Updates from RagLeap
Announcements, honest write-ups, every release with its notes, and the project's guides — all sourced from the real repository.
Featured
RagLeap Core: 46 built-in AI employee roles, self-hosted and MIT licensed
The 46 built-in AI employee roles in ragleap-core v0.9.0, how to self-host it with Docker, and how the installer and embedding options work.
How RagLeap detects the language of very short queries
How ragleap-core improved short-query language detection with FastText plus a character n-gram fallback, and what its 32-query benchmark does and does not show.
Going all-in on open source
We're retiring ragleap.com's cloud product and putting 100% of our effort into ragleap-core as an open-source project — MIT licensed, self-hosted, no account required.
v0.7.0: the 9-pattern agentic build is complete
All 9 standard agentic patterns are now shipped in ragleap-core — reasoning, reflection, routing, sub-agents, memory, and tools — on top of approval-gated actions, usage budgets, and real security hardening.
A security incident, and what we did about it
While reviewing authentication before starting new work, we found ragleap-core's API had zero auth, several Docker ports were exposed to the public internet, and approval replies weren't checked against the actual owner. Here's exactly what we found, what we fixed, and what forensics showed.
Guides
16 guides across 8 packages — pick a package.