manifesto-hciImplement "Explicit State & Continuous Consensus" HCI pattern (v3.0). Combat information entropy, prevent intent drift, and maintain a shared source of truth...
Install via ClawdBot CLI:
clawdbot install leozhoski/manifesto-hciGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated May 22, 2026
An author uses sporadic AI sessions over weeks to write a novel. The Manifesto ensures plot points, character arcs, and world-building rules are consistently tracked and not contradicted between sessions, even after long gaps.
A distributed team of developers and product managers collaborate asynchronously via AI agents. The Manifesto maintains a single source of truth for architectural decisions, API contracts, and sprint goals, preventing drift across daily standups and code reviews.
A PhD student uses an AI assistant over many months for literature review, hypothesis generation, and experiment planning. The Manifesto tracks research questions, key findings, and methodological decisions, ensuring consistency across intermittent work sessions.
A game designer iterates on mechanics, narrative, and art style over several months. The Manifesto captures design pillars, feature specs, and tuning parameters, enabling coherent decision-making between long pauses in development.
A startup founder uses an AI assistant to refine business plans, investor decks, and product roadmaps. The Manifesto records assumptions, financial projections, and pivot decisions, ensuring all team members remain aligned as the plan evolves.
Offer a premium AI assistant tier that includes the Manifesto HCI skill for subscribers needing persistent, reliable project management across long-term engagements. Revenue comes from monthly or annual subscription fees.
License the Manifesto skill as an add-on to existing project management or note-taking platforms (e.g., Notion, Jira) to provide AI-powered state tracking and consensus assurance. Revenue from per-seat licensing or usage-based pricing.
Offer a free tier with limited Manifesto usage (e.g., single project, small log size) and charge for scaling to multiple projects, larger state, or advanced features like custom hooks. Revenue from tier upgrades and overage charges.
💬 Integration Tip
To integrate the Manifesto HCI skill, set up a Git repository per project and ensure the AI agent can execute shell commands and maintain background sub-agent processes. Use the provided scripts for logging and state commits, and adapt the slash command interface to your platform's command system.
Scored May 22, 2026
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