I hit 80% on my own 30-question benchmark, but only 56% on BIRD Mini-Dev’s 50 public questions. Nine experiments later, I had ruled out the multi-candidate hypothesis from three different angles. What’s left is schema understanding and methodology.

After wiring up the router, I ran a 30-question benchmark and pushed NL2SQL EX (Execution Accuracy) from 66.67% to 80%. Here’s what I fixed across four cycles and where things broke.

The term definitions are done. But when a user asks a question, who decides whether to search the graph, write SQL, or run a vector search? Things I ran into while designing the router.

Shortly after the Conway leak, Anthropic officially launched Claude Managed Agents. As agent infrastructure gets absorbed into platforms, here’s why DataNexus’s ontology layer remains safe.

RAG starts from scratch every time. Karpathy proposes having the LLM maintain a wiki directly so knowledge accumulates. DataNexus’s ontology catalog needs the same principle to avoid abandonment.

Super-sub types clarify business classifications at the logical model level. When converting to a physical model, three options emerge — and in a DW, that choice reshapes the entire dimension design.

Same Crow’s Foot, different meaning. A single dashed line means different things in different tools. If you want models to serve as a shared language on your project, start by aligning on notation.

Even when the ERDs look similar, the design philosophies are completely different. OLTP is about transactional integrity; DW is about analytical access paths. That difference creates unfamiliar things like Unknown records and point-in-time data.

How DW modeling considerations have shifted with Synapse, BigQuery, and Redshift. Kimball, Data Vault, One Big Table — practical criteria for choosing the right approach.

When dimension data changes, do you overwrite history or preserve it? We implement SCD Type 1, 2, and 3 differences in SQL, then build a production pattern with dbt snapshot.

Cleanse and standardize the raw data stacked in Bronze. Fix types, unify column names, remove duplicates. We define this process as SQL models in dbt.

There are two ways to load data into Bronze. Overwrite everything, or bring only what changed. Which one you choose completely changes the complexity of your pipeline.

Bronze, Silver, Gold. What changes when you load data into separate layers. We build it hands-on with DuckDB and dbt.

If GEO optimizes for consumer AI, AEO optimizes for coding agents. This article covers document length constraints, llms.txt, skill.md, and AGENTS.md — the files that matter.

Even with perfect On-Site GEO, half of AI citations come from external channels. We cover platform-specific Off-Site strategies and how to diagnose your robots.txt setup.

How product master DB data flows through a 3-stage pipeline to become JSON-LD in your HTML . Covers the pipeline architecture and SSR-based automated deployment.

ChatGPT favors Wikipedia, Perplexity leans on Reddit, and Gemini prefers official websites. Covering all AI platforms with a single strategy is impossible.

Only 9% of Google’s top 10 pages are cited by AI. In an era where SEO rankings no longer guarantee AI citations, we break down the three core principles of GEO and their academic foundations.

Keeping Claude Code minimal, forcing full reasoning with three settings.json lines, and investing in system architecture — a practical take on what actually moves the needle.

32 slash commands that work out of the box with Claude, ChatGPT, and Gemini – no custom definitions needed. Categorized by use case with practical combination strategies.

A structural analysis of the official sample code from a major Korean brokerage API, optimized for LLM agents and Python environments.

A look at macshot, a native open-source macOS screenshot and screen recording tool that delivers powerful features without the subscription burden.

An open-source platform that connects documents scattered across Notion, GitHub, and S3, then queries them with a local LLM. Runs entirely on-premise without external APIs.