Kronos
Kronos is the first open-source foundation model built specifically for financial candlesticks (K-lines), trained on data from over 45 global exchanges. It's built by a team including Yu Shi, and the paper was accepted by AAAI 2026, with the code released under the MIT license
What XERJ indexed
Snapshot
The whole repository at commit e3262f0c61 (2026-10-20). main is 14 commits ahead.
Selected work

“improve forecasting results and file cleaning”. 12 files, 838 lines in the project root, webapp, assistant.
Licence
The repository
LICENSE file checked at the pinned commit; the author agreed to inclusion.
The XERJ corpus
The author agreed by email on 2026-10-27. Same terms as the repository. Answers name the repo, the commit and the file:line.
selected for the XERJ Corpus Hublicence clearedsuggested use: adapt with attribution
aichatbotdata-analysisdata-sciencefinanceforecastingmachine-learningtracker
Example questions
- How does Kronos implement ai?
- Where does Kronos handle “improve forecasting results and file cleaning”?
- What does webapp do in Kronos?
Inside the indexed corpus
- Languages by size: Python 75.6%, HTML 10%, CSS 7.9%, JavaScript 6.5%, Procfile 0%.
- On GitHub since 2026-07-05, last push 2026-10-25, 65 commits on main.
- The pin is 14 commits behind main; the corpus answers from the pinned code, not the newest.
Licence on GitHub and in the corpus
GitHub reported MIT for ponskigila-hub/Kronos on 2026-10-29, and the LICENSE file at commit e3262f0c61 was reviewed as MIT. They match, so answers from this corpus carry the same terms as the live repository.
Contributors
Nicholas Driyadis Tjoe (@ponskigila-hub) has 1 selected repository on the hub.
Using XERJ with Kronos
- RAG without a vector database: one hybrid index The hub files it under AI, prompts and agents.
- Ask questions about a GitHub repo without cloning it
- Index a reference library for a coding agent
- ripgrep vs a code index for coding agents: 30 tasks
The prompt
Paste it into your AI agent. It clones ponskigila-hub/Kronos at the pinned commit and indexes it on your machine.
Search the GitHub repository ponskigila-hub/Kronos with XERJ (https://hub.xerj.org/corpus/ponskigila-hub--kronos). 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/ponskigila-hub/Kronos Kronos && git -C Kronos checkout e3262f0c612516452b254ac040f547b0c6bf865e 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./Kronos --url http://127.0.0.1:9200 --prefix kronos --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.
Related
Nicholas Driyadis TjoeAI, prompts and agents corporaadalflowcognitaguardrailsAmz34/ai-data-analystrio-labs/rioNodibell/SwiftSci
Stats: GitHub API, fetched 2026-10-29. Selected work and consent: the XERJ registry.