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Awesome Forward Deployment Engineering (FDE)

🚀 The definitive roadmap to becoming a Forward Deployment Engineer (FDE). Master AI Agents, Enterprise Data Architecture, and Strategic Consulting. Bridging the gap between HQ and the field. Inspired by the "Delta" role at Palantir, OpenAI, and Scale AI.

1.3k stars213 forks69 entriesLast push Sep 13, 2026 (16 days ago)License MIT

This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.

The FDE Persona & Mission >Phase 1: Data Engineering (The Bedrock)

Select Star SQL

An interactive book to master SQL through real-world data.

In 2 lists

Designing Data-Intensive Applications (DDIA)

The "Bible" for understanding how data systems actually work under the hood.

In 2 lists

dbt Fundamentals

The standard for turning "Data Engineering" into "Analytics Engineering".

DuckDB for FDEs

A critical tool for fast, local analysis of client CSV/Parquet files without setting up a full cluster.

In 2 lists

The FDE Persona & Mission >Phase 2: Cloud Architecture & Infrastructure (The Vehicle)

Google Cloud Architecture Framework

The definitive guide to building secure, resilient, and cost-effective systems on GCP.

GKE Networking Deep Dive

Essential reading for understanding how traffic flows inside a cluster.

Terraform Provider for Google Cloud

The documentation you will live in daily.

Google Cloud "Skills Boost" (Data Engineer Path)

Hands-on labs for BigQuery and Dataflow.

VPC Service Controls (VPC SC) Explained

A critical skill for FDEs working with sensitive enterprise data.

Google SRE Workbook

Specifically the "Monitoring" and "Incident Response" chapters to keep client deployments alive.

In 3 lists

The FDE Persona & Mission >Phase 3: The Consulting Mindset (The "Forward" in FDE)

The Trusted Advisor

How to move from being a "vendor" to a "partner".

The Pyramid Principle (Summary)

The gold standard for executive communication.

In 2 lists

How to Win Friends and Influence People

Sounds cliché, but vital for dealing with resistant IT staff at client sites.

The McKinsey Way

Frameworks for thinking about business problems like an engineer.

The Applied AI & Technical Playbook >Industry Intelligence (The Gold Standard)

Palantir: Dev vs. Delta

The mandatory "Origin Story" of the FDE role.

OpenAI: Customer Stories

Real-world case studies on deploying GPT-4 into complex workflows (e.g., Morgan Stanley, Harvey).

Google Cloud: Architecture Blog

Focus on GKE, BigQuery, and Gemini Enterprise Agent Platform (formerly Vertex AI) enterprise patterns.

Anthropic: Evaluating AI Agents

Deep dive into the "Evals" mindset required for production AI.

In 3 lists

The Applied AI & Technical Playbook >LLM Systems Evaluation (The Success Key)

Gemini Enterprise Agent Platform Evals

(formerly Vertex AI Gen AI Evaluation Service): The unified service for both Rapid Evaluation (synchronous, for dev/test) and Pipeline Evaluation (asynchronous, for massive datasets).

Model Monitoring on Gemini Enterprise Agent Platform

(formerly Vertex AI Model Monitoring): Essential for "Day 2" operations. FDEs set up monitoring to detect Prediction Drift and Feature Attribution changes in production, ensuring the agentic system doesn't degrade over time as client data evolves.

The Applied AI & Technical Playbook >The FDE Technical Deep-Dives

BigQuery Performance Tuning

Master clustering and partitioning for TB-scale client datasets.

VPC Service Controls (VPC SC) Explained

A critical skill for FDEs working with sensitive enterprise data.

Terraform Provider for Google Cloud

The documentation you will live in daily.

Google Cloud Observability

(Cloud Trace, Cloud Logging, Cloud Monitoring — formerly Stackdriver): Tracking agent latency and debugging failed tool calls in the field.

LangSmith (Tracing)

Integrated with ADK to visualize exactly where an agent's "chain of thought" broke.

In 2 lists

The System Design Primer

The ultimate resource for architecting systems that don't crash under client load.

In 8 listsDetails

The Applied AI & Technical Playbook >Key Resources

Google ADK Quickstart

Start here to build your first multi-agent team.

In 5 listsDetails

Agents CLI: Getting Started

The opinionated lifecycle tool for ADK. Install once, drive from any AI coding agent — or standalone from your terminal.

Agents CLI on GitHub

Source, install instructions (uvx google-agents-cli setup), and skills reference.

In 2 lists

Agents CLI in Agent Platform: create to production in one CLI (launch post, Apr 22, 2026)

The Google Developers Blog announcement from Google Cloud Next '26.

Automate agent development lifecycles with Gemini Enterprise

Companion Google Cloud practitioner deep-dive.

Codelab: Agents CLI in Agent Platform – From Development to Production

End-to-end walkthrough of the scaffold → eval → deploy → publish loop.

Codelab: Vibe Coding AI Agents – Managing the Agent Lifecycle with Agents CLI and ADK 2.0

Coding-agent-driven variant of the same lifecycle.

Agent Starter Pack

Production-ready templates with built-in CI/CD and evaluation.

Pinecone: RAG Learning Center

Best end-to-end RAG education.

In 2 lists

Air-Gapped & Tactical Edge Deployment >Hardened Container Registries

Iron Bank

The DoD's centralized repository of pre-hardened, STIG-compliant, continuously-scanned container images. If a base image isn't in Iron Bank, it typically can't run on Platform One clusters.

Harbor

The de facto private registry for air-gapped environments — supports image signing (Notary/Cosign), replication, and CVE scanning out of the box.

In 4 listsDetails

Air-Gapped & Tactical Edge Deployment >The Edge Runtime Stack

K3s

/ MicroK8s / k0s: Single-binary Kubernetes distributions designed for edge and disconnected environments.

In 2 lists

GKE on Bare Metal / Google Distributed Cloud

Google's managed-style Kubernetes running inside a customer's own data center or air-gapped enclave, with periodic sync to the control plane.

Air-Gapped & Tactical Edge Deployment >Air-Gap-Specific Failure Modes

DoD Platform One

The DoD's DevSecOps reference platform — read the docs even if you're not building for DoD; the patterns transfer directly to any regulated on-prem client.

NIST SP 800-171 Rev. 2

(the 110 requirements that currently underpin CMMC Level 2) and Rev. 3 (May 2024, 97 requirements — the future baseline).

DoD Enterprise DevSecOps Reference Design

The canonical architecture doc for accredited software factories.

In 2 lists

Sigstore

Cosign, Rekor, Fulcio — the modern supply-chain-security toolkit that has become table stakes in accredited environments.

In 2 lists

K3s Air-Gap Install Guide

A concrete walkthrough of getting Kubernetes running without a package repo.

Anduril: Lattice

Real-world case study of an AI platform designed for disconnected tactical operations.

The "Soft Stack": Consulting & Strategy >Strategic Frameworks

The Pyramid Principle (Summary)

The gold standard for executive communication.

In 2 lists

The MECE Principle

(Mutually Exclusive, Collectively Exhaustive). Ensure your project plan covers all bases without overlapping work.

The "Soft Stack": Consulting & Strategy >Key Resources for Technical Strategy

The McKinsey Way

Frameworks for thinking about business problems like an engineer.

Good Strategy / Bad Strategy

Learning to identify the "crux" of a client's problem.

Architecture Decision Records (ADRs)

A critical tool for FDEs to document why a certain design choice was made at a client site.

In 2 lists

The Interview Blackbook & Case Studies >Real-World Case Studies to Study

Palantir vs. COVID-19 (UK NHS)

A masterclass in integrating thousands of disparate data sources (beds, staff, PPE) into a single "Operating System" in weeks.

OpenAI & Morgan Stanley

How FDEs turned 100,000+ PDFs of financial research into an internal "Assistant" that maintains the bank's strict compliance standards.

In 2 lists

Scale AI & the US Army

Deploying computer vision models to the "Tactical Edge"—processing satellite and drone data where internet is intermittent.

Google Cloud & Ford

Using GCP to modernize manufacturing and deploy AI across the supply chain.

Comprehensive Reading List >The FDE "Canon" (Core Books)

Designing Data-Intensive Applications (DDIA)

The "Bible" for understanding how data systems actually work under the hood.

In 2 lists

The Trusted Advisor

How to move from being a "vendor" to a "partner".

The Pyramid Principle

(Barbara Minto): The McKinsey standard for communication. Learn to lead with the conclusion and support it with data—essential for talking to client executives.

Enterprise Integration Patterns

(Gregor Hohpe): Essential for Phase 2. It teaches you how to "glue" legacy systems together using messaging, gateways, and translators.

In 2 lists

Staff Engineer: Leadership beyond the management track

(Will Larson): FDE is often a "Staff-plus" role in terms of scope. This book helps you navigate the high-level technical leadership required at client sites.

In 2 lists

Comprehensive Reading List >The Fundamental Whitepapers

The Google File System (2003)

The ancestor of GCS (Google Cloud Storage).

Bigtable: A Distributed Storage System for Structured Data (2006)

The foundation of NoSQL on GCP.

Attention Is All You Need (2017)

The paper that started the Transformer/LLM revolution.

In 6 listsDetails

ReAct: Synergizing Reasoning and Acting in Language Models (2023)

The logic behind how Agentic systems (like Google ADK) actually work.

In 7 listsDetails

Comprehensive Reading List >Podcasts: Learning on the Go

Latent Space

The best podcast for the "AI Engineer" era. Deep dives into RAG, Agents, and Evals.

In 3 lists

The Cognitive Revolution

Interviews with the people actually building the frontier models you will be deploying.

Software Engineering Daily

Search their archives for "GCP," "Palantir," or "Distributed Systems".

In 2 lists

The Data Engineering Podcast

Vital for staying updated on the "Modern Data Stack".

In 5 listsDetails

Comprehensive Reading List >Newsletters: The Daily Pulse

Import AI (Jack Clark)

A weekly summary of AI progress and—crucially—AI policy/safety.

GCP Weekly

A non-official but highly curated list of every update in the Google Cloud ecosystem.

In 3 lists

Interconnects (Nathan Lambert)

Deep technical analysis of LLM training and alignment.

The Pragmatic Engineer

Insights into how big tech companies actually operate and ship software.

The AI Engineer (Paolo Perrone)

Weekly deep dives on production LLM inference: model selection, cost and latency tradeoffs, and the serving failure modes that surface when a demo meets a client's hardware.

Comprehensive Reading List >High-Signal Blogs

The Morning Paper (Archive)

A fantastic archive of CS paper summaries.

In 2 lists

Eugene Yan’s Blog

Incredible deep dives on building production-grade ML and Recommendation systems.

Keeping-Learning

List of useful resources about Data, AI & Cloud.

See category
94

Awesome Mac

jaywcjlove/awesome-mac

 This project is dedicated to collecting high-quality macOS software and organizing them systematically by different categories for easy search and use.

Fresh★ 115k1316 entriesPushed today
91

Open Source Mac Os Apps

serhii-londar/open-source-mac-os-apps

🚀 Awesome list of open source applications for macOS. https://t.me/s/opensourcemacosapps

Fresh★ 51k700 entriesPushed 20 days ago
91

Awesome-Kubernetes

ramitsurana/awesome-kubernetes

A curated list for awesome kubernetes sources :ship::tada:

Fresh★ 16k47 entriesPushed 8 days ago
90

Awesome Nodejs

sindresorhus/awesome-nodejs

:zap: Delightful Node.js packages and resources [BECAUSE OF TOO MUCH SPAM AND LOW-QUALITY SUBMISSIONS, SUBMISSIONS ARE PAUSED TEMPORARILY]

Fresh★ 67k588 entriesPushed 28 days ago
90

Awesome Home Assistant

frenck/awesome-home-assistant

A curated list of amazingly awesome Home Assistant resources.

Fresh★ 8.5k312 entriesPushed 2 days ago
90

Awesome Ios

vsouza/awesome-ios

A curated list of awesome iOS ecosystem, including Objective-C and Swift Projects

Fresh★ 53k1812 entriesPushed 1 month ago