ContentPosts from @brendonmakara..
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@varbear shared a link, 1 day, 12 hours ago
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Python 3.3: The Version That Quietly Rewired Everything

Python 3.3 introduced three key features that have had a lasting impact on Python development. Firstly, yield from simplified the composition of generators by allowing easy delegation between them. Secondly, venv standardized virtual environments in Python, improving isolation and reproducibility of.. read more  

Python 3.3: The Version That Quietly Rewired Everything
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@varbear shared a link, 1 day, 12 hours ago
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Email address obfuscation: What works in 2026?

The article catalogs obfuscation methods:HTML entities,SVG in an object,display:none, JavaScript decoders, custom encodings, andAES‑256. It coversmailtoobfuscation, redirects (302/301,.htaccess), interaction-gated reveals, accessibility caveats, and ahoneypot-based spam-statistics system... read more  

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@kaptain shared a link, 1 day, 13 hours ago
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Duolingo's Kubernetes Leap

Duolingo made a bold leap migrating 500+ services to Kubernetes, embracing Argo CD for blue-green deployments and leveraging GitOps for flexibility and control. This shift to a cellular architecture enabled them to isolate environments and manage developer trust while navigating AWS rate limits. Exc.. read more  

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When Kubernetes restarts your pod - And when it doesn’t

Production internals guide verified against Kubernetes 1.35 GA. Engineers need to understand terminology differences to avoid flawed runbooks and bad on-call decisions. Kubelet watches the pod spec, not other resources like ConfigMaps or Secrets, to explain the majority of config update investigatio.. read more  

When Kubernetes restarts your pod - And when it doesn’t
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@kaptain shared a link, 1 day, 13 hours ago
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How GitHub uses eBPF to improve deployment safety

GitHub hosts its own source code on github.com, creating a circular dependency. To mitigate this, GitHub maintains mirrors of its code and built assets. By using eBPF, GitHub can selectively monitor and block calls that create circular dependencies in their deployment system... read more  

How GitHub uses eBPF to improve deployment safety
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@kaptain shared a link, 1 day, 13 hours ago
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K3s on On-Prem Infrastructures the GitOps Way: Writing a Custom k0rdent Template from Scratch

Kubernetes, now 12 years old, has evolved into the universal operating system for modern infrastructure, running on various platforms like Proxmox. Using k0rdent, Proxmox, and K3s, users can provision and manage Kubernetes clusters on-premise in a declarative, repeatable, and clean manner. This appr.. read more  

K3s on On-Prem Infrastructures the GitOps Way: Writing a Custom k0rdent Template from Scratch
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@kaptain shared a link, 1 day, 13 hours ago
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Kubernetes Monitoring Helm chart v4: Biggest update ever!

The Kubernetes Monitoring Helm chart version 4.0 is designed to solve real pain points that users have hit as their monitoring setups have grown. Destinations are now defined as a map instead of a list, making it easier to manage configurations for multiple clusters. Collectors are defined by the us.. read more  

Kubernetes Monitoring Helm chart v4: Biggest update ever!
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@kala shared a link, 1 day, 13 hours ago
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I Measured Claude 4.7's New Tokenizer. Here's What It Costs You.

Anthropic's Claude Opus 4.7 migration guide states the new tokenizer utilizes "roughly 1.0 to 1.35x as many tokens" compared to 4.6. Actual measurements show a higher ratio on technical docs and real CLAUDE.md files. The cost of the new tokenizer was measured using real content and synthetic samples.. read more  

I Measured Claude 4.7's New Tokenizer. Here's What It Costs You.
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Anthropic releases Claude Opus 4.7, narrowly retaking lead for most powerful generally available LLM

Anthropic has unveiled Claude Opus 4.7, a powerful large language model that outperforms key rivals like GPT-5.4 and Google's Gemini 3.1 Pro in benchmarks such as agentic coding and financial analysis. Opus 4.7 leads the market on the GDPVal-AA knowledge work evaluation with an Elo score of 1753 and.. read more  

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@kala shared a link, 1 day, 13 hours ago
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China has ‘nearly erased’ America’s lead in AI

Stanford HAI's 2026 AI Index shows China cut the U.S. lead inArenascores. In March 2026,Claude Opus 4.6ledDola‑Seed 2.0by 2.7%. A 2.7% margin is a photo finish. China outpaces the U.S. inpublicationcitations (20.6% vs 12.6% in 2024) and inindustrial robots(~295,000 vs 34,200). It also holds surplusc.. read more  

China has ‘nearly erased’ America’s lead in AI