/**
 * Badcase Extractor (FR-N02)
 *
 * Parses badcase files and uses LLM to extract structured intent knowledge.
 * Supports three badcase source types:
 *   - user_correction: user explicitly corrected agent behavior
 *   - audit_finding: audit discovered a deviation
 *   - verification_failure: automated verification caught a failure
 *
 * AC coverage:
 *   AC1: Three source types identified and tagged
 *   AC2: LLM semantic extraction (scenario → trigger → expected → anti-pattern)
 *   AC4: Auto-annotates source type and source date
 *   AC7: All semantic understanding via LLM, zero regex/template
 */
export type BadcaseSourceType = 'user_correction' | 'audit_finding' | 'verification_failure';
export interface BadcaseEntry {
    /** Raw text content of the badcase */
    text: string;
    /** Source type classification */
    sourceType: BadcaseSourceType;
    /** Date the badcase was recorded */
    sourceDate: string;
    /** Optional file path origin */
    filePath?: string;
}
export interface ExtractedIntent {
    /** Short title */
    title: string;
    /** Full intent description */
    content: string;
    /** Scenario where this intent applies */
    scenario: string;
    /** What triggers this intent */
    triggerCondition: string;
    /** Expected behavior */
    expectedBehavior: string;
    /** Anti-pattern to avoid */
    antiPattern: string;
    /** Confidence score 0-1 */
    confidence: number;
    /** Tags for categorization */
    tags: string[];
    /** Similar sentences for intent matching */
    similarSentences: string[];
    /** Source type from the badcase */
    sourceType: BadcaseSourceType;
    /** Date from the badcase */
    sourceDate: string;
}
/**
 * Parse a badcase file into structured entries.
 * Supports markdown files with sections separated by `---` or `## `.
 * Each section is treated as one badcase entry.
 */
export declare function parseBadcaseFile(filePath: string): Promise<BadcaseEntry[]>;
/**
 * Parse raw badcase text into structured entries.
 * Uses LLM for semantic source type classification.
 */
export declare function parseBadcaseText(text: string, filePath?: string): Promise<BadcaseEntry[]>;
/**
 * Extract structured intents from badcase entries using LLM.
 * AC2 + AC7: All semantic understanding via LLM.
 */
export declare function extractIntentsFromBadcases(entries: BadcaseEntry[]): Promise<ExtractedIntent[]>;
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