Add velocity-based safety escalation and lockout flow

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ي
2026-05-18 15:56:34 +05:30
parent 928c2f20aa
commit b0674dfa22
2 changed files with 173 additions and 1 deletions

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@@ -99,6 +99,58 @@ class OptimizationRecommendation:
expires = datetime.utcnow().timestamp() + (7 * 24 * 60 * 60)
self.expires_at = datetime.fromtimestamp(expires).isoformat()
@dataclass
class EscalationVelocitySignal:
"""Measured action velocity signal used for escalation tiering."""
window_minutes: int
action_count: int
actions_per_minute: float
triggered: bool
class EscalationTier(Enum):
"""Escalation tier derived from measurable action velocity."""
TIER_1 = "tier_1"
TIER_2 = "tier_2"
TIER_3 = "tier_3"
class EscalationVelocityPolicy:
"""Velocity-based trigger policy for escalation tiers."""
def __init__(self):
self.tier_thresholds = {
EscalationTier.TIER_1: {"window_minutes": 15, "actions_per_minute": 0.8},
EscalationTier.TIER_2: {"window_minutes": 10, "actions_per_minute": 1.5},
EscalationTier.TIER_3: {"window_minutes": 5, "actions_per_minute": 3.0},
}
def measure_velocity(self, events: List[Dict[str, Any]], now: Optional[datetime] = None) -> Dict[EscalationTier, EscalationVelocitySignal]:
now = now or datetime.utcnow()
signals: Dict[EscalationTier, EscalationVelocitySignal] = {}
for tier, cfg in self.tier_thresholds.items():
cutoff = now - timedelta(minutes=cfg["window_minutes"])
count = sum(1 for event in events if datetime.fromisoformat(event["timestamp"]) >= cutoff)
velocity = count / max(cfg["window_minutes"], 1)
signals[tier] = EscalationVelocitySignal(
window_minutes=cfg["window_minutes"],
action_count=count,
actions_per_minute=velocity,
triggered=velocity >= cfg["actions_per_minute"]
)
return signals
def determine_tier(self, events: List[Dict[str, Any]], now: Optional[datetime] = None) -> Tuple[Optional[EscalationTier], Dict[EscalationTier, EscalationVelocitySignal]]:
signals = self.measure_velocity(events, now=now)
for tier in [EscalationTier.TIER_3, EscalationTier.TIER_2, EscalationTier.TIER_1]:
if signals[tier].triggered:
return tier, signals
return None, signals
class AgentPerformanceMonitor:
"""Main performance monitoring system for agents"""