Lico124378/macau-hidden-bites
A Macau food recommendation Agent built on Thompson Sampling + StackedPareto weight fusion, with a full evaluation pipeline (5-fold CV, bootstrap CIs, stress tests) on 5,000 simulated users and 100k interactions. Competition entry for the QwenPaw AI Developer Challenge.
⚡ Executive Summary & Quick Facts
Authoritative Sourcemacau-hidden-bites is macau-hidden-bites is an open-source project written in Python: A Macau food recommendation Agent built on Thompson Sampling + StackedPareto weight fusion, with a full evaluation pipeline (5-fold CV, bootstrap CIs, stress tests) on 5,000 simulated users and 100k interactions. Competition entry for the QwenPaw AI Developer Challenge..
| Repository | Lico124378/macau-hidden-bites ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 121 stars · ⑂ 0 forks · #19,797 globally |
| Maintenance | ● Active (Last commit: Oct 21, 2026) · 0 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#2,556
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
macau-hidden-bites gained 10 stars in the last 30 days, about 1 a day, and now has 121. It is about 1 year old and has averaged roughly 121 stars a year. It ranks #2,556 among Python repositories and #19,797 across all languages on GitHubRepo.
Trending Record
1
DAYS ON TRENDING
#18746
BEST RANK
Oct 28, 2026
FIRST APPEARANCE
Active
STATUS TODAY
macau-hidden-bites has maintained a continuous presence across global trending indexes, peaking at #18746. Below is the 30-day activity profile:
💡 Overview
macau-hidden-bites is an open-source project written in Python: A Macau food recommendation Agent built on Thompson Sampling + StackedPareto weight fusion, with a full evaluation pipeline (5-fold CV, bootstrap CIs, stress tests) on 5,000 simulated users and 100k interactions. Competition entry for the QwenPaw AI Developer Challenge.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install macau-hidden-bites⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
macau-hidden-bites coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Production System Integration
Embed macau-hidden-bites into Python backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open MIT license.
🚀 Getting Started
Install macau-hidden-bites using your package manager: `pip install macau-hidden-bites`
Initialize your project workspace or configuration file for macau-hidden-bites.
Import macau-hidden-bites into your codebase or invoke it directly from your terminal.
Execute your test suite or run `macau-hidden-bites --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
Lico124378/macau-hidden-bites is currently ranked #19,797 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
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| #19,797 | Lico124378/macau-hidden-bites This Project | Python | ★ 121 | |
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Frequently Asked Questions
What does macau-hidden-bites do? +
A Macau food recommendation Agent built on Thompson Sampling + StackedPareto weight fusion, with a full evaluation pipeline (5-fold CV, bootstrap CIs, stress tests) on 5,000 simulated users and 100k interactions. Competition entry for the QwenPaw AI Developer Challenge.
What language is macau-hidden-bites written in? +
The primary language is Python. Topics include: software.
Is macau-hidden-bites actively maintained? +
Yes, the last recorded push was on Oct 21, 2026 with 0 open issues being tracked.
How many stars does macau-hidden-bites have? +
macau-hidden-bites has 121 stars and 0 forks on GitHub.
How does macau-hidden-bites rank among GitHub repositories? +
With 121 stars, Lico124378/macau-hidden-bites is ranked #19,797 globally across all repositories tracked on GitHubRepo and #2,556 among Python projects.
What license is macau-hidden-bites distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
