AI system design guide for engineers building production AI systems and evals.

GEO 领域 AI 员工开源方案 · Open-source GEO AI-employee solution (MIT). GEO Skills package + curated lists of agents and office CLIs that make up the AI-employee stack.

opinionated tools for shipping AI into real-world domains

Understudy — Codex as your company's forward-deployed engineer. It watches your repetitive work; Codex turns it into a skill and runs it end-to-end, under human sign-off. Every AI call runs through the OpenAI Codex CLI.

The map of the AI-native job market — every new role (AI Engineer, GTM Engineer, FDE, RAG…), real salaries, skills, interview prep, and projects to land them. MIT.

FDE Consultants Protocoles — open-source Forward Deployed Engineer + DeepSCR protocol: turn any coding agent (Claude Code, Codex, Cursor) into a certifying engineer with verifiable AI Assurance Scores, MCP tools, and a public trust registry. Apache-2.0.

Curated Forward-Deployed Engineer (FDE) roles at AI companies, with salaries, 2026. By Landed.

Free, open-source AI engineer interview questions & handbook — Applied AI Engineer / Forward Deployed Engineer (FDE), LLM, RAG, AI agents, evals, fine-tuning, AI system design (2026).

The complete Forward Deployed Engineer interview prep guide — agentic system design, live demo, customer scenarios, LLM deployment

A reliability harness for LLM features: datasets, scorers (incl. execution-based SQL + LLM-as-judge), guardrails, and a regression-gated CI. Grades OpsPilot's NL→SQL live (8/8).

AI-powered data intelligence platform that turns messy nonprofit CSVs into grant-ready insights. NL queries, auto data cleaning, LLM-generated narratives. Built with FastAPI, Streamlit, and Groq.

Hands-on Forward Deployed Engineer role simulations: scope an enterprise engagement, build multi-agent prototypes, ship eval suites, score artifacts against a reference, detect expert traps, and defend the build under a timed oral grill.

成果実装 ── FDEが示す、AIで「作る」が終わった世界の価値のありか / The Forward Deployed Shift — Where Value Survives When "Building" Is Over

18인 제조·화학 중소기업 ERP를 1인 종단(E2E)으로 설계·구축·운영 — 이벤트소싱 백본 + 도메인 온톨로지 Sieve. FDE / AX Solution Architect 포트폴리오.

Deploy-in-a-day natural-language analytics over messy CSV/Excel/Parquet — DuckDB + any free LLM (NVIDIA/Groq/Gemini), read-only SQL guardrails, answer + the SQL shown.

AI-powered enterprise data pipeline agent — schema discovery, NL-to-SQL, Airflow DAG generation, data quality monitoring. Built as an FDE portfolio project.

🎯 程序员转型 Forward Deployed Engineer (FDE) 的个人规划工作台 — 能力诊断、AI 学习路线、每周追踪、求职准备、AI 顾问对话 | Next.js + DeepSeek + MySQL

Become a Forward Deployed Engineer — the five roles that turn LLM capability into real enterprise value. 手把手教你成为 FDE。

PII-safe, audit-logged triage agent — a minimal Forward-Deployed reference for Claude tool-use + evals. Live demo at claude-triage.vercel.app

OpenFDE — the marketplace for Forward Deployed Engineers. Search & hire vetted FDEs who ship production AI (RAG, agents, LLM systems), or browse open roles. Vanilla JS, live on Cloudflare Pages: https://openfde.democra.ai