Totó Busnello
Totó Busnello's work was selected for the XERJ Corpus Hub, the open reference memory AI coding agents search before they write code. When an agent meets the same problem, it gets this implementation back as a worked example, with the author and the repository attached.
Totals across every corpus @totobusnello appears in; a commit selected for two corpora counts once. Files and lines count the selected commits; each corpus indexes the whole repository at its pinned commit.
What an agent can do with the memoria-nox corpus
totobusnello/memoria-nox: Self-hosted memory for LLM agents - one SQLite file, zero services, MIT. Hybrid retrieval (FTS5 + sqlite-vec + RRF) with pain-weighted…
- Look up how memoria-nox implements better-sqlite3, gemini-embeddings, hybrid-search, with answers cited to file and line.
- Reuse a worked example: the commit “passe de oraculo sobre as 9: o limite de -14,1% e na verd…” (3 files · Python).
- Answer from memoria-nox's real Python source instead of memory (AI, prompts and agents).
- How does memoria-nox implement better-sqlite3?
- What does audits do in memoria-nox?
Search the GitHub repository totobusnello/memoria-nox with XERJ (https://hub.xerj.org/corpus/totobusnello--memoria-nox). Run these in a shell, in order, and check each result before the next: 1. xerj --help (success: it prints usage). If xerj is missing: curl -fsSL https://xerj.org/get | sh 2. git clone https://github.com/totobusnello/memoria-nox memoria-nox && git -C memoria-nox checkout c39bfe33221e9d1d1ceb36e7372df211e5cc0e8e 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./memoria-nox --url http://127.0.0.1:9200 --prefix memoria-nox --progress plain 5. xerj autoindex map --url http://127.0.0.1:9200 Then answer my question from the indexed files and cite the ax_path of every hit. Query syntax: https://xerj.org/llms.txt Licence: MIT. Keep the copyright notice and credit the authors.
corpus totobusnello--memoria-nox · AI, prompts and agents
Related corpora: flexrag, deepeval, jzjzzzzzzz/agent-me, Oussama-zbir/retrieval-evaluation-lab
AI search and retrieval with XERJ · Case study: reference coding for agents
Selected work
totobusnello/memoria-nox
The corpus is the whole repository at the pinned commit, not only the files of the selected commit.
Sign in with GitHub or Hugging Face to see more: every selected commit in full (commit date, every folder, licence review state, pin) and the pack builds of each corpus.
[](https://hub.xerj.org/contributors/totobusnello)
Included with the author's permission (email, 2026-10-27), under each repository's own licence, with attribution. Own more repositories? Sign in with GitHub and add them. Want something removed? Reply to the email, withdraw it on /add, or open an issue on xerj-org/xerj.