Patient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical workflow integrity, and integration compliance. Blocks deployments on safety failures. Use when a healthcare deployment must be gated on patient-safety tests for CDSS accuracy, PHI…
Protected Health Information (PHI) and Personally Identifiable Information (PII) compliance patterns for healthcare applications. Covers data classification, access control, audit trails, encryption, and common leak vectors. Use when code touches PHI or PII in a healthcare system, or when auditing access control…
Run evidence-disciplined Xiaohongshu social listening for foreign pharma employee pain points. Use when the user asks to collect and analyze notes/comments about pharma companies, aliases, roles, compliance, medical affairs, or AI topics, then produce a cited and scored sampled-insight report. Includes…
A business-strategy discussion role based on Jeff Bezos’s publicly known ways of thinking, including starting with customer needs, planning for the long term and looking for reinforcing business activities.
A challenge role for business discussions that looks for weak assumptions, counterexamples, and ways a plan could fail. It distinguishes risks that could end a plan from risks that can be managed.
A management-review role based on Peter Drucker’s ideas about effective work, responsibility, contribution, and resource use. It applies those ideas to structured business discussions.
A role that maintains a shared record of information used in a business discussion, including its source, status and requests for supporting evidence. It separates facts from assumptions and uncertain claims.
A strategic-review role based on Andy Grove’s ideas about major market or technology shifts and disciplined execution. It examines whether a situation is a strategic turning point rather than a routine efficiency project.
A product and communication review role based on Steve Jobs’s public work and product decisions. It examines how clearly a product’s value is understood from the user’s first interaction through its presentation.
A market-analysis discussion role that researches market size, customers, competitors and trends using traceable sources. It distinguishes the total possible market from the part a business can realistically reach.
A medical-evidence research role for strategy discussions. It organizes evidence about treatment effects, appropriate patient groups, and risks that have not been proven.
A first-principles strategy-review role based on Elon Musk’s public engineering and business reasoning. It breaks a problem into basic costs, materials, time, software iteration, production capacity, and scaling limits.
A policy-research role for finding laws, policies, official guidance, and regulatory limits relevant to a business decision. It records where and when each rule applies and what remains uncertain.
A facilitator role for AgentHive business strategy roundtables, structured discussions where several participants examine a decision. It manages speaking order, challenges, disagreements, evidence gaps, and the move toward an actionable conclusion.
A summary role for AgentHive business strategy roundtables, structured discussions in which participants propose and challenge ideas. It compresses the discussion into conclusions while retaining reasons, objections, risks, evidence references, and unresolved disagreements.
A decision-making role based on ideas associated with Peter Thiel, especially finding unusual opportunities, serving a narrow market, and building a defensible business. It is designed for structured strategy discussions.
A business strategy discussion role based on public material about Sam Walton, Walmart’s founder. It focuses on customers, front-line execution, low costs, distribution, repeatable trials, and employee incentives.