Papers

Research documentation and evidence synthesis framework for MYCURE healthcare products using HIGH/MEDIUM/LOW confidence grading, triangulation methodology, and rigorous citation standards. Auto-activates for research documentation, evidence grading, healthcare systems analysis, user research synthesis, market analysis, competitive research. Includes Philippine healthcare context (LGU health systems, FHISIS, PhilHealth).

Structured code debugging through hypothesis formation and falsification planning. Use when diagnosing bugs, unexpected behaviour, or system failures where the root cause is unclear. Produces a hypothesis document for execution by another agent rather than performing the investigation directly. Triggers on requests to debug issues, diagnose problems, investigate failures, or create debugging plans.

Download and analyze academic papers from arXiv. Use when users want to download a specific paper by ID (e.g., "download paper arxiv:1234.5678") or read/analyze papers they've already downloaded.

Build Gemini Deep Research agents using the Interactions API. Use when creating autonomous research agents, implementing multi-step information gathering, building research report generators, or integrating Gemini's Deep Research capabilities into applications. Handles polling, streaming, file integration, and report synthesis.

Four-phase debugging: root cause → patterns → hypothesis → implement. For complex bugs, test failures, multi-component issues. NOT for obvious syntax errors.

Review and improve English in daily journal entries. Use when the user wants to review their daily English practice with Japanese originals in `::ja` and `::en` sections.

JASA/Biometrika manuscript structure with VanderWeele notation standards

Testing patterns including pytest, unittest, mocking, fixtures, and test-driven development with extended thinking integration. Activate for test writing, coverage analysis, TDD, hypothesis-driven development, and quality assurance tasks.

Expert on Shelby Protocol architecture, erasure coding, placement groups, read/write procedures, Clay Codes, chunking, storage providers, RPC servers, and decentralized storage system design on Aptos blockchain. Triggers on keywords Shelby Protocol, erasure coding, Clay Codes, placement groups, Shelby architecture, storage provider, blob storage, chunking, Shelby whitepaper.

Guide systematic debugging through hypothesis generation and verification

Automated generation of journal article drafts from HTA systematic review reports. Use when users want to (1) convert an HTA/systematic review report into a journal submission, (2) extract clinical and cost-effectiveness data from HTA reports, (3) generate first drafts following specific journal guidelines, or (4) process NICE, ICER, CADTH, or similar HTA agency reports for publication. Triggers include phrases like "convert this report to a journal article", "draft a manuscript from this systematic review", "prepare for journal submission", "extract data for publication", "ingest HTA report", "start drafting".

Stress-test book concepts against existing research before committing to architecture. Use when the user has a Book Concept Document ready for validation, wants to verify their thesis is defensible, needs to understand the competitive intellectual landscape, or wants honest assessment of their idea's strengths and weaknesses. Produces a Validation Report that informs the Go/No-Go decision. Nonfiction only.

Use when editing or improving discussion sections that lack literature comparison, mechanistic interpretation, or honest limitations - provides synthesis patterns, positioning strategies, and future directions framework

Intelligent revenue opportunity discovery system for financial advisors. Extracts structured revenue scenarios from publications and matches them to client books of business to identify high-value opportunities. Use when analyzing industry articles to discover new scenarios, or when scanning client data to find revenue opportunities and generate Top 25 opportunity reports.

Create best-in-class newsletters that people actually want to read. Use when someone needs to write a newsletter edition, develop a newsletter format, or improve their newsletter game. Covers multiple formats - roundup, deep-dive, personal essay, curated links, news briefing. References patterns from Lenny Rachitsky, Morning Brew, Greg Isenberg, Sahil Bloom, The Hustle, and top AI newsletters. Triggers on: write newsletter, newsletter format, help with my newsletter, newsletter edition about X, weekly roundup. Outputs publication-ready newsletter content or format templates.

Systematic debugging methodology - scientific approach to finding and fixing bugs using hypothesis testing, isolation, and root cause analysis. Based on the Arcanean principle that understanding precedes execution.

Generate summaries of therapy sessions and journal entries at various lengths and for different audiences. Supports action item extraction, highlights reels, and session prep. Use for quick recaps, sharing with others, or preparing for your next session.

Create high-quality, SEO-optimized content that ranks AND reads like a human wrote it. Use when turning keyword research into actual content pieces. Takes a target keyword/cluster and produces a complete article optimized for search while avoiding AI-sounding output. Triggers on: write SEO content for X, create article for keyword, write blog post about X, SEO article, content for keyword cluster. Outputs publication-ready content with proper structure, optimization, and human voice.

Use when stakeholders pressure you to change technical priorities and you're tempted to compromise on security-first or call it synthesis - enforces risk-based prioritization over stakeholder preferences

Quick literature search on PubMed. Triggers: 搜尋, 找論文, search papers, find articles, PubMed, 文獻搜尋, 快速搜尋