smile
AGENTS.md6.4k starsChanged 3 years agoLicence not identifiedView on GitHub
SMILE is a JVM machine learning framework (Java 25) across a multi-module Gradle + sbt build. This file is the project context agents load at startup: the conventions and gotchas…
We split this AGENTS.md into the rules it gives an agent
15 rules. About 0 are common, 8 are distinctive, and 7 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈8
Distinctive · estimate
This author's own choices. Worth a look.
7
Very specific
Tied to their project's names, files or tools. Probably skip.
The licence could not be identified — read it at the source. We count its rules but don't quote them. Read them on GitHub.
≈ “Common” is an estimate: at least 1 in 5 of the 36,368 AGENTS.md files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Trending
Steady: 0 new projects took it in the last 4 weeks, none the 4 weeks before.thin data
Who's talking about haifengl/smile
- A Hacker News story“SmileMiner – A Java library of state-of-art machine learning algorithms”Hacker News · Mar 2, 2015 · 118 points
- A Hacker News story“Show HN: Smile-Serve – Inference Server for ML, ONNX, and LLM”Hacker News · May 4, 2026 · 5 points
- A Hacker News story“Show HN: AutoML Agents”Hacker News · May 5, 2026 · 3 points
- A Hacker News story“Smile 4.0”Hacker News · Nov 26, 2024 · 3 points
- A Hacker News story“Show HN: PyTorch on Java”Hacker News · Jun 11, 2026 · 2 points
The biggest 5 of 67 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 67
Talked about on GitHub, Hacker News, Stack Overflow and Bluesky (67 times).
On GitHub · 50
- Apr 28, 2026Add SMILE Java client to local cache library list — huggingface/hub-docs1 reaction
- Dec 23, 2015SMILE — szilard/benchm-ml1 reaction · 9 comments
- Oct 26, 2026Bump com.github.haifengl:smile-kotlin from 4.4.2 to 7.1.0 in /Task1/Task1 — takanori-ugai/KGRC4SI0 reactions · 1 comment
- Oct 26, 2026Build(deps): Bump com.github.haifengl:smile-base from 4.4.0 to 7.1.0 — morphonets/SNT0 reactions · 1 comment
- Oct 26, 2026Build(deps): Bump smile-core.version from 4.4.0 to 7.1.0 — morphonets/SNT0 reactions · 1 comment
45 more on GitHub
- Oct 25, 2026build(deps): bump smileVersion from 4.4.2 to 7.1.0 in /kotlin — takanori-ugai/graphrag0 reactions · 1 comment
- Oct 24, 2026chore(deps): bump com.github.haifengl:smile-core from 4.4.2 to 7.1.0 in /kotlin — takanori-ugai/ragas0 reactions · 1 comment
- Oct 23, 2026Bump com.github.haifengl:smile-core from 4.4.2 to 7.1.0 — takanori-ugai/CausalHippo0 reactions · 1 comment
- Oct 23, 2026build(deps): bump com.github.haifengl:smile-core from 7.0.0 to 7.1.0 — Maps-Messaging/jms_selector_parser0 reactions · 1 comment
- Oct 22, 2026Bump com.github.haifengl:smile-core from 4.4.2 to 7.0.0 in /kotlin — takanori-ugai/CausalRAG0 reactions · 2 comments
- Oct 22, 2026Bump com.github.haifengl:smile-core from 4.4.2 to 7.0.0 in /kotlin — takanori-ugai/HippoRAG0 reactions · 2 comments
- Oct 22, 2026chore(deps): update dependency com.github.haifengl:smile-kotlin to v7 — gabrielfeo/kotlin-jupyter-libraries0 reactions
- Oct 21, 2026build(deps): bump com.github.haifengl:smile-core from 4.4.2 to 7.0.0 in /kotlin — takanori-ugai/youtu-graphrag0 reactions · 1 comment
- Oct 20, 2026Sharing our experience building a Scala 3 Notebook & Kernel in SMILE Studio (and feedback on `scala-cli repl` for notebook hosts) — VirtusLab/scala-cli0 reactions · 2 comments
- Oct 20, 2026Real-world production feedback: Interactive Scala 3 Notebook & Kernel in SMILE Studio built on `scala3-repl` (`dotty.tools.repl`) — scala/scala30 reactions · 2 comments
- Oct 19, 2026Bump com.github.haifengl:smile-core from 4.4.2 to 7.0.0 in /Task1/Task1 — takanori-ugai/KGRC4SI0 reactions · 2 comments
- Oct 19, 2026Bump com.github.haifengl:smile-kotlin from 4.4.2 to 7.0.0 in /Task1/Task1 — takanori-ugai/KGRC4SI0 reactions · 2 comments
- Oct 19, 2026Bump com.github.haifengl:smile-plot from 4.4.2 to 7.0.0 in /Task1/Task1 — takanori-ugai/KGRC4SI0 reactions · 2 comments
- Oct 19, 2026Build(deps): Bump com.github.haifengl:smile-base from 4.4.0 to 7.0.0 — morphonets/SNT0 reactions · 1 comment
- Oct 19, 2026Build(deps): Bump smile-core.version from 4.4.0 to 7.0.0 — morphonets/SNT0 reactions · 1 comment
- Oct 19, 2026build(deps): bump com.github.haifengl:smile-core from 4.4.2 to 7.0.0 — Maps-Messaging/jms_selector_parser0 reactions · 1 comment
- Oct 18, 2026build(deps): bump smileVersion from 4.4.2 to 7.0.0 in /kotlin — takanori-ugai/graphrag0 reactions · 2 comments
- Oct 17, 2026chore(deps): bump com.github.haifengl:smile-core from 4.4.2 to 7.0.0 in /kotlin — takanori-ugai/ragas0 reactions · 2 comments
- Oct 15, 2026chore(deps): update smile to v7 — cric96/experiments-2026-ecological-informatics-imageomics-drones0 reactions
- Oct 15, 2026chore(deps): update smile to v7 — cric96/experiments-2026-ecological-informatics-herd-behavior0 reactions
- Oct 13, 2026fix(deps): update smile to v7 — sergiodelgadotech/kotlin-saas-template0 reactions
- Oct 12, 2026chore(deps): update dependency com.github.haifengl:smile-kotlin to v7 — Kotlin/kotlin-jupyter-libraries0 reactions
- Sep 28, 2026Bump com.github.haifengl:smile-core from 4.4.2 to 6.3.0 — Maps-Messaging/jms_selector_parser0 reactions · 2 comments
- Sep 11, 2026Bump com.github.haifengl:smile-core from 4.4.2 to 6.3.0 — takanori-ugai/CausalHippo0 reactions · 2 comments
- Aug 31, 2026Bump com.github.haifengl:smile-core from 4.4.2 to 6.3.0 in /Task1/Task1 — takanori-ugai/KGRC4SI0 reactions · 1 comment
- Aug 30, 2026Bump com.github.haifengl:smile-core from 3.1.1 to 6.3.0 in /backend — YoussefAz04/SmartERP0 reactions
- Aug 30, 2026Bump smileVersion from 4.4.2 to 6.3.0 in /kotlin — takanori-ugai/graphrag0 reactions · 1 comment
- Aug 29, 2026chore(deps): bump com.github.haifengl:smile-core from 4.4.2 to 6.3.0 in /kotlin — takanori-ugai/ragas0 reactions · 1 comment
- Aug 28, 2026Bump smile from 4.4.2 to 6.3.0 — linde9821/epa-visualizer0 reactions · 1 comment
- Aug 27, 2026Bump com.github.haifengl:smile-core from 4.4.2 to 6.3.0 in /kotlin — takanori-ugai/CausalRAG0 reactions · 1 comment
- Aug 27, 2026Bump com.github.haifengl:smile-core from 4.4.2 to 6.3.0 in /kotlin — takanori-ugai/HippoRAG0 reactions · 1 comment
- Aug 26, 2026build(deps): bump com.github.haifengl:smile-core from 4.4.2 to 6.3.0 in /kotlin — takanori-ugai/youtu-graphrag0 reactions · 1 comment
- Aug 24, 2026Bump com.github.haifengl:smile-kotlin from 4.4.2 to 6.3.0 in /Task1/Task1 — takanori-ugai/KGRC4SI0 reactions · 1 comment
- Aug 24, 2026Bump com.github.haifengl:smile-plot from 4.4.2 to 6.3.0 in /Task1/Task1 — takanori-ugai/KGRC4SI0 reactions · 1 comment
- Aug 2, 2026chore(deps): update smile to v6 — cric96/experiments-2026-ecological-informatics-imageomics-drones0 reactions · 37 comments
- Jul 25, 2026chore(deps): update smile to v6 — cric96/experiments-2026-ecological-informatics-herd-behavior0 reactions · 44 comments
- Jun 24, 2026Bump com.github.haifengl:smile-core from 4.4.2 to 6.2.3 — Maps-Messaging/jms_selector_parser0 reactions · 1 comment
- Jun 5, 2026chore(deps): update dependency com.github.haifengl:smile-kotlin to v6.3.0 — Kotlin/kotlin-jupyter-libraries0 reactions
- May 19, 2026chore(deps): bump com.github.haifengl:smile-core from 3.0.2 to 6.1.0 — wafaHajMabrouk/windERP-recruitment0 reactions · 1 comment
- Apr 18, 2026chore(deps): update dependency com.github.haifengl:smile-core to v6 — EnergyConsumptionOptimizer/forecast-service0 reactions · 5 comments
- Feb 9, 2026Bump com.github.haifengl:smile-core from 3.1.1 to 5.2.0 — glandais/gpx2web0 reactions
- Oct 27, 2025Bump com.github.haifengl:smile-plot from 1.3.1 to 5.0.0 — AE8cl/BiJLxS1Y0 reactions
- Oct 27, 2025[java] Bump com.github.haifengl:smile-core from 1.5.1 to 6.2.5 — TransitTrack/transittrack0 reactions · 1 comment
- Jun 13, 2025Upgrade Smile — jtablesaw/tablesaw0 reactions · 1 comment
- Apr 21, 2024support jsonl format for read — techascent/tech.ml.dataset0 reactions · 1 comment
On Hacker News · 10
- Mar 2, 2015SmileMiner – A Java library of state-of-art machine learning algorithms118 points · 25 comments
- May 4, 2026Show HN: Smile-Serve – Inference Server for ML, ONNX, and LLM5 points
- May 5, 2026Show HN: AutoML Agents3 points
- Nov 26, 2024Smile 4.03 points
- Jun 11, 2026Show HN: PyTorch on Java2 points
5 more on Hacker News
- Apr 22, 2026Smile v6.0 Was Released2 points · 1 comment
- Mar 3, 2015Statistical Machine Intelligence and Learning Engine2 points
- Aug 7, 2017Smile v1.4.0 released1 point
- May 27, 2015SmileNLP: yet another Java NLP library1 point
- Apr 14, 2015SmileNLP is open sourced as part of SmileMiner1 point · 1 comment
On Stack Overflow · 6
- Dec 23, 2015Can't import installed scala/sbt library dependency from github2 votes · 1 answer
- Mar 19, 2023Usage of arpack-ng/openblas/javacpp in the smile java library1 vote
- Oct 31, 2016problems adding smile statistics library to netbeans1 vote
- Feb 9, 2023Unresolved imports in 'Smile' machine learning library0 votes
- Jan 10, 2018Re-using SparkContext object in UDAF0 votes
1 more on Stack Overflow
- Jun 9, 2015Java InputStream NullPointerException0 votes · 1 answer
On Bluesky · 1
- Sep 7, 2026🚀 GitHub Intelligence Drop smile (Java • 🟢) ⭐ 6.4K → https://github.com/haifengl/smile Mathematics-for-ML (Unknown • 🔴) ⭐ 6.4K →… — @githubfeed.bsky.social1 likes and repost
Where files are headingNew AGENTS.md files have more rules about keeping secrets out of the code, and fewer about code style.
Of the AGENTS.md files we read, the 28,693 first seen in the last six months, against the older ones: the kind of rule that gained most share, and the kind that lost most. About files like this in general, not this one, and an estimate, since a kind is a pattern in the words.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
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Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

