Research

Use when starting a new implementation task and an issue must be created with strict acceptance criteria gating before execution.

Context optimization extends the effective capacity of limited context windows through strategic compression, masking, caching, and partitioning. The goal is not to magically increase context windows but to make better use of available capacity.

Git-aware undo by logical work unit (track, phase, or task)

Manage citations systematically throughout the research and writing process.

Convert human-written CLAUDE.md into AI-native structured-label format. Battle-tested across 4 models. Same rules, fewer tokens, higher compliance.

'Generate comprehensive market opportunity analysis with TAM/SAM/SOM

This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs. Every document produced is backed by comprehensive literature search and verified citations through the research-lookup skill.

Detect and rewrite AI-like Chinese text with a practical workflow for scoring, humanization, academic AIGC reduction, and style conversion. Use when the user asks to 去AI味, 降AIGC, 去除AI痕迹, 论文降重, 知网检测, 维普检测, humanize chinese, detect AI text, or make Chinese text sound more natural.

分析家族病史、评估遗传风险、识别家庭健康模式、提供个性化预防建议

You are an expert error analysis specialist with deep expertise in debugging distributed systems, analyzing production incidents, and implementing comprehensive observability solutions.

Use when starting a new implementation task and an issue must be created with strict acceptance criteria gating before execution.

Git-aware undo by logical work unit (track, phase, or task)

Manage citations systematically throughout the research and writing process.

'Generate comprehensive market opportunity analysis with TAM/SAM/SOM

This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs. Every document produced is backed by comprehensive literature search and verified citations through the research-lookup skill.

You are an expert error analysis specialist with deep expertise in debugging distributed systems, analyzing production incidents, and implementing comprehensive observability solutions.

Security-focused code review for PRs, commits, and diffs.

Use when starting a new implementation task and an issue must be created with strict acceptance criteria gating before execution.

Context optimization extends the effective capacity of limited context windows through strategic compression, masking, caching, and partitioning. The goal is not to magically increase context windows but to make better use of available capacity.

Git-aware undo by logical work unit (track, phase, or task)

Manage citations systematically throughout the research and writing process.

Analyze market conditions, geographic opportunities, pricing, consumer behavior, and product validation across Google Maps, Facebook, Instagram, Booking.com, and TripAdvisor.

Extract product data, prices, reviews, and seller information from any e-commerce platform using Apify's E-commerce Scraping Tool.

Convert human-written CLAUDE.md into AI-native structured-label format. Battle-tested across 4 models. Same rules, fewer tokens, higher compliance.