blog
From the team
Benchmark March 31, 2026 · 12 min
We benchmarked four ways to give AI agents your files. Here is what actually matters.
Same AI model. Same files. Same questions. Four different architectures. The way you expose tools to the agent matters more than the search engine behind them.
Read article → Product March 17, 2026 · 6 min
What is ctxd?
ctxd stands for context daemon. A background process that turns your cloud files into searchable context for AI agents.
Read article → Concept March 12, 2026 · 5 min
What humans see vs what LLMs see
Your files are formatted for humans. LLMs need clean text. The gap between the two is why AI agents hallucinate.
Read article → Architecture March 7, 2026 · 8 min
How ctxd powers enterprise agentic workflows
Multi-step agents need context from every app. Incident response, contract review, onboarding, compliance. Here is the architecture.
Read article → Concept March 2, 2026 · 4 min
What is programmatic search?
Why search engines built for humans don't work for AI agents. And what to build instead.
Read article →