Production Systems
Production Systems on Beyond Market Intelligence: a running collection of 4 stories we have gathered and hand-picked because they are worth your time. Every post here touches on production systems in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around production systems, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
What is a Forward Deployed Engineer? Role, Skills & Salary
A Forward Deployed Engineer (FDE) represents a pivotal shift in software engineering, moving beyond recommendations to deliver actively running code within a customer’s production environment. Unlike traditional consulting roles, the FDE embeds directly within a client’s team, building and integrating systems firsthand. This role demands a willingness to embrace complexity and deliver tangible results. For a deeper dive into related platform engineering considerations, explore "Article: Rightsizing Platform Engineering." Expect competitive salaries reflecting this specialized, impactful skillset.
The LLM Judge That Kept Agreeing With Itself
A recent production incident revealed a surprising challenge: an LLM tasked with judging the output of other models exhibited a tendency to consistently agree with itself, regardless of the actual quality. This experience underscored the critical need for robust evaluation strategies when deploying AI systems to assess AI. We learned valuable lessons about the pitfalls of relying solely on model-generated judgments and the importance of incorporating human oversight. For further insights into AI agent deployment, explore "NanoClaw comes to Slack."
A Complete Guide to AI Red-Teaming (With Garak Tutorial)
The recent, uncredentialed breach of McKinsey’s AI platform—achieved in under two hours via a simple SQL injection—signals a critical shift in AI security. Traditional safeguards are no longer sufficient. This comprehensive guide introduces AI red-teaming, equipping you with the knowledge and practical skills to proactively identify and mitigate vulnerabilities. Featuring a Garak tutorial, it's your essential resource for navigating this evolving landscape.
Building Trustworthy Production RAG Systems Through Continuous Evaluation
Production Retrieval-Augmented Generation (RAG) systems demand ongoing vigilance to ensure reliability. Our practical guide, "Building Trustworthy Production RAG Systems Through Continuous Evaluation," details a workflow to proactively identify and rectify retrieval failures, hallucinations, and performance drift—before they impact users. This approach prioritizes continuous assessment, establishing a robust feedback loop for optimal system performance. For deeper insights into evaluation methodologies, explore "Don’t Let Claude Grade Its Own Homework," which examines cross-provider PR review strategies.