User built a concrete tool (comet-mcp) with specific functionality (Claude Code + Perplexity browser integration), provided GitHub link, and explained the problem it solves and technical tradeoffs.
Detailed technical post with functional code patterns, workflow descriptions, hooks implementation, and structured task management templates for Claude Code. Provides actionable development guidance.
References specific published work by named authors (Noam Chomsky, Ian Roberts, Jeffrey Watumull). Cites verifiable academic source.
User reports specific missing feature: usage statistics unavailable on Desktop, website, and Claude Code /usage command. Clear technical issue with expected functionality.
Describes functional tool built with Claude Code + MCP for web research integration. Includes specific workflow (Google AI Mode queries → synthesis → citations), GitHub link, and token efficiency analysis.
Details a specific multi-step workflow combining Claude and Codex for token-efficient development, with concrete prompts and clear methodology for code review process.
Shares concrete discovery about Claude Code v2.1.1 subagent auto-compaction behavior with specific technical evidence (JSON logs showing token thresholds and metadata).
In-depth investigation of Claude Code 2.1 features with concrete metrics (skill development time reduced from 2 minutes to 5 seconds) and implementation details for hot-reload, context forking, and lifecycle hooks.
Comprehensive workflow patterns from extensive real-world usage (2000 hours) with specific, actionable techniques: error logging systems, slash commands as services, safety hooks, and context hygiene practices.
Direct link to a GitHub repository from DeepSeek-AI for a research project on LLM sparsity. This is verifiable academic/research content with a clear source and reproducible codebase.
User reporting unexpected model behavior (Claude refusing to repeat non-violation requests). Seeks troubleshooting help from community about edge case in Claude's behavior.
Detailed technical implementation of multi-agent orchestrator system for context management. Includes specific architecture (subagents: coder, debugger, reviewer, sysadmin), measured problem (80% context degrade), attempted solution with hooks, and real-world findings about limitations.
References a published academic critique (Chomsky, Roberts, and Watumull's known paper on ChatGPT limitations). Appears to be sharing verifiable research/published work.
Specific error message and problem report ('Failed to load session' with local folders). Describes attempted solutions and working alternatives, seeking debugging help.
User reports potential bug with Claude's message limit feature with specific context (single message, PRO upgrade, timing details). Seeks help diagnosing unexpected behavior - legitimate troubleshooting inquiry.