intention-engineIntent inference and alignment for persistent AI agents. Classifies gaps between tasks and intentions, checks for misalignment before executing, and prevents...
Install via ClawdBot CLI:
clawdbot install MouseRider/intention-engineGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://natesnewsletter.substack.com/Audited Apr 16, 2026 · audit v1.0
Generated Mar 20, 2026
An AI agent uses the Intention Engine to handle customer support tickets by inferring the user's underlying goal from vague requests, such as 'my app is slow,' and proactively suggesting solutions like clearing cache or checking internet speed instead of just logging a generic complaint. It cross-references user history and product context to avoid wasted effort on misaligned responses.
In a project management tool, the engine analyzes task assignments like 'update the report' by checking project goals and recent team discussions to infer if the user intends a quick data refresh or a detailed analysis for a stakeholder meeting. It runs a premortem to flag risks like outdated data sources before execution.
A healthcare AI applies the skill to interpret patient symptoms described vaguely, such as 'I feel tired,' by inferring intentions related to chronic condition management or acute care needs based on medical history and recent visits. It checks for negative intent to avoid misdiagnosis and ensures alignment with treatment protocols.
For an online retailer, the engine infers shopper intentions from browsing behavior and purchase history, distinguishing between 'browsing for gifts' and 'urgent need for a specific item.' It redirects recommendations to faster paths, like highlighting expedited shipping, and flags stale intentions after 30 days of inactivity.
Offer the Intention Engine as a cloud-based API service for businesses to integrate into their AI agents, charging monthly fees based on usage tiers. Revenue streams include premium features like advanced context layering and compliance reporting for regulated industries.
Sell perpetual licenses or annual contracts to large enterprises for on-premise deployment, with customization options for specific industries like finance or healthcare. Revenue is generated through upfront fees, maintenance contracts, and training services.
Provide consulting services to help companies implement the skill into existing AI systems, offering workshops, audits, and custom development. Revenue comes from project-based fees and ongoing optimization retainer agreements.
💬 Integration Tip
Integrate the engine early in the AI agent's decision pipeline to pre-process user requests, ensuring it cross-references at least two context sources like user profiles and recent memory before execution.
Scored Jun 19, 2026
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