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AI, security and software, from the people building it.
AI & INFRASTRUCTURE
A deep dive into DeepSeek V4.1 Flash’s Engram memory: lookup mechanics, token deadlines, latency tables, SSD experiments and remote RAM over Thunderbolt and Ethernet.
Read the articleSECURITY & INFRASTRUCTURE
Browser and OS updates bring CA protections. Docker containers carry their own trust stores: update them separately.
Read the articleLOCAL AI & DOCUMENTS
A practical guide to using small local models with Paperless-ngx, and why reading the scan usually takes longer than classifying the text.
Read the articleAI & SECURITY
What our Qwen experiments taught us about useful AI for cyber defense, confidential work and reviewing our own smart contracts before release.
Read the articleLET’S MAKE IT USEFUL.
Tell us what you want to improve, the systems involved and the constraints that matter. We’ll work out a useful first step together.
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