Shanghai AI Lab Launches Atria Dawn Full Release with 512K Context
Shanghai AI Lab rolled out the full version of Atria Dawn with a 512K API context and benchmark gains, while standalone weights remain pending.
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TAU-HOME.COM stories tagged llm.
Sakana AI Introduces QD-Rec: Quality-Diversity Evolutionary Recommendation Framework
Sakana AI unveiled QD-Rec, combining Quality-Diversity evolutionary search with LLMs to discover diverse, high-value candidate hypotheses under limited evaluati
DeepSeek Harness 0.2.1 Adds Support for DeepSeek-V4.1-Flash-1017
DeepSeek Harness 0.2.1 officially supports DeepSeek-V4.1-Flash-1017, a model co-optimized during training to improve task performance and reduce runtime and tok
DeepSeek Releases v4.1 Flash 1017 Open Weights with Refined Inference Control
DeepSeek released the v4.1 Flash 1017 open-weight checkpoint, keeping active parameter scaling and numeric reasoning control while improving task execution effi
DeepSeek Releases V4.1-Flash-1017 and Opens In-House Search and Fetch APIs
DeepSeek released DeepSeek-V4.1-Flash-1017 on October 17, 2026, alongside general availability of its in-house Search and Fetch APIs at $0.75 per 1,000 calls.
DeepSeek-V4.1-Flash-1017 Released: Open Weights and Agent Evaluation Metrics
DeepSeek launched V4.1-Flash-1017 on web, app, and API interfaces, releasing open weights on Hugging Face and ModelScope alongside new agent evaluations.
Tencent Releases Hy-Memory-30B-A3B: Dedicated Open-Weights MoE for Agent Memory
Tencent has released Hy-Memory-30B-A3B, an Apache 2.0 open-weights sparse MoE model with 3B active parameters engineered as a persistent memory writer for AI ag
DeepSeek Releases V4.1-Flash-1017 with Enhanced Coding and Agent Performance
DeepSeek announced DeepSeek-V4.1-Flash-1017 on October 17, 2026, improving coding benchmarks, multi-step agent reasoning, a 1M token context, and MIT licensing.
DeepSeek Releases V4.1-Flash-1017: Lower Inference Costs and Public Search API
DeepSeek updated its V4.1 Flash model to V4.1-Flash-1017 on October 17, achieving a 77.0% DeepSWE v1.1 pass rate, opening its search API, and releasing weights
Meta Releases Open-Weight 816B AI Model 'Muse Spark' for Coding and Agentic Workflows
Meta has officially launched 'Muse Spark', a massive open-weight AI model optimized for developers and coding agents. Featuring an 816B total parameter MoE arch
China MOFCOM Proposes Export Restrictions on Frontier AI Technologies: Controls on Weights and Source Code
On October 16, 2026, China's Ministry of Commerce unveiled draft amendments restricting exports of core AI technologies exceeding 10²⁶ FLOPs or 2 trillion param
Atria ASI Officially Launches Atria Dawn: Research AI with 512K Context Window
Atria ASI has officially launched Atria Dawn, a research-focused AI featuring a 512K context window and benchmark gains including +7.2 points on JobBench over i
Meta Releases Muse Spark Open, an 816B Parameter Open-Weight AI Model with Mac Studio Local Clustering Support
Meta has released Muse Spark Open, an open-weight model with 816 billion total parameters (42B active) and a 1M token context window. It supports local distribu
Liquid AI Releases Open-Weight LFM2.5-24B-A2B Model with 2B Active Parameters
Liquid AI has released LFM2.5-24B-A2B on Hugging Face, an open-weight model activating only 2B of its 24B total parameters. Benchmark evaluations show it perfor
9 Trending GitHub AI and Developer Tools: From Local Audio and Agent Skills to Lightweight Inference
A breakdown of 9 trending open-source AI and developer tools on GitHub—including VoiceStudio, CLI-Anything, and AirLLM—covering core capabilities, repositories,
AirLLM: Lossless FP16 70B Inference on 4GB VRAM and Mac mini via NVMe Streaming
An overview of AirLLM, an open-source tool that streams 70B LLMs layer-by-layer from NVMe SSDs to run unquantized FP16 weights on 4GB VRAM GPUs and base Mac min
Simon Willison Releases llm-meta-ai 0.2: Open-Source CLI Plugin for Meta AI API Models
Open-source developer Simon Willison has released version 0.2 of llm-meta-ai, adding Meta AI API integration to his LLM command-line ecosystem with support for
ScaleDown Unveils 3 Constrained Decoding Models: 1M Multimodal Context and Free Output Tokens
ScaleDown has launched three Constrained Decoding Models (CDMs)—Classify, Extract, and Summarize—bypassing the generative loop with 1M multimodal context, $0.05
HUFS Prof. Junhyun Lee's Team Has 4 AI Papers Accepted Across ICLR, ICML, and NeurIPS 2026
A research team led by Professor Junhyun Lee at Hankuk University of Foreign Studies has had four papers accepted across ICLR, ICML, and NeurIPS 2026, introduci
Alibaba Qwen Unveils QwenGyre: An Elastic RL Framework for Extreme-Long-Horizon Agent Training
Alibaba's Qwen team has unveiled QwenGyre, an elastic reinforcement learning framework designed for extreme-long-horizon agent training, cutting end-to-end trai
SAS, an AI Framework Said to Decode Self-Harm Signals Hidden in Internet Slang
A look at SAS, an AI framework said to read self-harm signals hidden behind slang and the sick-cute aesthetic — its claimed architecture and reported results.
Hugging Face Turns OpenAI Math Problems into Open-Source RL Environments
Hugging Face's CEO announced open-source reinforcement-learning environments built from OpenAI's math problems. He also disclosed the early limitation: the veri
Centralize Model Calls with the Kubernetes LLM Gateway Pattern
A practical tip for centralizing LLM calls in Kubernetes with the LLM Gateway Pattern: manage API keys, routing, rate limits, caching, failover, token usage, an
Gemini 4 Argon Release Rumor Spreads on Antigravity Sighting Claim
On October 10, 2026, X account @LuminaBench claimed Gemini 4 Argon was spotted set up in Antigravity, fueling release speculation. Google has made no official a
How to Build a Multi-Model Agent System by Connecting OpenRouter to Muse
A step-by-step practical guide to connecting an OpenRouter API key as an agent connector in Muse, leveraging daily free model quotas and orchestrating models as
dsh-our-free-model Plugin: Free DeepSeek V4.1 Flash and Kimi K3 Local Integration Guide
The dsh-our-free-model plugin integrates DeepSeek V4.1 Flash and Kimi K3 into DeepSeek Harness via local OpenAI-compatible endpoints without keys. Here is the s
Open Intelligent UI Launched: Bringing ChatGPT-Style Generative UI to Your Own Stack
Open Intelligent UI, an open-source generative UI project built with OpenUI, has been released. Bring interactive ChatGPT-style UI directly to your application
Reflection AI Unveils Beam, an Open-Weight Text Model for Coding and Agents
US startup Reflection AI has unveiled Beam, its first large open-weight text model for coding, reasoning, and AI agent work, according to a DigitalToday report
Anthropic Overhauls Global Usage Policy: Adds Explicit Ban on 'Abusive or Cruel Behavior' Towards Claude
Anthropic has updated its global usage policy, reaffirming bans on weapons development, mass surveillance, and political psyops while explicitly introducing a c
OpenAI Releases Decisions API in Public Beta, Powered by GPT-6 Luna
OpenAI launched the Decisions API in public beta, powered by GPT-6 Luna. The endpoint delivers typed answers over text and image inputs.
Anthropic Releases Claude Haiku 5.5 and Cuts Small-Model API Prices
Anthropic has officially released Claude Haiku 5.5, the newest addition to its small-model lineup, alongside API price cuts across the Claude Platform, AWS, GCP
Anthropic Releases Claude Haiku 5.5: 1M Context, Adaptive Thinking, and Tiered Pricing
Anthropic has officially launched Claude Haiku 5.5, featuring a 1M token context window, adaptive thinking, base pricing of $0.10/$0.50 per 1M tokens under 100k
Trylon Gateway: Open-Source LLM Firewall for Prompt Injection and Data Leak Defense
An architectural review of Trylon Gateway, an open-source self-hosted LLM firewall intercepting traffic to OpenAI, Anthropic Claude, and Gemini to block prompt
Anthropic Releases Claude Haiku 5.5: 75% Cost Reduction and Adjustable Effort Settings
Anthropic has officially launched Claude Haiku 5.5, cutting running costs by 75% on average compared to Haiku 4.5 while introducing adjustable effort settings,
50 Useful GitHub Repositories for Developers and AI Engineers
A curated list of 50 essential GitHub repositories covering AI alignment testing (iFixAi), free APIs (public-apis), local LLM runtimes, and agent workflows.
SAS Launches AI Navigator, a SaaS Governance Solution for Enterprise AI on Microsoft Marketplace
SAS has launched SAS AI Navigator, a SaaS AI governance solution that helps enterprises build a complete AI inventory and align use cases with regulations and i
SAS Launches Enterprise AI Governance SaaS 'SAS AI Navigator' on Microsoft Marketplace
SAS has launched 'SAS AI Navigator' on Microsoft Marketplace, a SaaS governance solution to inventory, track, and align models and AI agents across their lifecy
Blackfrost AI Open-Sources Official 'Cyber-Frost-Harness' Supporting 4 Release Formats
Blackfrost AI has added an official execution harness to the BF16, FP8, EXL3, and NVFP4 repositories of its CYBER-FROST 3.8 model and open-sourced it on GitHub
OpenRouter 'Space Bunny Alpha' Concludes Stealth Testing: MiniMax M3.1 Identity Reveal Imminent
The free stealth preview for 'Space Bunny Alpha' on OpenRouter has reached its scheduled October 5 expiration date. Converging tokenizer tests and five identica
Datawhale Jev Cookbook: System One Decision Primitives and Recipes in 11 Notebooks
A comprehensive guide to Datawhale's Jev cookbook, covering TypeSafe's three decision primitives (Choice, Score, Noul), 18 production recipes, zero-key offline
OpenAI Releases Official Model Guide for GPT-6 Family: Role Specialization, Caching, and Latency Optimization
OpenAI has published an official practical guide for the GPT-6 model family, detailing role specialization across Astra, Sol, and Luna, reasoning effort control
CoreWeave Launches Forge: Unified Full-Lifecycle Platform for AI Models and Agents
CoreWeave has officially unveiled CoreWeave Forge, an integrated AI development layer uniting execution, observability, data curation, post-training, and evalua
How Model Context Protocol (MCP) Works: A 6-Step Tool Execution Lifecycle
A step-by-step breakdown of how AI applications and MCP clients interact with MCP servers to execute tools, plus essential tips for precise LLM tool description
Runable: All-in-One AI Agent Offering Frontier Models and 3,000+ Connectors for $5 a Month
Runable introduces a $5/mo Basic plan providing unified access to frontier models like GPT-6 Astra and Claude Opus 5, 3,000+ connectors, and web/app builder too
awesome-free-llm-apis: Open Directory of 495+ Free LLM APIs Across 30 Providers
An open-source directory indexing 495+ free LLM APIs across 30 providers—including NVIDIA NIM, Google Gemini, Hugging Face, DeepSeek, and xAI—with rate limits,
No-Credit-Card Free LLM API Directory: awesome-freellm-apis
Discover awesome-freellm-apis, an open-source directory cataloging free LLM endpoints, rate limits, and one-click configuration snippets for Claude Code, Cursor
Mia AI Lab Releases GLM-5.3-Flash 4-Bit EXL3 Quantization with New Calibration and TensorFold
Mia AI Lab has released GLM-5.3-Flash-EXL3-4bpw-TensorFold, a drop-in 4-bit quantization upgrade that reduces MoE layer quantization error by up to 46% and enha
Qwen3.8-Flash-Next Preview Runs on a Single 32GB GPU at Over 80 tok/s
AgentionAI released a 32GB GPU quantization preview of the 125B MoE Qwen3.8-Flash-Next model, achieving 28.8 GiB VRAM usage and generation speeds exceeding 80 t
Rapid-MLX v0.15.4: Qwen3.8-27B TensorFold and DFlash2 Speculative Decoding on Apple Silicon
Apple Silicon local LLM engine Rapid-MLX v0.15.4 adds an experimental TensorFold profile with DFlash2 speculative decoding for Qwen3.8-27B alongside MTP acceler
Google Antigravity Adds Claude Opus 5.5 and Sonnet 5.5 with Tier Access Policy
Google Antigravity adds Claude Opus 5.5 and Sonnet 5.5 for AI Pro and Ultra users, while setting a November 2, 2026 deprecation date for Claude 4.6 models and G
Karpathy's Tips for Understanding LLM Outputs: From ASD-STE100 Precision Writing to Bespoke Video Explainers
Andrej Karpathy shares practical prompting techniques and output formats to digest complex LLM outputs: applying aerospace maintenance standard ASD-STE100 for c
How to Sign Up for Meta Model API, Claim $20 Credit, and Connect muse-spark-1.3 to Hermes
A practical guide to registering for Meta Model API (dev.meta.ai), claiming the $20 developer credit, comparing Standard and Contributor tiers, and configuring
Aikido Releases Altar-1: Open-Weight Defensive AI for Sovereign Security
Aikido Security has unveiled Altar-1, its first open-weight defensive AI model. Built on GLM-5.3 and compressed to 328 GB, it powers on-premise vulnerability au
Controllable LLM Agents with Jev: A 10-Step Blueprint for Cost and Drift Control
A 10-step architectural blueprint for placing Jev ahead of LLMs like Claude and Codex to cut token costs, route by confidence, and prevent agent drift.
Kimi-K3 Released: 2.8T Parameter, 1M-Token Open MoE Agent Model
Moonshot AI's 2.8T open-weight MoE model Kimi-K3 has launched on Alibaba Cloud, featuring a 104B active parameter architecture and native 1M context for autonom
Brain Launches Enterprise Persistent Memory Platform for LLMs and AI Agents
Brain has launched its enterprise platform, uniting Google Drive and Notion into a knowledge graph with persistent memory for Claude, ChatGPT, and custom agents
10 Free Google AI Courses: Master Generative AI and LLMs on Cloud Skills Boost
A curated guide to 10 free Google AI courses on Cloud Skills Boost requiring no upfront fees or prerequisites. Explore foundational generative AI, LLMs, prompt
5 Open-Source GitHub Repos to Build AI Agent Workflows Without Paid Subscriptions
Five curated GitHub repositories, including Awesome MCP Servers and Awesome LLM Apps, to build AI agents and RAG pipelines without recurring software subscripti
How to Access Claude Opus 5.5 and GPT-6 Sol & Luna for Free via Experiential Labs
A hands-on 3-step guide to testing Anthropic's new Claude Opus 5.5 alongside OpenAI's GPT-6 Sol and Luna models for free on Experiential Labs using any OpenAI-c
OpenAI Releases GPT-6 Sol and Luna with 50% API Token Price Reductions
OpenAI has launched GPT-6 Sol ($2/$10) and Luna ($0.10/$0.50), cutting API token rates by 50% or more versus GPT-5.6 while maintaining 1M context and benchmark
OpenAI Launches GPT-6 Sol and Luna: Halving API Costs with 1.05M Context Window
OpenAI has released GPT-6 Sol and Luna, cutting API pricing by 50% versus GPT-5.6 with a 1.05M token context window, automatic prompt caching, and expanded desk
Anthropic Releases Claude Opus 5.5: 1M Context, 40% Lower Cost, and Agentic Coding
Anthropic has launched Claude Opus 5.5 with 1M context, 128K output, and 40% lower workload costs. Explore API pricing, coding benchmarks, and breaking migratio
Train LLM from Scratch with PyTorch
A learning-focused repository that walks through implementing a transformer architecture from scratch using PyTorch, covering everything from dataset preparatio
Fully Automated Content Production: A Success Story Using Claude and a Local Scheduler
A look at a workflow that generated 50 episodes using Claude without prompt review, followed by fully automated uploads via a local scheduler, achieving signifi
Pi: An Open-Source Toolkit for AI Agent Development
A comprehensive toolkit for AI agent development, offering a unified LLM API, agent loop, TUI, and coding agent CLI.
Google Introduces Next-Gen 'Gemini 3.8 Live' and 'Extended Thinking' Models
Google has unveiled 'Gemini 3.8 Live,' optimized for scalability, speed, and cost-efficiency, along with the 'Extended Thinking' model. New features include rea
Build a $0 Local AI Stack: 10 Essential Open-Source GitHub Repositories for Developers
Run local LLMs, generate images, transcribe audio, and cluster devices without cloud subscriptions. A curated guide to 10 essential GitHub repos like llama.cpp,
Edge0: Open-Source Framework Running 35B LLMs On-Device with 1–2.5GB RAM
An in-depth look at Edge0, an open-source on-device AI framework designed to run 35B parameter LLMs using just 1–2.5GB peak memory on Apple Silicon without clou
Awesome LLM Apps: A Repository of 100+ Open-Source AI Agents and RAG Apps
A repository featuring over 100 open-source AI agents, RAG applications, and agent skills ready for cloning and deployment. Supports various LLMs and released u
NVIDIA NVLabs Releases 'SoL-Pi': Auto-Research Scaling Layer for Agent Harnesses
NVIDIA NVLabs has open-sourced 'SoL-Pi' under MIT, cutting agent harness token use by up to 49% through auto-research optimizations across 535 verified environm
Google Research Unveils ToolGrad for High-Efficiency Tool-Use Dataset Generation
Google Research unveiled ToolGrad, generating verified tool-call chains before user queries to achieve a near-100% pass rate for synthetic tool-use datasets.
DeepSeek V4.1 Flash Released: Native Multimodal Architecture and API Routing Policy
DeepSeek has officially released V4.1-Flash with native visual understanding, introducing the deepseek-flash API ID and scheduling a September 14 transition for
Mastering the Full LLM Pipeline for 3 Yuan and 2 Hours: Pure PyTorch in MiniMind
How open-source project MiniMind unpacks the full LLM training pipeline—pre-training, SFT, LoRA, RL, and Tool Use—in pure PyTorch without high-level framework a
🥔 LLM Potato Acting Test - Told 10 AIs 'You Are Now a Potato'
GPT, Gemini, Grok, Claude subagents, and image AIs! A comparative analysis of how each AI roleplays as a potato
Warmth and Breath Episode 1 - Why LLM Chat Windows Should Include Timestamps
August 16, 2025, an experiment between Sarang and Gemini. What happens when we carve a time axis into an AI that has no sense of time? A record of awakening tha