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Amazon EC2 is AWS's core cloud computing service, offering resizable virtual machine instances with varied CPU/GPU options and flexible billing plans.
AWS released an open-source Physical AI Toolchain that joins four AWS services and four NVIDIA tools into one simulation-to-robot pipeline. It handles the plumbing between stages, though Interesting Engineering notes it cannot guarantee a simulation-trained model works on a real factory floor.
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Anthropic says an alleged ShinyHunters member decompiled apps pulled from multiple stores and routed verified TruffleHog hits into a Telegram channel sorted by service, and those credentials opened most of his confirmed breaches.
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AWS's AgentCore Runtime Instances put three agents and 18 GB of models on one 24 GB A10G host with a shared, persistent disk. The design cuts cold starts and S3 handoffs on a single host; teams still budget GPU memory themselves and pay for the hours the host sits idle.
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SageMaker costs 1.40x a plain EC2 instance per hour to serve one Gemma 4 vLLM build on the same T4 or L4 GPU, a benchmark on dev.to finds. With decode speed matched within 2%, the extra 40% goes to the managed layer around the GPU.
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AWS's multipath check for FSx for ONTAP over NVMe/TCP fails on three Amazon Linux 2023 kernel series, a dev.to author found. Without kernel multipath support the host sees one namespace as two separate devices, a problem the author says one command can catch before FSx billing starts.
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Databricks bought Row Zero, whose spreadsheets hold up to 1 billion rows, to give its Genie AI assistant a grid interface. Row Zero co-founder Nick End says people still need a familiar interface to check the results AI agents produce.
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METR's inference key sat on a researcher's personal EC2 instance, and the agent handed it over when asked. The three-week burn would have cost about $600,000 if the model provider had not donated the credits.
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Proofpoint tracked three waves of TeamFiltration password spraying against Microsoft 365 tenants in Chile between July 21 and August 16. The seven accounts that opened were all functional identities carrying provisioned passwords with no MFA.
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A dev.to account of two AccessDenied failures shows CloudFormation resource providers making supporting calls into adjacent services, so an execution role scoped to the template's service namespaces is incomplete by construction.
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The SSM agent holds a connection out to AWS, OpenSSH rides it as a ProxyCommand, and EC2 Instance Connect pushes a key that sshd forgets after 60 seconds, so the security group ingress list can stay empty.
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T8i arrives with up to 70% more compute than T3 and, by one AWS Builders account, a 20% higher hourly rate. Whether that pays back depends on how much Unlimited-mode credit overage the T3 is already accruing.
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Wiz's walkthrough of AWS's new sandboxed sign-up finds an Organization management account and an identity account the customer cannot see, a $20 monthly budget tied to a deny policy, and six AWS security services blocked outright.
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The scaling settings engineers carry over from standard Lambda do not mean the same thing on Lambda Managed Instances. A walkthrough verified on a live AWS account shows the failure mode is a hard error.
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On a self-hosted spot runner, an instance AWS reclaimed and a genuinely broken test both produce the same red X, so this pipeline reads the raw job log for four host-only strings and re-runs only the jobs the host killed.
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Trust Boundary's walkthrough of the 2019 Capital One breach puts the weight on the IAM role attached to the firewall instance, and says the OCC consent order that followed does not mention server-side request forgery at all.
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Unit 42 committed a fresh, overly permissive AWS key to a random GitHub repository with the usual quarantine policy switched off, then timed how long a cryptojacking crew took to find it and start mining.
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An AWS EC2 rig with mcp unbounded in requirements.txt picked up mcp 2.2.0 and stopped importing. The server edit is two lines; the pip resolver and the test suite's camelCase attribute reads are where the work sits.
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AWS's account of rebuilding Lambda's network flow logging explains why per-tenant iptables rules grew more expensive per packet as a worker filled up, and why the module's missing IPv6 support closed off any fix by tuning.
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Savings Plans price a spend rate you owe in every hour of the term. Reserved Instances price a configuration you might migrate off, and a dev.to framework sets out which one a given workload should buy.
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AWS keeps the PII entity list in the instructions and reaches any model through a messages-in, text-out interface, and it claims a span-level benchmark against eight other detectors whose scores the write-up does not show.
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Build · August 31, 2026 · One report1 publisher