140 Incidents — May 2026
Click any incident to see the full analysis and RuntimeAI gap fix below. Left border colour = severity: ■ Critical ■ High ■ Medium
The Pattern
This month’s incidents demonstrate a consistent pattern across all sectors: AI is now both the attack vector and the target. Enterprises with mature security stacks were breached through gaps those stacks were never designed to cover.
The 140 incidents collected this month span 54 named organizations, 601M+ records exposed, and 6 distinct security vendors present at time of breach. The pattern is not one of vendor failure — it is one of category gap.
What Would Have Stopped This — Full Capability Stack
Not “better security.” Nineteen specific capabilities across three platforms. Each addresses a gap that no vendor in this month’s breach stacks was built to cover — because AI agents didn’t exist when those vendors were designed.
- Cloud scanner (AWS/Azure/GCP Lambda, Bedrock, SageMaker)
- IDE scanner (VS Code, Cursor, MCP servers)
- Endpoint scanner on developer laptops
- Shadow AI Inbox with auto-severity classification
- One-click shadow AI → governed agent pipeline
- SPIFFE X.509 SVID with RSA-2048, auto-rotating
- TPM 2.0 hardware attestation + PCR drift detection
- Zero-touch bootstrap for new agents
- Agent DNS: NXDOMAIN for unknown agents
- Blueprint-based permission inheritance
- OPA/Rego engine, sub-1ms, fail-closed
- NL-to-Rego compiler: write policy in plain English
- Merkle-chain tamper-evident audit trail
- Multi-tenant RBAC + Separation of Duties
- Cross-site policy cascade for distributed fleets
- Bidirectional DLP: input (prompt injection) + output (data leakage)
- ML behavioral baselines per agent with adaptive thresholds
- Risk score 0–100 triggers auto-suspend or rate-limit
- No-code guardrail builder for business users
- Data Proxy: field-level masking before agent sees data
- 3-level kill switch: per-agent, per-tool, platform-wide — all <100ms
- 500+ pre-built integrations with auto-discovery
- BYOM overlay: wrap existing MCPs without code changes
- Circuit breaker + health monitoring per connection
- Full OWASP MCP03 input/output sanitization + DLP
- Rolling 30-day baseline: frequency, pattern, volume, temporal
- LSTM sequence modeler for multi-step attack patterns
- Composite risk score from 6 signals
- HRIS integration: auto-suspend on employee termination (<30s)
- Adaptive OPA thresholds by agent role + risk profile
- L1/L2/L3 kill: per-agent, per-tool, platform — all <100ms via NATS
- Forensic state capture: last 100 actions, memory snapshot, credentials
- Quarantine mode: isolate for investigation, preserve evidence
- Escalation chains: auto-response → SOC alert → human required → kill
- Reprieve mechanism: 24-hour lease for controlled investigation post-kill
- 5-phase automated playbook from detection to verification
- Auto-classification against 200+ known AI attack patterns
- Blast radius containment: quarantine all interacting agents
- True positive: terminate + revoke + rotate + update models
- False positive feedback loop continuously improves detection
- Access review campaigns with auto-apply decisions
- ‘The Reaper’: HRIS webhook auto-revokes terminated employees’ agents (<30s)
- Vault Broker: just-in-time 5-min TTL credential injection, never persisted
- Per-tenant budget caps with 4-tier alerts (50/75/90/100%)
- Unified health, credential lifecycle, budget, SLA dashboard
- Multi-provider routing: OpenAI, Anthropic, Bedrock, Azure, GCP, custom
- Cost/latency/compliance-based routing policies
- Automatic failover <100ms; per-provider circuit breaker
- Semantic caching: 0.80–0.95 similarity threshold, 15–30% cache hits
- Budget enforcement per-agent + cost anomaly detection
- Model Registry: versioning, rollback, lineage, lifecycle management
- Hybrid Scoring: edge <1ms quantized vs cloud full-precision auto-routing
- Feature Store: online <5ms + offline point-in-time with freshness monitoring
- Drift Engine integration: auto-retraining on data/concept drift
- 7-dimension cost attribution: agent/model/team/customer/feature/time/provider
- Wasm token counter in proxy: 50–100 microsecond overhead
- Live model pricing catalog: 200+ models, 15+ providers, updated every 15min
- Budget hard limits: block requests when agent exhausts budget
- Cost anomaly detection: ML-based spending spike alerts
- Chargeback engine: per-customer invoices + per-team internal allocation
- 13+ frameworks: SOC 2, FedRAMP, ISO 27001/42001, EU AI Act, HIPAA, PCI-DSS, NIST AI RMF
- Evidence auto-generated from platform telemetry (audit trails, Merkle chain, access reviews)
- Gap tracking with SLA-based remediation assignment
- Audit Marketplace: open to any qualified audit firm; time-limited scoped access
- Blockchain-anchored compliance certificates with tamper-evidence verification
- 6-step publishing wizard with compliance gating
- AAIC certification: third-party behavioral audit by registered firms
- Risk scoring: permission scope (30%), data access (25%), integration (20%), frequency (10%), reputation (10%)
- Shadow AI Import: discover unmanaged agents and bring into governance
- Stripe Connect billing: free/per-seat/per-action/outcome-based; 20% platform fee
- Centralized NHI Registry: auto-discovery across AWS/Azure/GCP/on-prem
- Credential posture: rotation schedules, expiry, over-privilege, unused credential detection
- NHI Drift Detection: per-NHI behavioral baseline + scope creep detection
- Bot-CA: short-lived X.509 certs (1–24hr TTL), auto-rotating, instant OCSP revocation
- O(1) hash-based revocation: per-NHI, per-tenant, or global — no cascading policy lookup
- Per-agent behavioral baseline: frequency, resource access, API sequences, timing
- Real-time deviation scoring against baseline (0–100)
- LSTM sequence modeler: multi-step attack chain detection (recon→escalation→exfil)
- Session-level anomaly: full context analysis, not individual events
- Kill Switch integration: auto-suspension on high-confidence fraud with forensic package
- Policy-based memory write filtering (PII, PHI, secrets blocked at write)
- PII Shield integration: redact/block before persistence
- Memory expiry + TTL: auto-purge with full audit trail
- Memory poisoning prevention: adversarial injection detection
- Retrieval authorization: every memory read policy-enforced and logged
- Agent virtual cards: per-agent card numbers + CVVs, hard spend limits
- Vendor registry: allowlisted merchants only, no ad-hoc transactions
- Approval gates: high-value + out-of-policy → human approval before execution
- Per-agent, per-transaction, per-vendor, per-period limits
- Agent-to-agent settlement ledger: feeds into FinOps dashboards
- QuantumVault: ML-KEM-768 PQC-encrypted secrets with full key lifecycle
- PQ Sign: ML-DSA-87 (Dilithium) signatures for audit records + agent attestations
- Hybrid key exchange: X25519 + ML-KEM-768 for TLS 1.3 — secure against both
- PQ CryptoGuard: CBOM scanner identifies all classical crypto in use; quantum-readiness score
- FedRAMP/CMMC/CNSA 2.0 compliance evidence from PQC infrastructure layer
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