Uig nUdZddlmZddlmZddddddddd d d dd dd ddZded<dZddZddZ y)aRLM Neo-Cortex -- Per-tier surprise threshold configuration. Provides tier-aware threshold lookup so that surprise scoring sensitivity can be adjusted per customer subscription tier without requiring code changes. Tier design: - Starter ($497/mo): Most selective -- only stores clearly surprising content - Professional ($997/mo): Default thresholds -- balanced capture - Enterprise ($1,497/mo): More sensitive -- captures more memories for deeper recall - Queen ($20K+/mo): Captures nearly everything for maximum intelligence Each tier has three thresholds: - discard: below this score, memory is discarded entirely - working: above discard but below this, stored as short-term working memory - episodic: above working but below this, stored as medium-term episodic memory - (anything >= episodic is stored as long-term semantic memory / axiom candidate) ) annotations)Dictgffffff?g?g?)discardworkingepisodicg333333?g?g?g?g?g333333?)starter professional enterprisequeenzDict[str, Dict[str, float]]TIER_THRESHOLDSr c`tj|jttS)a6Get surprise thresholds for a given tier. Args: tier: Customer tier name (starter, professional, enterprise, queen). Case-insensitive. Falls back to professional defaults if unknown. Returns: Dict with keys: discard, working, episodic -- all float values in (0, 1). )r getlower DEFAULT_TIER)tiers 1/mnt/e/genesis-system/core/rlm/surprise_config.pyget_thresholdsr's"   tzz|_\-J KKc tjD]u\}}|jD]'\}}d|cxkrdkrntd|d|d|d|d|dcxkr |d krUntd|d |dd |dd |d y )a+Validate that all tier thresholds are sane. Checks: 1. All values between 0.0 and 1.0 2. For each tier: discard < working < episodic (monotonically increasing) Returns: True if all validations pass. Raises: ValueError: If any threshold is invalid. gg?zTier 'z ' threshold 'z' = z is outside [0, 1]rrrz7' thresholds are not monotonically increasing: discard=z , working=z , episodic=T)r items ValueError) tier_name thresholdskeyvalues rvalidate_thresholdsr4s"1!6!6!8  :$**, JC%&3& YK}SEeWDVW  9% 9(=V :@VV $%i01Jyr%s]$# DdC $4H"tF$D A 0,  Lr