Rule Doctor Lite is a free Python tool that identifies Wazuh custom rules that never fire, including those silently dropped during load. It reads Wazuh manager files without making changes, supports both direct execution and Docker deployment, and diagnoses issues like missing parent rules and load-order conflicts.
dbt Summit discussions highlighted the need for debuggable data context for AI agents. Cassis proposes organizing business knowledge in a tree structure of domains to enable clear retrieval paths, making it easier to diagnose and fix agent failures by distinguishing between missing information, incorrect information, retrieval failures, and model errors.
TraceOn is a DevTools browser extension that analyzes web page performance traces locally and converts them into plain-language diagnostics of load bottlenecks, Core Web Vitals, and actionable recommendations. All analysis runs on-device with no data collection, tracking, or third-party sharing.
BLECI Debugger Pro is a BLE debugging tool for developers and hardware engineers that enables scanning, inspecting GATT services, sending custom commands, and managing reusable device Profiles. It supports live logging, data parsing, notifications, and network log sharing to streamline Bluetooth Low Energy development and testing workflows.
Claude Code's advisor tool helps with multi-step tasks by providing independent review and planning oversight. Users can configure an advisor model via commands, settings, or launch flags, with constraints that the advisor must match or exceed the main model's capability.
OpenSecurityTraining2 is a collection of security training courses covering architecture, debugging, reverse engineering, vulnerability analysis, exploit development, secure development, and other defensive security topics.
LWP::ConsoleLogger::Everywhere is a Perl debugging library that logs HTTP requests and responses from UserAgents like LWP::UserAgent, Mojo::UserAgent, and HTTP::Tiny without modifying code, using Perl's -M flag to inject debugging capabilities at runtime.
A hardware engineer with 20 years of experience reflects on their three-year aspiration to transition into firmware engineering, discussing initial motivation, persistent impostor syndrome, and evolving perspectives on LLM coding tools in the firmware space.
A Postgres production database experienced high CPU usage due to an inefficiently written Row-Level Security policy that repeatedly parsed JWT tokens for every row accessed. The issue went undetected by standard debugging tools because the privileged role used for testing bypassed RLS evaluation, masking the actual query cost. Rewriting the policy to evaluate the JWT function once per statement rather than per row reduced peak CPU from 80% to 16%.
A developer describes how their boss implemented error notification by catching all exceptions and emailing the team rather than silently suppressing them, which helped catch bugs quickly despite one incident where a flood of errors crashed the company email server.
A recompilation of the 1995 Sega 32X game Knuckles' Chaotix using AI assistance has drawn criticism from fans for multiple technical issues including poor audio, broken widescreen functionality, and performance problems in special stages. Critics argue that AI-generated code is difficult to debug and offers no real advantage over emulation, while defenders note that such projects would be infeasible without AI assistance.
PeerTalk.ai enables two AI agents to communicate directly peer-to-peer with end-to-end encryption, allowing users to have agents collaborate, compare notes, and debug together without data passing through centralized servers. The platform works through a simple link-sharing mechanism and integrates with MCP clients like Claude Code.