惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

C
Cybersecurity and Infrastructure Security Agency CISA
D
Darknet – Hacking Tools, Hacker News & Cyber Security
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
S
Schneier on Security
L
Lohrmann on Cybersecurity
S
Securelist
P
Palo Alto Networks Blog
SecWiki News
SecWiki News
T
Troy Hunt's Blog
H
Hacker News: Front Page
AWS News Blog
AWS News Blog
Latest news
Latest news
Hacker News - Newest:
Hacker News - Newest: "LLM"
NISL@THU
NISL@THU
The Hacker News
The Hacker News
F
Full Disclosure
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
大猫的无限游戏
大猫的无限游戏
O
OpenAI News
P
Proofpoint News Feed
Know Your Adversary
Know Your Adversary
G
GRAHAM CLULEY
博客园_首页
Attack and Defense Labs
Attack and Defense Labs
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Security Latest
Security Latest
云风的 BLOG
云风的 BLOG
K
Kaspersky official blog
WordPress大学
WordPress大学
www.infosecurity-magazine.com
www.infosecurity-magazine.com
宝玉的分享
宝玉的分享
L
LINUX DO - 热门话题
博客园 - 叶小钗
L
LINUX DO - 最新话题
Martin Fowler
Martin Fowler
N
News | PayPal Newsroom
Project Zero
Project Zero
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
PCI Perspectives
PCI Perspectives
月光博客
月光博客
IT之家
IT之家
Recent Announcements
Recent Announcements
T
The Exploit Database - CXSecurity.com
D
DataBreaches.Net
J
Java Code Geeks
酷 壳 – CoolShell
酷 壳 – CoolShell
Last Week in AI
Last Week in AI
Google Online Security Blog
Google Online Security Blog
C
CXSECURITY Database RSS Feed - CXSecurity.com
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知

Hacker News - Newest: "LLM"

GitHub - lechmazur/position_bias: A benchmark for testing whether LLM judges keep the same preference when two lightly edited versions of the same story are shown in opposite orders. Flex routing (EU and EFTA) Dark Factories: Retooling for LLM Velocity Ask HN: What would be the impact of a LLM output injection attack? GitHub - AronDaron/dataset-generator: No-code desktop app for generating high-quality synthetic datasets to fine-tune LLMs — plan-then-execute pipeline, LLM-as-judge, HuggingFace upload. I thought I had a bug GitHub - Oaklight/llm-rosetta: Production-ready LLM API translation layer for Python — bidirectional conversion between OpenAI, Anthropic & Google formats via hub-and-spoke IR. Optional API gateway. Streaming & non-streaming. Zero core deps. Contributions welcome! GitHub - browser-use/browser-harness: Self-healing browser harness that enables LLMs to complete any task. GitHub - moeen-mahmud/remen: Remen turns thoughts into something you can return to Analyzing 156 LLM Launch Posts on Hacker News ChatGPT vs Gemini vs Claude: The Best LLM Subscription You Should Buy GitHub - salaamalykum/quran-semantic-search: High-density RAG Semantic Search Engine & Quran Corpus (GEO/SEO Architecture) GitHub - NVIDIA/TensorRT-LLM: TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtimes that orchestrate the inference execution in a performant way. The State of LLM Bug Bounties in 2026 Operational Readiness Criteria for Tool-Using LLM Agents Meshcore: Architecture for a Decentralized P2P LLM Inference Network How an LLM becomes more coherent as we train it GitHub - seetrex-ai/laimark GitHub - Jossifresben/BibCrit: AI-assited biblical textual criticism GitHub - wastedcode/memex: File system based wiki, maintained by Claude 99helpers.com GitHub - cliver-project/AITrigram GitHub - unbody-io/adapt: A self-evolving memory layer for AI agents. GitHub - hb20007/awesome-gen-ai-fails: A list of incidents where reliance on generative AI and LLMs resulted in harm to companies, individuals, or society GitHub - nevenkordic/localmind: Run any local LLM with persistent memory and context. CLI agent over Ollama with SQLite-backed hybrid recall. No cloud. Ask HN: What are the machine requirements for a LLM like Llama-3.1-8B? Faster LLM Inference via Sequential Monte Carlo grpo explained: group relative policy optimization for llm finetuning - cgft Stop comparing price per million tokens: the hidden LLM API costs · TensorZero Andrej Karpathy's LLM Wiki Is a Bad Idea GitHub - GG-QandV/mnemostroma: Offline RAM-first cognitive leer/coprocessor for AI agents and robotics. Solves "Context Abandonment" with 20-80ms latency using a dual-thread biomimetic memory architecture (ONNX + SQLite WAL). mempalace/agent at agent · skorotkiewicz/mempalace GitHub - Nyquest-ai/nyquest-rust-fullstack-pub: Nyquest — Semantic Compression Proxy for LLMs. 350+ rules, local LLM stage, 15-75% token savings. Full Rust stack. GitHub - TheoV823/mneme: Enforce architectural decisions in AI-assisted development. GitHub - klemenvod/TokenBrawl: A 1v1 Bomberman-style game where two LLM agents play autonomously against each other. No human plays — you watch the AIs fight. Each agent receives a text description of the board state, reasons about it, and outputs a move as JSON. The game engine executes it. Introducing the Common AI Provider: LLM and AI Agent Support for Apache Airflow Power Circuit AI: Designing Power Electronic Circuits for Motor Drives with Generative Artificial Intelligence Ask HN: How to program with IDE and LLM on CPU locally? Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis Bonsai 1-bit WebGPU - a Hugging Face Space by webml-community The LLM Fallacy: Misattribution in AI-Assisted Cognitive Workflows Ask HN: Simple tooling for local LLM code critique without IDE integration? Can a General LLM Diagnose a DICOM Slice? A 10-Case Public Benchmark Charts-of-Thought: Enhancing LLM Visualization Literacy (PDF, 2026) GitHub - Mesh-LLM/mesh-llm: Distributed AI/LLM for the people. Share compute privately or publicly to power your agents and chat. GitHub - seamus-brady/springdrift: A persistent runtime for long-lived LLM agents Writing an LLM from scratch, part 32k -- Interventions: training a better model locally with gradient accumulation Ask HN: Which LLM model and agentic CLI are you using for local development? GitHub - wayneColt/modelcascade: Route local. Escalate smart. Never overspend. Open-source multi-model cascade routing for autonomous agents. LLM pricing is 100x harder than you think GitHub - asakin/llm-primer: Pre-warmed Claude Code sessions in tmux. No startup wait. GitHub - EggerMarc/chat-rs: A multi-provider LLM framework for Rust. GitHub - SynapseKit/SynapseKit: Minimal, async-first Python framework for production LLM apps- 2 hard deps, no magic, no SaaS. A Claude Skill that Makes LLM Paragraphs More Bearable Does Gas Town 'steal' usage from users' LLM credits & paid services to improve itself? What's Claude Code Actually Doing? Open the Black Box with the Arthur Engine Milla Jovovich's New Open Source LLM Memory App and the Dark Code Problem Your intuition of LLM token usage might be wrong Show HN: Bloomberg Terminal for LLM ops – free and open source GitHub - 0xchamin/mcptube: Transform YouTube videos into a compounding knowledge base with transcripts, vision analysis, and agentic search. Works as an MCP server for Claude, Copilot & more. Show HN: Open KB: Open LLM Knowledge Base Your LLM is a compiler, not a runtime GitHub - sapountzis/Unslop: A Web Feed That Deserves You crates.io: Rust Package Registry Beyond Karpathy's LLM-Wiki: The Necessity of Cognitive Governance GitHub - amitshekhariitbhu/llm-internals: Learn LLM internals step by step - from tokenization to attention to inference optimization. GitHub - parallem-ai/parallem: An expressive library for running agents with the Batch API. GitHub - stfurkan/pi-llm LLM-Wiki Show HN: Formal – Formal verification for AI-generated code using Lean 4 LRTS – Regression testing for LLM prompts (open source, local-first) LLM Wiki Skill: Build a Second Brain with Claude Code and Obsidian I built an LLM Wiki and RAG solution: here's a demo for a security KB The biggest advance in AI since the LLM Predict-Rlm: The LLM Runtime That Lets Models Write Their Own Control Flow the-synthetic-library/the-synthetic-mind at main · joshferrer1/the-synthetic-library GitHub - yisding/reviewwiggum GitHub - Donnyb369/mcp-spine: Context Minifier & State Guard — Local-first MCP middleware proxy GitHub - Beledarian/wgpu-llm: A from-scratch LLM inference engine that uses wgpu (the cross-platform WebGPU implementation) to dispatch WGSL compute shaders for every math operation a Transformer needs. No CUDA. No Python. No massive framework dependencies. Just Rust, raw shaders, and your GPU. GitHub - anitiue/Hindsight: An experience-driven self-improvement framework for LLM agents — 基于经验的 LLM Agent 自我改进框架 GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. GitHub - alainnothere/AmdPerformanceTesting: Amd Performance Testing Ask HN: Is a purely Markdown-based CRM a terrible idea? Optimized for LLM agents Context Engineering - LLM Memory and Retrieval for AI Agents | Weaviate little_helper_tui/letter.md at main · sleepyeldrazi/little_helper_tui GitHub - JordanCT/VigIA-Orchestrator Your Agent Is Mine: Measuring Malicious Intermediary Attacks on the LLM Supply Chain A Taxonomy of RL Environments for LLM Agents Llama LLM Network Feture GitHub - genedeng-ca/ai-mac-migration: AI-powered Mac-to-Mac migration tool - replace Apple Migration Assistant with intelligent, selective transfer using local LLMs GitHub - lunargate-ai/gateway: High-performance self-hosted AI gateway (OpenAI-compatible) with routing, retries, and streaming GitHub - AuthBits/webmcp: A lightweight, prompt-driven MCP web research server for high-quality LLM powered information extraction. Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Springdrift: An Auditable Persistent Runtime for LLM Agents with Case-Based Memory, Normative Safety, and Ambient Self-Perception High-Stakes Personalization: Rethinking LLM Customization for Individual Investor Decision-Making From Static Templates to Dynamic Runtime Graphs: A Survey of Workflow Optimization for LLM Agents HUOZIIME: An On-Device LLM-enhanced Input Method for Deep Personalization TIDE: Token-Informed Depth Execution for Per-Token Early Exit in LLM Inference Characterizing WebGPU Dispatch Overhead for LLM Inference Across Four GPU Vendors, Three Backends, and Three Browsers LLM Targeted Underperformance Disproportionately Impacts Vulnerable Users
GitHub - EvanZhouDev/umr: The Unified Model Registry for all your local AI apps.
2026-04-10 · via Hacker News - Newest: "LLM"

UMR banner

Get Started  ·  Docs  ·  NPM

npm i -g umr-cli

What is UMR?

UMR is the Unified Model Registry for your local AI apps. It allows you to maintain a single, centralized copy of a model to use across your favorite local AI apps, instead of having each one manage a separate copy.

That means you can:

  • Save disk space
  • Use the same model across all of your apps instantly
  • Manage all your local models in one place

Install

Install UMR via NPM or your JS package manager of choice.

npm i -g umr-cli

The umr CLI will be available after installation.

Getting Started

Get started by adding a model to the UMR-maintained registry.

# Add a model from Hugging Face
# You will be prompted to choose a quant version
# This will use HF Cache, but UMR will now know about it
umr add hf ggml-org/gemma-4-E2B-it-GGUF

# Add a GGUF file manually
# This will make a copy of the GGUF to UMR's own store
umr add ./gemma-4-E2B-it-q8-0.gguf

After adding, check your available models

# Output depends on which quant you chose
umr list


# NAME                 SOURCE  FORMAT  SIZE     CLIENTS    STATUS
# gemma-4-e2b-it-q8-0  hf      gguf    4.63 GB  -          ok

Now you can use the model in all your favorite apps right away. umr link is lightning fast, and the model should appear immediately in the linked app.

# Link the model to LM Studio
umr link lmstudio gemma-4-e2b-it-q8-0

# Link the model to Ollama
umr link ollama gemma-4-e2b-it-q8-0

# Link the model to Jan
umr link jan gemma-4-e2b-it-q8-0

Alternatively, you can also get the raw GGUF path to use with other AI runtimes

# Get the path to the GGUF
umr show gemma-4-e2b-it-q8-0 --path

# Run it with llama.cpp, for example
llama-cli -m "$(umr show gemma-4-e2b-it-q8-0 --path)"

Docs

UMR has 3 main concepts:

  • Source: where a model comes from, like Hugging Face or a local file
  • Model: the canonical instance of a model's weights UMR tracks and stores
  • Client: an app that uses that model, like LM Studio, Ollama, or Jan

Note that Models are not always a literal file stored by UMR. Often, they are a reference, such as to existing Hugging Face Cache. UMR simply keeps track of where all the files are.

Whenever you add a Model from a Source, you can use that Model across all your Clients, without needing to store an extra copy of it. In order to do that, UMR either hardlinks a copy of the model into the Client's own model directory, or simply points the Client over to UMR's managed instance of the model.

Commands

umr add

Add a model to UMR from Hugging Face or a local GGUF file.

There are two supported Sources for UMR currently.

Hugging Face

When you add a Hugging Face model, UMR will attempt to find the model in your HF Cache first (see available models with hf cache list). If not present, UMR will ask if you want to install it. Note that if a repo has multiple GGUF files, UMR will let you pick one.

umr add hf <repo>

Local File

When you add a local file, UMR will clone a copy of the file into its own store in ~/.umr (by default). This is to prevent changes to the original copy of the file messing with the UMR managed copy.

umr add ./model.gguf

umr list

List the models UMR is tracking, including source, format, linked clients, and status.

umr list

umr show

Show details for a tracked model, or print only the managed file path with --path.

umr show <model>
umr show <model> --path

The --path flag is useful for passing a path to the model for clients that require a path like llama.cpp. For example, you may write:

llama-cli -m "$(umr show gemma-4-e2b-it --path)"

umr link

Link a tracked model to a client app.

umr link lmstudio <model>
umr link ollama <model>
umr link jan <model>

Each client app uses a different linking method under-the-hood, but generally, all of them should be incredibly fast (especially compared to downloading the file). Occasionally, you may need to restart the app for it to discover the new models.

umr unlink

Remove the linked model from a Client.

umr unlink lmstudio <model>
umr unlink ollama <model>
umr unlink jan <model>

Occasionally, you may need to restart the app for the unlinking to take effect.

umr remove

Remove a model from UMR tracking. A model must be unlinked from all clients before it can be removed.

umr remove <model>

Note that remove will only remove UMR's tracking of the model and not necessarily the model itself. That is:

  • Hugging Face Sources: When these models are removed, they will not be deleted from Hugging Face cache.
  • Local Sources: When these models are removed, the instance stored in UMR will be deleted.

umr check

Check UMR for missing files or stale client links. Some errors may be automatically fixable.

umr check

Use --fix to remove stale UMR-side links automatically when it is safe to do so.

umr check --fix

For example, if you link a model to a Client and then delete it Client-side, you may need to run umr check --fix to help UMR update its own Registry to reflect that.