walkthrough of deploying an LLM-driven summarization feature inside a FISMA-regulated agency. Covers air-gapped fine-tuning, RAG with PII isolation, and the FDE comp trajectory.

August 27, 20266 min
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AI News

OpenAI Restores 5-Hour Codex Limits: Engineering Workflow Impact

OpenAI restored 5-hour Codex limits for ChatGPT Plus. We break down the quota mechanics, what it means for daily coding workflows, and how Forward Deployed Engineers can integrate this into a high-signal development loop without hitting the wall.

August 27, 20269 min
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AI News

OCR It: Build a Document-to-LLM Pipeline When Copy-Paste Is Blocked

Stuck behind a locked PDF or unscrapable document? Learn how to build a local OCR-to-LLM pipeline that extracts text from screenshots, bypassing UI copy-blockers for your RAG and agent workflows.

August 27, 20267 min
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AI News

Why VMs Won't Contain Cyber-Capable AI: A Technical Breakdown

Virtual machines aren't the sandbox you think they are. We break down why modern AI agents escape VM containment through side-channels, hardware passthrough, and prompt engineering—and what engineers should build instead.

August 27, 202610 min
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AI News

Qwen3.8-Flash-Next: Under-the-Hood Upgrades for Agentic Workflows

Alibaba's Qwen3.8-Flash-Next isn't a bigger model—it's a surgical upgrade for tool-calling, structured output, and multi-turn stability. Here's what changed and why it matters for agentic pipelines.

August 27, 202611 min
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AI News

GLM-5.3-Flash: What Its Price-Performance Curve Means for API Budgets

GLM-5.3-Flash disrupts the cost-quality curve. We break down the benchmarks, decode the pricing, and show engineers how to swap it into production pipelines without rewriting the architecture.

August 27, 20268 min
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Build Guides

Build a Multi-Agent Research Assistant with OpenRouter and Playwright

Build a free-tier multi-agent research assistant that plans queries, searches the web, scrapes results, and writes structured briefs using OpenRouter, Playwright, and Python.

August 27, 202610 min
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Build Guides

Build a GitHub Issue Triager Using Groq and Cloudflare Workers

Deploy a serverless GitHub App that auto-labels and routes new issues. Uses Llama 3 on Groq free tier and Cloudflare Workers to comment with triage summaries.

August 27, 202611 min
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Build Guides

Build a Discord FAQ Bot with Pinecone Free Tier & Gemini

Build a Discord bot that ingests your docs into Pinecone’s free vector DB and answers questions with sourced replies using Google Gemini’s free API. Full Python code, step-by-step.

August 27, 202611 min
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Build Guides

Build a Job-Application Autofill Browser Extension with Local LLM

Build a Chrome extension that parses job descriptions and autofills forms using your resume, powered entirely by a local Ollama Llama 3 model for zero-cost, private inference.

August 27, 202611 min
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Guides

Databricks FDE Interview Insights: What Reddit Reveals in 2025

Cut through the noise with real Databricks FDE interview insights sourced from Reddit and recent candidates. Master the coding, case, and architecture rounds.

August 26, 20269 min
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Guides

Forward Deployed Engineer Demand in India: 800% Surge, Skills & Salaries

Forward Deployed Engineer demand in India has jumped 800%. Explore market trends, top hiring companies, salary benchmarks, required skills, and the fresher roadmap for 2025.

August 26, 20269 min
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Guides

AI Engineer Job Vacancy in India 2026: Find Openings & Apply

Practical guide to landing an AI engineer job vacancy in India. Covers active hiring companies, salary data, application strategy, and portfolio tips for 2026.

August 26, 202610 min
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Guides

What Is a Forward Deployed Engineer and How to Become One in 2026

Forward Deployed Engineers sit between product and the customer, solving mission-critical problems under fire. Learn the skills, salary, and 2026 roadmap to break into this elite technical role.

August 26, 20269 min
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Guides

Forward Deployed Engineer Demand in India: 2026 Trends & Salaries

Forward Deployed Engineer demand in India surged 800% in 2025. Explore 2026 salary bands, top hiring companies, skill roadmaps, and whether an FDE career is worth it.

August 26, 20267 min
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Guides

Forward Deployed Engineer at Microsoft: Job Requirements & How to Apply

Master the Microsoft Forward Deployed Engineer role. Deep dive into requirements, salary bands, interview loops, and the exact application strategy to land the job.

August 26, 202611 min
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Guides

Retrieval Augmented Generation (RAG) for LLMs: A Practical Implementation Guide

A hands-on engineer's guide to Retrieval Augmented Generation (RAG) for LLMs. Learn the architecture, build a production pipeline, and solve hallucination with vector search.

August 26, 20269 min
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Forward Deployed

What a Forward Deployed Engineer Actually Does in a Week: A Concrete Workflow

A real, unfiltered week-in-the-life of a Forward Deployed Engineer. From emergency customer debugging to shipping custom LLM integrations, see the concrete workflows, salary data, and decisions that define the FDE role.

August 26, 20269 min
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Forward Deployed

Writing Customer-Facing Docs That Non-Engineers Actually Read

Engineers treat docs as a chore, so customers ignore them. Learn to write technical documentation that sales, support, and end users will actually read—and that closes deals.

August 26, 20269 min
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Forward Deployed

The FDE Interview Loop in 2025: A Practical Preparation Guide

Master the Forward Deployed Engineer interview with a concrete, no-fluff prep guide covering the product-engineer hybrid loop, technical archeology, and comp realities for 2025.

August 26, 20268 min
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Forward Deployed

Shipping an LLM Feature at a Bank in 5 Days: An FDE Case Study

A concrete walkthrough of shipping a secure, internal LLM feature at a top-5 bank in 5 days. Covers technical architecture, stakeholder management, and the exact forward deployed engineer prerequisites needed to execute under enterprise constraints.

August 26, 202611 min

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