Trustworthy AI Agents: The Trustworthy AI Blueprint
5 minutes
Bringing together all 16 primitives into a single, coherent architecture. The capstone: Operational Risk Modeling.
Blog
Insights and opinion from the Sakura Sky team.
Trustworthy AI Agents: Human-in-the-Loop Governance
8 minutes
The ultimate safety primitive: defining when humans intervene, approve, constrain, or override autonomous decisions.
Trustworthy AI Agents: Agent-Native Observability
5 minutes
Traditional telemetry cannot explain LLM reasoning. Agent systems need semantic-level visibility: reasoning graphs, tool-call chains, …
Trustworthy AI Agents: Secure Memory Governance
6 minutes
Agents increasingly rely on long-term memory, embeddings, caches, and shared state. We need strong security and governance primitives around …
Trustworthy AI Agents: Distributed Agent Orchestration
12 minutes
Agents need a control plane. Routing, scheduling, failover, cost-aware prioritization, and cross-agent coordination must be first-class …
Trustworthy AI Agents: Resource Governance
10 minutes
Infinite task loops and runaway agents are already common failure modes. We need quota systems, throttling, and prioritization baked in.
Trustworthy AI Agents: Agent Lifecycle Management
8 minutes
Like microservices, agents need versioning, deployment pipelines, and safe deprecation paths.
Trustworthy AI Agents: Secure Multi-Agent Protocols
6 minutes
Agents need a standardized, authenticated, encrypted, and versioned protocol for inter-agent communication. Right now it is wild-west JSON …
Trustworthy AI Agents: Formal Verification of Constraints
7 minutes
Agents that act autonomously must obey provable invariants. Formal verification provides the missing guardrails for constraints like 'never …
Trustworthy AI Agents: Deterministic Replay
26 minutes
Debugging agents is nearly impossible today. We need the ability to record and replay runs deterministically to diagnose errors and …
Trustworthy AI Agents: Adversarial Robustness
8 minutes
Models need to withstand data poisoning, prompt injection, and inversion attacks. A cleverly crafted input can collapse your system. This …
Trustworthy AI Agents: Kill Switches and Circuit Breakers
10 minutes
Why autonomous agents need hard limits, circuit breakers, and emergency stop mechanisms to prevent runaway execution and cascading failures.