Posts
Reading the Filter Logs: A Local LLM for CIPA Compliance
A content filter produces more log volume than any school staff member will ever read, which makes the CIPA monitoring requirement hard to satisfy in practice. This is a working system at a charter school: rules and cache absorb about 99 percent of URLs, a local model on one consumer GPU classifies the rest, and staff get a dashboard in plain language. No student browsing history leaves the building.
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Posts
Creating Your Own Private Cloud with Proxmox Virtualization Cluster and Ceph for Distributed Storage
A three-node Proxmox VE cluster with Ceph distributed storage gives a small organization clustering, live migration, VM high availability and node-failure-tolerant storage on hardware it owns. Itemized, the build comes to roughly $4,950, against roughly $5,600 a year for equivalent AWS compute alone.
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Posts
Do you really need a hyperscaler?
AWS prices and bills for a scale most small organizations never reach, and you pay for that complexity in operational overhead as well as in dollars. For a good many workloads a smaller provider like DigitalOcean is the better answer: simpler, cheaper, and entirely sufficient.
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Posts
Streamlining Your AWS Account
Infrastructure as code turns an AWS account from something that accumulates into something you can reason about. With Pulumi you define infrastructure in a real programming language, review changes before they ship, reproduce environments exactly, and enforce security and cost policy across the whole account.
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Posts
Monitoring
Infrastructure monitoring and alerting is the first line of defense against malware spread and system unavailability. Grafana, InfluxDB, and Telegraf are a common stack for visualization, alarms, and alerting. The goal is alerting with purpose: an alert should fire only when someone needs to act.
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Automation
Automation saves businesses real staff hours on repetitive tasks — document processing, data movement between systems, batch file operations, and scheduled reporting. It works even against software with no API, by driving the application through its own interface.
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Network Audit
Internal network audits give you a detailed view of the devices on your network, how they are connected, what network access they have, and automated reports showing changes. On one engagement, the documentation we gathered during the audit is what let us solve a critical VLAN and multicast routing issue that on-site staff had not been able to crack.
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