Xiaomi just claimed 1,000+ tps on a 1T model using a standard 8-GPU server
Xiaomi announces MiMo-V2.5-Pro UltraSpeed achieving 1,000+ tokens/sec on a 1 trillion parameter MoE model using standard 8-GPU server, without custom hardware.
Xiaomi announces MiMo-V2.5-Pro UltraSpeed achieving 1,000+ tokens/sec on a 1 trillion parameter MoE model using standard 8-GPU server, without custom hardware.
Nex N2 Pro (Qwen 3.5 397B finetune) exhibits a distinctive reasoning pattern using repeated simple words ("need", "maybe") to reduce token usage. The user notes this approach makes parsing reasoning harder despite lower linguistic complexity.
Terence Tao, world-renowned mathematician, advocates for AI adoption in mathematical research. He explores how AI tools can enhance discovery and proof capabilities in mathematics.
User with 2x RTX 3060 Ti tests Gemma 4 QAT with MTP assistant model on llama.cpp. Achieves 100 t/s (33% speedup) with 80%+ draft acceptance rate, seeks tuning to exceed this threshold.
A lawyer seeks to build a local RAG system to analyze case files (correspondence, contracts, court decisions) with citations. After testing Qwen 3.5 9B and gpt-oss-20b via LM Studio + Big RAG, he encounters two issues: insufficient speed (~2.2 tok/s) and model refusal to cite his own documents, generating generic explanations instead of context-grounded analysis.
A developer drops monthly AI subscriptions ($210/month) for a Mac Mini, saving $2,500 annually. Cost-benefit analysis between cloud services and local infrastructure.
Meta AI's news feed generates problematic content: false dramas, clickbait, and misleading posts. Users are confused about the assistant's actual nature and reliability.
4-month experiment testing whether context windows can be engineered so frontier models (GPT, Claude, Gemini, Grok) interact indistinguishably from human-to-human interaction. Gemini demonstrates highest relational intelligence. Author treats context window as behavioral environment rather than query interface, using modeling, accountability, humor, and social correction.
Anthropic calls for a global pause in the AI race, warning of risks from self-improving AI. The demand is striking but raises questions about its strategic intent.
Blaise v0.10.0 introduces native backend, thread support, and incremental compilation. Technical update to a programming language with performance and concurrency improvements.
HubSpot integrates an AI customer support agent into its Marketing Hub to improve engagement. The tool aims to deliver fast and accurate responses to customers on the Web.
PM Skills Marketplace offers 100+ agentic skills, commands, and plugins spanning discovery, strategy, execution, launch, and growth phases.
Open-source project enabling advanced voice listening capabilities for Xiaoai Speaker. Unlocks unlimited voice features on Xiaomi's smart speaker.
Zoom launches ZoomMate and AI Productivity Suite to integrate conversations with workflows. The company continues expanding into collaborative tools.
Academic paper on a new class of worms capable of visually modifying web content in real-time, inspired by digital art techniques. Theoretical security approach exploring client-side rendering vulnerabilities.
OpenAI outlines its vision for AI's future, focusing on access, safety, and shared prosperity. The company commits to ensuring AGI benefits everyone.
A r/LocalLLaMA user criticizes Pi, Mario Zechner's agentic framework, for not being optimized for local LLMs. Pi uses a short system prompt and minimal tools, designed for API users (Claude). The author tests Pi on Nemotron and Qwen: local models fail to execute reliable tool calls without enabling reasoning, revealing a fundamental mismatch.
Nightwatch is an open-source AI-powered SRE tool operating in read-only mode. Presented on Hacker News with modest engagement (4 points, 2 comments), it offers automation without direct system modifications.
User reports that QAT variant of Gemma-4 26B A4B (google/gemma-4-26B-A4B-it-qat-q4_0-gguf and unsloth/gemma-4-26B-A4B-it-qat-GGUF:Q4_K_XL) produces degraded results on a chessboard SVG test with llama.cpp b9549, compared to the older non-QAT version which performs correctly.
GMKtec announces EVO-X3 with OCuLink, Wi-Fi 7, and dual PCIe 4.0. A variant with Ryzen AI MAX+ 495 and 192GB RAM planned for late 2024. First known hardware announcement for this processor.
A bootstrapped founder examines the ROI of AI coding tools. The calculation differs for unfunded startups: API costs, actual productivity gains, and development velocity impact follow different economics than venture-backed companies.
Open-source utility to launch llama-server with centralized configuration and model management. Supports multiple llama-server binaries, per-model overrides, and command-line overrides. Available on GitHub.
Analysis of inference costs: Anthropic and OpenAI may spend 10x more per user request than revenue generated. Operating margins appear negative at scale, raising questions about the economic viability of current models.
AstrBot is an AI agent framework integrating multiple IM platforms, LLMs, and plugins. Open-source alternative to OpenClaw for building AI assistants.
Curated collection of 500 AI agent projects across healthcare, finance, education, retail and more. Practical use cases with links to open-source implementations.
DeskDash is a free Windows tool to easily manage GGUF files. Community-developed, it simplifies organizing and using locally quantized models.
OpenAI offers Codex vouchers to Hugging Face sponsors to test the code generation model. Partnership initiative between OpenAI and the community platform.
Lathe is a tool that leverages LLMs to deepen learning in a new domain rather than bypass it. Shared on Hacker News, the project offers a pedagogical approach where language models facilitate progressive understanding.
New approach for single-image diffusion models that generates images without additional training. The method is computationally efficient and memory-optimized.
Researcher shares collection of 1700 arXiv papers organized into 90 categories since ChatGPT launch. Migrated from Obsidian to web with 6000 'Inquiring Lines' (cross-cutting syntheses) and wiki links between papers. Includes prompts to discover related recent research.
Discussion on methodology for comparing Gemma 4 31B original vs QAT-retrained Q4 quantizations. Author proposes benchmarking unquantized versions first (SuperGPQA, HLE, MMLU) then measuring divergence of each Q4 against its own reference, rather than direct cross-variant comparison.
User runs Gemma-4-26B-A4B on old i5-8500 CPU with 32GB RAM, no GPU, achieving ~7 T/s via Koboldcpp. Recent compressed models make GPUs less essential for local inference.
Amateur student seeks critical review of a custom neural network architecture (Directional Neural Network) he designed. The architecture outperforms standard MLPs on simple tasks, but the author suspects potential evaluation bias in his comparisons (initialization, optimizer, datasets). Shares a repository with reproducible code.
Universal Memory Protocol proposed to standardize memory storage and access format across AI agents. Aims to enable interoperability and reusability in multi-agent systems.
Computex 2026 explores the emergence of agentic PCs. The industry debates whether personal computers finally integrate autonomous AI agents capable of executing tasks without constant human intervention.
A user asked GLM AI (Alibaba's agent) to host a playable Minecraft server. The agent generated the server, created a dashboard, and hosted it in Hong Kong. Demonstrates complex task execution capabilities.
User releases an unofficial 4-bit quantized version of Gemma 4 26B MoE. Model intentionally diverges from original Gemma 4 in refusal and divergence mechanisms.
Analysis of accuracy inconsistencies in Gemma 4 quantization-aware training (QAT). The 12B model shows larger deviations from FP16 compared to MoE variants (E2B/E4B), contradicting theoretical expectations. Requests clarification on methodology and comparisons with non-QAT variants.
GitHub repository offering agentic AI infrastructure designed to magnify human capabilities. Focuses on integrating AI agents into personal workflows.
Supabase is a Postgres development platform providing a dedicated database for building web, mobile, and AI applications.