Hands-on build guides with free AI tools, the latest in AI, and Forward Deployed Engineer playbooks — written for engineers who ship.
A step-by-step FDE playbook for shipping an LLM-powered summarization feature into a locked-down bank. Covers data egress, zero-retention prompts, air-gapped deployment, and the SOC2 audit that almost killed the project.
A concrete playbook for Forward Deployed Engineers debugging production issues in locked-down customer environments. Techniques for remote diagnosis, evidence collection, and resolving critical bugs when you can't touch the system.
A solo engineer built a meta-reinforcement learning agent that trains child models, all for ~$1.3K in compute. Here's the architecture, why it matters for FDEs, and how to run it today.
Deja Vu gives coding agents persistent memory by syncing a SQLite database over SSH. Here's how it works, why it matters for self-hosted AI workflows, and how to wire it up today.
Forget the AI detector snake oil. We break down a practical approach using classical machine learning to catch LLM-generated text, why it outperforms neural networks, and how to build your own.
LM Studio Bionic lets you build and run AI agents entirely on local, open-weight models. No cloud APIs, no data leakage. Here's how it works, why it matters for forward-deployed engineers, and a hands-on guide to getting started.
Moonshot AI's Kimi K3 hits the open-source scene with frontier-level reasoning. We dissect its RL scaling recipe, multimodal MoE architecture, and what it means for engineers shipping real products.
Turn UI screenshots into live HTML/CSS with a local pipeline. Use LLaVA via Ollama for vision-to-code generation and Playwright for instant previews, all running free on your machine.
Engineer an AI bot that parses meeting requests, checks Google Calendar, and auto-negotiates times via Gmail using Gemini free tier, n8n, and GCP free credits.
The AI Engineer job market in 2025 is exploding, but the role is splitting into deep research and product engineering. Here's the data breakdown, salary bands, and exact skills you need.
Master the Databricks FDE interview loop with a deep dive into coding, system design, and customer-scenario rounds. Learn what to expect, how to prepare, and the exact technical depth required to land the $600K+ offer.
Real AI engineer salary in India data for 2025. See bands for 0-10+ years experience, city-wise pay in Bangalore vs Pune, and tier-1 vs startup equity. No fluff.
Hard data on whether coding bootcamps deliver ROI in the age of AI. We break down costs, placement stats, and the specific skills that actually get you hired.
Real 2025 AI engineer salary data for NYC: from $145K entry-level to $600K+ at OpenAI. Includes equity structures, hourly rates, and negotiation scripts for senior roles.
A data-driven breakdown of FDE vs SWE roles: salary bands, equity, skills, and the brutal ownership trade-offs. Includes Palantir/Google comp data and tactical career advice.
Cut through the hype. A practical breakdown of AI engineer job responsibilities—from prompt engineering to deploying RAG systems—and the code you'll ship daily.
Forward Deployed Engineers bridge the gap between complex AI products and high-stakes customer problems. Learn the real role, scope, skills, and daily grind of an FDE.
Crack AI prompt engineer jobs: qualifications that matter, the 5 core skills, portfolio projects that get you hired, and salary bands—without the fluff.
Stop chasing degrees. Learn the portfolio-first strategy that lands AI Engineer jobs with no experience by building production-grade artifacts that prove you can ship.
Engineers often treat docs as an afterthought, but in customer-facing roles, a crisp integration guide is the product. Learn to kill cognitive load, structure for skimmers, and instrument your docs like production code.
A concrete playbook for Forward Deployed Engineers debugging production issues in air-gapped or restricted customer environments. Covers telemetry, proxy tooling, and how to structure your resume to prove you can fix code you can't touch.
Transitioning from backend or frontend into an AI Forward Deployed Engineer role isn't about a PhD. It's about mastering a new T-shaped skillset: chaining APIs, prompt engineering, and ruthless prototyping. Here's the concrete playbook.
A concrete playbook for Forward Deployed Engineers: how to triage a messy enterprise problem, scope a zero-to-one prototype, and ship working code in a single week. Real tools, decisions, and comp context.
Stop coding in a silo. Master the trust-driven workflow that separates solutions engineers from software engineers. Real tactics for alignment, demo psychology, and comp.
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