Kevin Eales
Kevin Eales'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 @manbehindthemadness 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 based-thermals corpus
manbehindthemadness/based-thermals: A seriously powerful thermal camera interface
- Look up how based-thermals implements computer-vision, flir, flir-cameras, with answers cited to file and line.
- Reuse a worked example: the commit “Provision cached Taichi runtimes and support ARM CPU and Vulkan builds” (11 files · Python).
- Answer from based-thermals's real Python source instead of memory (AI, prompts and agents).
- Where does based-thermals handle “Provision cached Taichi runtimes and support ARM CPU and Vulkan builds”?
- How does based-thermals implement computer-vision?
- What does tests do in based-thermals?
Search the GitHub repository manbehindthemadness/based-thermals with XERJ (https://hub.xerj.org/corpus/manbehindthemadness--based-thermals). 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/manbehindthemadness/based-thermals based-thermals && git -C based-thermals checkout 2f66af0178567e97d2a5ef763c9c740a9cbd65da 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./based-thermals --url http://127.0.0.1:9200 --prefix based-thermals --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: Apache-2.0. Keep the copyright notice and credit the authors.
corpus manbehindthemadness--based-thermals · AI, prompts and agents
Related corpora: opencv/opencv, surendra2304/FRIDAY
AI search and retrieval with XERJ · Case study: reference coding for agents
Selected work
manbehindthemadness/based-thermals
The corpus is the whole repository at the pinned commit, not only the files of the selected commit.
Not installable yet: this corpus is not in the hub registry until its licence review passes, so xerj corpus add and xerj ask cannot fetch it. It becomes installable when this card says live in the hub.
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/manbehindthemadness)
Included with the author's permission (email, 2026-10-22), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.