Agents
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Kiro After the Hype: What AI IDEs Actually Changed
Eight months after Kiro went GA, the spec survived and the IDE mostly did not. What actually changed is where the review happens, not who writes the code.
M365 Security 101: AI Pilot and Business Impact Reports
Where AI earns its place in security: remediation behind a per-change approval gate, and reports leadership can act on. A 101 with Aether365 as the example.
Trust the Model, Audit the Binary
A coding agent's client is the most privileged binary on your machine. Claude Code's hidden prompt fingerprint shows why you audit it, not trust it.
AWS Built a Sandbox for AI-Generated Code: Lambda MicroVMs
AWS Lambda MicroVMs give AI agents a place to run model-generated code, isolated at the VM level. The missing piece for production agents was the runtime.
Your Multi-Agent System's Real Limit Is Tokens Per Minute
Amazon Bedrock now exposes per-model tokens-per-minute quotas in Service Quotas. For agents, TPM is the real scaling ceiling. Plan for it before the 429s start.
Estonia Is Giving AI Agents an ID. That Is the Easy Part
Estonia plans to issue AI ID codes to AI agents, a world first. The identity is the easy part: authority, delegation, and accountability are the real work.
AI Coding Agents Need Staging Environments Too
Teams gave coding agents production credentials and called it velocity. An agent is a contributor with no judgment, and it needs the same environment ladder.
Claude Code in CI: Letting an Agent Fix the Build
Running a coding agent in your pipeline is easy. The engineering is in the guardrails: what it can touch, when it stops, and who reviews what it proposes.
Step Functions Is the Most Underrated Agent Orchestrator
Most agent workflows do not need a model to decide control flow. Step Functions gives deterministic orchestration, retries, and human-in-the-loop states.
Agent Memory Is a Database Problem, Not a Prompt Problem
Stuffing an agent's whole history into the prompt is not memory, it is a growing bill and a token ceiling. Real memory is a database with a retrieval step.
AWS Monthly (Mar '26): Governance Comes for the Agents
March 2026 on AWS: AgentCore Policy and Evaluations reach GA, Elemental Inference ships, and agent governance moves from demo to a production control plane.
Bedrock Agents vs Rolling Your Own Loop
Amazon Bedrock Agents handle orchestration, memory, and tool calls for you. Here is when the managed framework saves you real work and when it quietly owns you.
IAM for LLM Apps: Least Privilege When the Caller Is a Model
When the caller is a model, least privilege still applies. Give each agent tool a scoped IAM role and a session policy, not one broad set of admin credentials.