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AWS managed platform for deploying and running AI agents in production, offering runtime, identity, gateway, observability, and payment capabilities.
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AWS published version 1.1 of the AIF-C01 AI Practitioner exam guide on April 30, five weeks after 1.0, with seven new objectives including token pricing. A dev.to review finds older courses still cover most of the exam but are thin on agents, token cost and grounding.
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AWS's Bedrock AgentCore Python SDK shipped fixes in v1.6.1 and v1.18.1 for one argument-injection flaw in install_packages(). Teams that let agents or users name packages for Code Interpreter sandboxes should check those names before the SDK sees them.
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AWS's CloudWatch Omni, generally available since September 23, lets Okta and Entra ID users investigate incidents without AWS console access. CloudWatch dashboard sharing has let outsiders view prebuilt graphs since 2020, so what Omni adds is the investigation itself, one of the reasons teams paid for third-party platforms.
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AWS published a Bedrock AgentCore sample for agents that wake on S3 and scheduled events, capping each agent turn at Lambda's 15-minute timeout. Reviewers can take hours, so the sample stops the agent at every human checkpoint and restarts it from saved state.
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Cohesity's Agent Resilience rolls Bedrock AI agents back to immutable recovery points, yet its product leads say emails already sent stay sent. Outside systems still need their own clean-up and tests, and the company calls its recovery-time edge intended, not measured.
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JFrog has documented an on-behalf-of exchange so agent calls reach Artifactory as the signed-in user. The price is the Gateway's cached tool search, which per-user discovery gives up.
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An open-source AgentCore node moves memory, sandboxed execution and tool access into a managed harness. The install is the easy part; the access decisions do not move.
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AWS says NarrateAI, its data assistant for over 4,000 executive leaders, reaches about 99 percent numerical accuracy through five layered techniques. All five sit outside the model, so copying the design means extra AWS accounts and parallel evaluators on every paragraph.
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The AWS post co-written with HEMA says the structured half of its internal knowledge was already in good shape, and that the procedural half had little written documentation to fall back on.
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AWS has added three skill-focused evaluators to Strands Evals and Bedrock AgentCore Evaluations. Two of them call a model once per invoked skill, and the third is a deterministic check that exists only in Strands.
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AWS says Trane's engineers cut a 20-minute dashboard workflow to a 20-second question in three to four weeks. The multiple rests on timings Trane ran with its own technicians, and the durable part is where the tool calls execute.
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Benchling runs agent-written scientific code in a separate AWS account with no internet gateway and no NAT gateway, so the remaining way out of the VPC was a name lookup. The resolver policy answers the endpoints Benchling listed and blocks everything else.
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A new AWS walkthrough moves a three-backend healthcare agent off ECS with Fargate by wrapping the same code in a runtime decorator. It changes the reasoning model in the same step, so the two versions cannot be diffed for cost.
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The V2 runtime allocates session memory on demand and hands it back mid-run, and it restores each new instance from a snapshot of an already prepared environment. AWS measured P75 cold starts of 1.9 to 2.0 seconds on images from 200 MB to 2 GB.
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A dev.to writeup makes the case for trying Bedrock Agents or AgentCore Runtime before containers, and for putting real limits on the gateway, because a looping agent spends money without ever raising an error.
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The company says 88 percent of its AI proofs-of-concept never reach widescale deployment, and it blames the identity, session and evaluation layers each team was rebuilding, so APEX builds them once on Amazon Bedrock AgentCore.
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The pattern treats each MCP tool invocation on Amazon Quick as an access event and checks MFA, country, group-to-role mapping and tool permission against claims Entra ID puts in the token. Configuring the identity provider is most of the work.
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AWS says the German insurance broker picked Bedrock AgentCore because it isolates every agent session at the compute and filesystem level, and points at right-sizing and scheduled scaling for the next 40 percent of infrastructure savings.
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The collection encodes ACMG/AMP criteria and GATK4 parameters as markdown that loads on a trigger. The 70 to 86 percent figure AWS publishes comes from head-to-head comparisons with its own unskilled agents.
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AWS's system prompt optimizer hands a reflector agent a shell tool and a directory of scored production traces, and offline batch evaluation plus a live-traffic A/B test decide which of its proposed edits reach the agent.
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