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Zyora-Dev/zse: Zyora Server Inference Engine for LLM .

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✨ Explore this awesome post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Ultra memory-efficient LLM inference engine. ZSE is designed to run large language models with minimal memory footprint while maintaining high performance. Our key innovation is the Intelligence Orchestrator that provides smart recommendations based on your available (not total) memory. 🧠 zAttention: Custom CUDA kernels for paged, flash, and sparse attention 🗜️ zQuantize: Per-tensor INT2-8 mixed precision quantization 💾 zKV: Quantized KV cache with sliding precision (4x memory savings) 🌊 zStream: Layer streaming with async prefetch (run 70B on 24GB GPU) 🎯 zOrchestrator: Smart recommendations based…

Refine – by John H. Cochrane

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🚀 Explore this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: I recently tried refine, an AI tool for refining academic articles, developed by Yann Calvó López and Ben Golub. I sent it the current draft of my booklet on inflation, to see what it can offer. I just used it once so far, with the free trial mode. I will be a regular user forever. The results are stunning. The comments it offered were on the par of the best comments I’ve received on a paper in my entire academic career. And more concise and…

Intrect-io/OpenSwarm: OpenSwarm, CLI Code Agent Orchstrator

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🔥 Read this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Autonomous AI agent orchestrator powered by Claude Code CLI OpenSwarm orchestrates multiple Claude Code instances as autonomous agents. It picks up Linear issues, runs Worker/Reviewer pair pipelines to produce code changes, reports progress to Discord, and retains long-term memory via LanceDB vector embeddings. ┌──────────────────────────┐ │ Linear API │ │ (issues, state, memory) │ └─────────────┬────────────┘ │ ┌─────────────────────┼─────────────────────┐ │ │ │ v v v ┌──────────────────┐ ┌──────────────────┐ ┌──────────────────┐ │ AutonomousRunner │ │ DecisionEngine │ │ TaskScheduler │ │ (heartbeat loop) │─>│ (scope guard) │─>│ (queue + slots) │…

Self-Improving Software | Jeff Lunt

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🚀 Read this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: In the traditional software development lifecycle, there is often a widening gap between the code we write and the documentation that describes it. We build features, fix bugs, and refactor architectures, but the READMEs, design documents, and internal wikis frequently lag behind. This "documentation debt" becomes a significant hurdle for both human developers and the AI agents we collaborate with. However, as AI becomes more agentic, we are entering a new era where software can, in a very real sense, become self-improving. The Cycle of…

RAM now represents 35 percent of bill of materials for HP PCs

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💥 Check out this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: In an illustration of the severity of the current memory shortage, HP Inc. CFO Karen Parkhill said that RAM has gone from accounting for “roughly 15 percent to 18 percent” of HP PCs’ bill of materials in its fiscal Q4 2025 to “roughly 35 percent” for the rest of the year. Parkhill was speaking during HP’s Q1 2026 earnings call, where the company said it expects the total addressable market for its Personal Systems business to decline by double digits this calendar year, as…

Jane Street Hit with Terra $40B Insider Trading Suit

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💥 Check out this must-read post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Crypto’s most infamous collapse is back in the spotlight, and this time the blast radius reaches deep into Wall Street. A new lawsuit doesn’t just revisit the $40 billion Terra-Luna meltdown; it questions whether one of the world’s most sophisticated trading firms saw the collapse coming and moved first. If the allegations hold up in court, the narrative around Terra’s death spiral may shift from inevitable failure to something far more uncomfortable: informed players exiting while everyone else was still being told to hold.Jane…

Tech Companies Shouldn’t Be Bullied Into Doing Surveillance

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🚀 Check out this must-read post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: The Secretary of Defense has given an ultimatum to the artificial intelligence company Anthropic in an attempt to bully them into making their technology available to the U.S. military without any restrictions for their use. Anthropic should stick by their principles and refuse to allow their technology to be used in the two ways they have publicly stated they would not support: autonomous weapons systems and surveillance. The Department of Defense has reportedly threatened to label Anthropic a “supply chain risk,” in retribution for…

unix – Origin of the rule that swap size should be 2x of the physical memory

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🚀 Discover this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: In short: The intent was never to fill it; the intent was to always have a contiguous free swap range for a a contiguous memory range. Today it is often weird. My laptop has only 256GB SSD hard drive with 32GB RAM. Following this, a fourth of my disk would be swap. At the time, case was different. In 1997, a machine with 8 MB physical RAM and 320 MB disk was typical. That was only 1/20 of the disk. The difference of this ratio…

I Made MCP 94% Cheaper (And It Only Took One Command)

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🔥 Discover this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Every AI agent using MCP is quietly overpaying. Not on the API calls themselves - those are fine. The tax is on the instruction manual. Before your agent can do anything useful, it needs to know what tools are available. MCP’s answer is to dump the entire tool catalog into the conversation as JSON Schema. Every tool, every parameter, every option. CLI does the same job but cheaper. I took an MCP server and generated a CLI from it using CLIHub. Same tools, same OAuth,…

ECS Survivors Parts VII – X

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🔥 Explore this awesome post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Well, a lot of time has passed since the last time I made an update to the ECS Survivors project. Life has a way of well... getting in the way of things, or you could also say I got a bit lazy. But at long last, I've come to tell you all about the shiny new features that ECS Survivors holds!In this instalment of the series, I'll cover the many systems and features that were introduced over the 4 "parts" or 7 months (has it…