5d ago · 12 min read · Source: Methods to Tune JVM Container Awareness for Real Kubernetes Resource Constraints You shipped the service, the green pipeline smiled, and then production nodes started killing pods. The symptom is deceptively simple — an OOMKilled pod — but ...
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Apr 20 · 7 min read · sync.Pool is one of those Go features that shows up prominently in "how to write fast Go" blog posts and then gets applied to everything. The result is a codebase sprinkled with pools that don't help and sometimes hurt. Most Go code I review does not...
Join discussionApr 20 · 6 min read · Full-Proof: Distillery 0.4.0 and the Agent Memory Problem !!! note "Release summary" Distillery 0.4.0 shipped April 19, 2026. It's the release where the MCP tool surface becomes a public contract: stable tool names, consistent error codes...
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Apr 18 · 12 min read · Source: Methods to Handle Zombie Requests After the User Already Closed the Browser 1. An opening scenario (why the problem matters) Browsers close all the time — users switch tabs, hit the X, or their laptop goes to sleep. For many web applic...
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Apr 16 · 10 min read · Source: Reasons Thread Pool Misconfiguration Creates Fake Throughput in Java Backends 1. A quiet alarm: why you shouldn't trust requests/sec alone In a production incident I investigated, dashboards showed impressive requests/sec during a sudd...
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Apr 14 · 8 min read · AI agents are starting to split into two camps. The first camp is still optimized for one-shot cleverness: ask a question, call a tool or two, return an answer, reset. The second camp is starting to look more like software systems with continuity. Th...
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Apr 7 · 7 min read · Memory Consolidation in AI Agents: From Raw Data to Efficient Knowledge Representation The ability of Artificial Intelligence (AI) agents to learn, adapt, and perform complex tasks hinges critically on their capacity to manage and use information eff...
EAli commentedApr 7 · 8 min read · An LLM memory calculator Hugging Face tool estimates the token count for Transformer models, crucial for managing context window limits on the Hugging Face platform. It helps predict memory footprint and computational costs, ensuring efficient deploy...
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