Most AI-assisted tooling works in a single round trip. You send a request, the model produces an answer, you act on it manually. That model works well for queries. It starts to break down for maintenance. Imagine you have forty wiki pages. The lint ...

There's a class of bug that only shows up in knowledge management systems: the invisible overwrite. You open a wiki page in your editor, make a small tweak to clarify a sentence, and save. Three weeks later a query that used to return the right ans...

I want to talk about a problem that sounds simple until it isn't: fetching content from URLs that you don't control. You build a system that ingests web pages. It works great in development, you point it at a handful of reliable URLs and everythin...

Every time you open Claude Code in a new project, it starts cold. It doesn't know your domain terminology. It has no idea why you made certain architectural decisions last month. It doesn't remember the workaround you discovered for that tricky API e...

We support multiple LLM providers, and each one behaves differently when wired into the same QueryAgent pipeline. We wanted to understand what that difference actually looks like, in accuracy, in cost, and across query types. So we ran a structured b...

When teams use LLMs to compile domain-specific knowledge - ingesting technical manuals, research papers, analyst reports - the immediate problem they solve is extraction quality. Can the model process a 200-page PDF and produce coherent, claim-attrib...

Knowledge tools have an access problem. Not "hard to get in" - in the sense that different moments in a knowledge workflow need fundamentally different interfaces. A query that runs in a CI pipeline has different output requirements than an explorato...

!Image descriptionhttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/k58cng7aldg2hl5s9c8p.png If you use Claude Code or Opencode, you are already paying for an LLM subscription. Before v0.3.0, running Synthadoc also required a separate API ...

What is Synthadoc? Synthadoc is an open-source, LLM-powered wiki engine. Point it at your organisation's documents - PDFs, PPTX, spreadsheets, DOCX, images, or web pages - and it builds a persistent, structured knowledge base your team can query, a...