/**
 * LexSona Behavioral Rules Schemas
 *
 * Zod schemas for behavioral rules with confidence scoring.
 * Part of LexSona v0 Integration (0.5.0 Tier 4).
 *
 * @see docs/LEXSONA.md for architecture overview
 * @see docs/research/LexSona/MATH_FRAMEWORK_v0.1.md for mathematical framework
 */
import { z } from "zod";
/**
 * BehaviorRule schema - validation for rule records stored in lexsona_behavior_rules table
 *
 * Stores behavioral patterns learned from user corrections with Bayesian confidence scoring.
 * Based on the LexSona mathematical framework's Beta-Bernoulli confidence estimation.
 */
export declare const BehaviorRuleSchema: z.ZodObject<{
    rule_id: z.ZodString;
    context: z.ZodRecord<z.ZodString, z.ZodUnknown>;
    correction: z.ZodString;
    confidence_alpha: z.ZodNumber;
    confidence_beta: z.ZodNumber;
    observation_count: z.ZodNumber;
    created_at: z.ZodString;
    updated_at: z.ZodString;
    last_observed: z.ZodString;
    decay_tau: z.ZodDefault<z.ZodNumber>;
}, z.core.$strip>;
export type BehaviorRule = z.infer<typeof BehaviorRuleSchema>;
/**
 * CorrectionSchema - validation for user feedback/corrections
 *
 * Used when ingesting new corrections from users. The system will match
 * corrections to existing rules or create new ones.
 */
export declare const CorrectionSchema: z.ZodObject<{
    context: z.ZodRecord<z.ZodString, z.ZodUnknown>;
    correction: z.ZodString;
    user_id: z.ZodOptional<z.ZodString>;
    timestamp: z.ZodString;
}, z.core.$strip>;
export type Correction = z.infer<typeof CorrectionSchema>;
/**
 * Parse and validate a BehaviorRule object
 * @param data - The data to parse
 * @returns Validated BehaviorRule object
 * @throws ZodError if validation fails
 */
export declare function parseBehaviorRule(data: unknown): BehaviorRule;
/**
 * Validate a BehaviorRule object without throwing
 * @param data - The data to validate
 * @returns Validation result with success flag and optional data/error
 */
export declare function validateBehaviorRule(data: unknown): {
    success: true;
    data: BehaviorRule;
} | {
    success: false;
    error: z.ZodError;
};
/**
 * Parse and validate a Correction object
 * @param data - The data to parse
 * @returns Validated Correction object
 * @throws ZodError if validation fails
 */
export declare function parseCorrection(data: unknown): Correction;
/**
 * Validate a Correction object without throwing
 * @param data - The data to validate
 * @returns Validation result with success flag and optional data/error
 */
export declare function validateCorrection(data: unknown): {
    success: true;
    data: Correction;
} | {
    success: false;
    error: z.ZodError;
};