multica-ai/multica — The open-source managed agents platform. Turn coding agents into real teammates — assign tasks, track progress, compound skills.
new from github trending
new from github trending
A collection of inspiring lists, manuals, cheatsheets, blogs, hacks, one-liners, cli/web tools and more.
Canadian authorities on Wednesday arrested a 23-year-old Ottawa man on suspicion of building and operating Kimwolf, a fast spreading Internet-of-Things botnet that enslaved million
Finding ways to document both component and execution attributes for AI bill of materials (AI BOM).
What's changed Added the Workflow tool for deterministic multi-agent orchestration.
A security researcher discovered the API keys can still be used for 23 minutes after deletion, even though the cloud provider claims deletion is immediate.
Goal mode (/goal) has graduated from an experiment—for tasks big and small, Codex gets your work done.
We just announced the first release of Datasette Agent, a new extensible AI assistant for Datasette.
Teams can now distribute custom plugins, reuse internal tools, and manage what’s available across their workspace.
new from simon willison
Check out these 10 open source tools that help game developers create art, animation, levels, audio, dialogue, debug UIs, and engine-ready assets.
Patch Changes #16821 9c76b12 Thanks @astrobot-houston! - Fixes request body handling in the Node adapter when req.body is a Buffer, Uint8Array, or ArrayBuffer.
A group used Anthropic’s Mythos AI model to help find a kernel memory corruption vulnerability and exploit on Apple’s M5.
Cybersecurity researchers have disclosed details of a new Linux malware dubbed Showboat that has been put to use in a campaign targeting a telecommunications provider in the Middle
Q1 of 2026 reinforced that attackers are moving faster, operating with greater coordination, and exploiting weaknesses before most organizations can respond effectively.
View CSAF Summary An update is available that resolves a vulnerability identified by B&Rs internal security analysis in the product versions listed as affected in this advisory.
AdventHealth is using ChatGPT for Healthcare to streamline workflows, reduce administrative burden, and return more time to patient care.
new from the hacker news
"ViMax: Agentic Video Generation (Director, Screenwriter, Producer, and Video Generator All-in-One)" - HKUDS/ViMax
A straightforward method for training your LLM, from downloading data to generating text.
Pull anomaly alerts and their details using the vercel alerts command in the Vercel CLI.
new from r/SideProject
Been building Bulkmark on the side and I'm stuck on a pricing decision.
Cybersecurity researchers have disclosed details of a vulnerability in the Linux kernel that remained undetected for nine years.
Recently fine-tuned a Gemma 4 26B model, and I’m seeing surprisingly high end-to-end latency despite the effective inference footprint being much smaller (\~4B-ish behavior during
To preface, here's my config: llama-server \ --host 0.0.0.0 \ --port 1235 \ --models-preset %h/Software/models.ini \ --models-max 1 \ --sleep-idle-seconds 3600 \ --timeout 3600 \ -
new from hugging face — youtube
GitHub on Wednesday officially confirmed that the breach of its internal repositories was the result of a compromise of an employee device involving a poisoned version of the Nx Co
Drupal has released security updates for a "highly critical" security vulnerability in Drupal Core that could be exploited by attackers to achieve remote code execution, privilege
What's changed Renamed /simplify to /code-review with an optional effort level (e.g.
A better medical note starts with a very human reality: people do not tell stories in a straight line.
We have the ability to use compute resources to support our proprietary AI applications (such as Grok 5, which is currently being trained at COLOSSUS II), while also providing acce
Cline Nightly published from dpc/sdk-migration-simpler-login at 44c86…
If any impact is discovered, customers will be notified via established incident response and notification channels.
There is nothing cybersecurity professionals are more excited about, and nothing they fear more, than AI.
Open source software giant GitHub confirmed a data breach this week involving the theft of thousands of repos.
We’re helping build the state’s next-generation workforce and investing in energy programs.
OpenAI posted a math result today claiming that one of its general-purpose reasoning models found a construction disproving the conjectured n\^{1+O(1/log log n)} upper bound in Erd
Bulletin ID: 2026-034-AWS Scope: AWS Content Type: Important (requires attention) Publication Date: 05/20/2026 12:45 PM PDT Description: rabbitmq-aws is a RabbitMQ plugin that reso
This year at Google I/O 2026, we announced Gemini Omni, Google Antigravity, Universal Cart and so much more.
Today, we share a breakthrough on the planar unit distance problem, a famous open question first posed by Paul Erdős in 1946.
⌥ AI Coding agent for the terminal — hash-anchored edits, optimized tool harness, LSP, Python, browser, subagents, and more - can1357/oh-my-pi
Neat little HTML app by Mike Veerman (source code here) which simulates LLM token output speeds from 5/second to 800/second.
In model-driven engineering, metamodel evolution leads to the need to adapt corresponding grammars to maintain consistency, which typically requires tedious manual work.
As AI agents increasingly contribute to code development and maintenance, there is still limited empirical evidence on the quality and risk characteristics of their changes in real
Microsoft has unveiled two new open-source tools called RAMPART and Clarity to assist developers in better testing the security of artificial intelligence (AI) agents.
Model Context Protocol (MCP) has emerged as a standard interface for connecting LLM agents to external tools.
Metaphor requires a language model to resolve a token whose contextual meaning diverges from its basic literal sense.
See and hear your colleagues in true-to-life size and sound, making hybrid meetings feel more inclusive and connected.
It's hard to find much to write about Google I/O this year because I have a policy of not writing about anything that I can't try out myself, and a …
Microsoft on Tuesday said it disrupted a malware-signing-as-a-service (MSaaS) operation that weaponized the company's Artifact Signing system to deliver malicious code and conduct
Good report: Executive Summary: Let’s say you wanted to make sure that your AI is secure.
Modern DNNs are repeatedly fine-tuned to incorporate new data and functionality.
CISA has added seven new vulnerabilities to its Known Exploited Vulnerabilities (KEV) Catalog, based on evidence of active exploitation.
New Industry Data Just Released Suggests Not.
Patch Changes #16774 8f77583 Thanks @astrobot-houston! - Fixes markdown images with empty alt text () in content collections dropping the alt attribute entirely.
Free and Open Source Enterprise Resource Planning (ERP) - frappe/erpnext
Official, Anthropic-managed directory of high quality Claude Code Plugins. - anthropics/claude-plugins-official
You can now access Grok Build 0.1 on Vercel's AI Gateway with no markup and no other provider accounts required.
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Kickstart your projects with ChatGPT Credits Director: Abhinav Pratiman DOP: Tassaduq Hussain Production House: Early Man Film Creative agency: Hue & Why
Speed up CLI startup with plugins by loading sandboxed plugins concurrently and caching plugin tool descriptors per plugin, provider, and model. Speed up plugin and tool config toggles by updating ...
New Features The Python SDK now supports first-class authentication, including API key login, ChatGPT browser and device-code flows, account inspection, and logout APIs. (#23093) Python turn APIs ...
What's changed Added claude agents --json to list live Claude sessions as JSON for scripting (tmux-resurrect, status bars, session pickers) Added agent_id and parent_agent_id attributes to claude_...
An OpenAI model solved the 80-year-old unit distance problem, disproving a major conjecture in discrete geometry and marking a milestone in AI-driven mathematics.
How Ramp engineers use Codex with GPT-5.5 to review code and ship improvements, allowing them to get substantive feedback in minutes instead of hours.
OpenAI advances Education for Countries, expanding AI adoption in schools with new partnerships, teacher training, and tools to improve global learning outcomes.
new from vercel
LLM plugin to access Google's Gemini family of models
LLM plugin to access Google's Gemini family of models
OpenAI for Singapore launches a multi-year AI partnership to expand deployment, build local talent, and support businesses and public services with AI.
LLM integration plugin for other plugins to depend on
A Blog post by Ai2 on Hugging Face
Use claude-code for free in the terminal, VSCode extension or discord like OpenClaw (voice supported) - Alishahryar1/free-claude-code
A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls. - multica-ai/andrej-karpathy-skills
A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes...
CLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies - rtk-ai/rtk
In an era of information overload, the search for transformative scientific ideas has become a significant bottleneck for progress.
Globally recognized as a silent pandemic, antimicrobial resistance continues to rise as bacteria outpace the development of new antibiotics.
In Uganda, the incidence of early-onset breast cancer is growing at an alarming rate.
Tropical storms and hurricanes are notoriously volatile, changing structure and intensity in a matter of hours.
Large Vision Language Models (LVLMs) show promise in medical applications, but their inability to faithfully ground responses in visual evidence raises serious concerns about clini
Introducing a $100 AI Ultra plan — plus, new features and benefits for Google AI Plus, Pro and Ultra subscribers.
At Google I/O we released Gemini 3.5, our latest series of models combining frontier intelligence with action.
Gemini for Science is a new collection of science tools and experiments to expand the scale and precision of scientific exploration.
One year after launch, see how AI Mode’s users are shifting from keywords to natural language queries.
The latest from Google I/O: See how we’re helping you get more done with Gemini.
Introducing Gemini Omni, which allows you to create anything from any input and edit naturally using conversational language.
We're expanding our tools to help you understand how content was created and edited across the web.
Announcing new voice capabilities in Gmail, Docs and Keep, a new design tool called Google Pics and updates to AI Inbox.
A look at how the Gemini app is becoming more agentic, delivering proactive, 24/7 help.
Use Telegram numeric participant ids so renamed users stay linked to the same participant in the Telegram connector. Keep failed plugins visible in the config UI with their load/setup phase and err...
Large language models (LLMs) are widely used for open-ended tasks, but underspecified prompts can lead to low-quality answers and additional interaction. This paper studies whether structured prompt design improves response quality while reducing user effort. We compare three prompt conditions: a raw prompt, a checklist-improved prompt, and a clarifying-question prompt. We evaluate these condition
Added Add SAP AI Core support for additional hosted models Fixed Disable the MCP "Restart Server" button when a server is toggled off. Changed Remove the Cline Kanban launch modal and bundled ...
Automatic report labeling facilitates the identification of clinical findings from unstructured text and enables large-scale annotation for medical imaging research.
Cloudflare has integrated with Anthropic's Claude Managed Agents to provide a fast, isolated execution environment for autonomous code delivery. This means builders can scale agent workflows globally while strictly controlling access to private backends and easily customizing their agent’s tools and runtimes.
OpenAI advances AI content provenance with Content Credentials, SynthID, and a verification tool to help people identify and trust AI-generated media.
LLM inference in C/C++. Contribute to ggml-org/llama.cpp development by creating an account on GitHub.
You can now access Gemini 3.5 Flash on Vercel's AI Gateway with no markup and no other provider accounts required.
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I put together these annotated slides from my five minute lightning talk at PyCon US 2026, using the latest iteration of my annotated presentation tool. # I presented this lightning …
What's changed Added /resume support for background sessions — sessions started via claude --bg or agent view now appear alongside interactive ones, marked with bg Added elapsed duration to backgr...
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
Vercel Firewall now waives CDN Requests and Fast Data Transfer for any traffic WAF rules deny, challenge, or rate-limit.
Current hierarchical attention methods, such as NSA and InfLLMv2, select the top-k relevant key-value (KV) blocks based on coarse attention scores and subsequently apply fine-grained softmax attention on the selected tokens. However, the top-k operation assumes the number of relevant tokens for any query is fixed and it precludes the gradient flow between the sparse and dense stages. In this work,
Patch Changes #16771 07c8805 Thanks @ematipico! - Fixes position prop on <Image> and <Picture> components breaking Content Security Policy (CSP). #16593 50924ce Thanks @yanthomasdev! - Improves...
What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers? - humanlayer/12-factor-agents
SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer - NVlabs/Sana
LLM驱动的 A/H/美股智能分析:多数据源行情 + 实时新闻 + LLM决策仪表盘 + 多渠道推送,零成本定时运行,纯白嫖. LLM-powered stock analysis system for A/H/US markets. - ZhuLinsen/daily_stock_analysis
Academic Research Skills for Claude Code: research → write → review → revise → finalize - Imbad0202/academic-research-skills
New Features The TUI now offers richer session controls and display: data-driven service-tier commands, blended token usage, permissions/approval mode, effective workspace roots, and responsive Ma...
Tabular foundation models (TFMs) now match or beat tuned gradient-boosted trees on a growing fraction of tabular tasks, but no single TFM wins on every dataset. Ensembling is the go to fix here, and it works less well than expected. Six modern TFMs form a near-redundant pool: their mean pairwise Q-statistic is $0.961$, close enough to $1$ that any convex combination is bounded above. We benchmark
Major deployed generative AI advertising systems preserve a visible boundary between commercial content and AI-generated responses. Yet empirical research shows that ads woven directly into large language model (LLM) outputs often go undetected by users. We argue that generative AI fundamentally changes advertising: rather than placing products into discrete slots, it enables interventions on the
A Blog post by NVIDIA on Hugging Face
A Blog post by PaddlePaddle on Hugging Face
Patch Changes #16723 0f10bfe Thanks @matthewp! - Adds fetchFile option to experimental.advancedRouting to customize or disable the entrypoint file export default defineConfig({ experimental: { ...
Patch Changes #16719 2b1df12 Thanks @alexisintech! - fix MDX syntax highlighting for indented astro codeblocks
Glaucous-winged Gull, Brown Pelican, Snowy Egret, Canada Goose
A Blog post by IBM Research on Hugging Face
OpenAI and Dell partner to bring Codex to hybrid and on-premise environments, helping enterprises deploy AI coding agents securely across data and workflows.
12 Lessons to Get Started Building AI Agents. Contribute to microsoft/ai-agents-for-beginners development by creating an account on GitHub.
Open Source Voice Agent Platform. Contribute to dograh-hq/dograh development by creating an account on GitHub.
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Fix ChatGPT provider model list to include the codex variants and the gpt-5.2, gpt-5.4, and gpt-5.4-mini subscription models. Full Changelog: cli-v3.0.5...cli-v3.0.6
Open source, privacy-first web analytics. Lightweight, cookie-free Google Analytics alternative. Self-hosted or cloud. - plausible/analytics
High performance, self-hosted, newsletter and mailing list manager with a modern dashboard. Single binary app. - knadh/listmonk
Independent technology for modern publishing, memberships, subscriptions and newsletters. - TryGhost/Ghost
Shannon Lite is an autonomous, white-box AI pentester for web applications and APIs. It analyzes your source code, identifies attack vectors, and executes real exploits to prove vulnerabilities bef...
Local AI anywhere, for everyone — LLM inference, chat UI, voice, agents, workflows, RAG, and image generation. No cloud, no subscriptions. - Light-Heart-Labs/DreamServer
Open-source intelligence for the global theater. Track everything from the corporate/private jets of the wealthy, and spy satellites, to seismic events in one unified interface. Hook an AI agent up...
End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment. - NirDiamant/agents-towards-production
The secure, validated skill registry for professional AI coding agents. Extend Antigravity, Claude Code, Cursor, Copilot and more with absolute confidence. - tech-leads-club/agent-skills
"CLI-Anything: Making ALL Software Agent-Native" -- CLI-Hub: https://clianything.cc/ - HKUDS/CLI-Anything
Terence Eden continues his coverage of the NHS' poorly considered decision to close down access to their open source repositories in response to vulnerabilities reported to them as part of …
Pre-indexed code knowledge graph for Claude Code — fewer tokens, fewer tool calls, 100% local - colbymchenry/codegraph
Open-source alternative to AI video platforms — Free AI image & video generation studio with 200+ models (Flux, Midjourney, Kling, Sora, Veo). No content filters. Self-hosted, MIT licensed. - A...
[...] in the last 10 years I’ve learned to really love and respect CSS as a technology. So I decided years ago that I wanted to react to “CSS is …
Incredibly fast JavaScript runtime, bundler, test runner, and package manager – all in one - oven-sh/bun
Public repository for Agent Skills. Contribute to anthropics/skills development by creating an account on GitHub.
OpenAI and Malta partner to expand AI access, offering ChatGPT Plus and training to help citizens build practical AI skills and use AI responsibly.
Group iNaturalist sightings into clumps
What's changed Added plugin dependency enforcement: claude plugin disable now refuses when another enabled plugin depends on the target (with a copy-pasteable disable-chain hint), and claude plugi...
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A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you - czlonkowski/n8n-mcp
Claude Skill: Multi-source content processor for NotebookLM. Supports WeChat articles, web pages, YouTube, PDF, Markdown, search queries → Podcast/PPT/MindMap/Quiz etc. - joeseesun/qiaomu-anything-...
Suite of reference architectures for building GPU-accelerated vision agents and AI-powered video analytics applications. - NVIDIA-AI-Blueprints/video-search-and-summarization
π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video. - ruvnet/RuView
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Generate QR codes from any URL or text with customizable styling options. This tool supports multiple design styles including square and liquid patterns, adjustable sizes, custom colors, and optional borders. …
Preview a new personal finance experience in ChatGPT for Pro users in the U.S. Securely connect your financial accounts and get AI-powered insights and guidance grounded in your financial context, goals, and priorities.
What's changed Added new claude agents flags: --add-dir, --settings, --mcp-config, --plugin-dir, --permission-mode, --model, --effort, and --dangerously-skip-permissions to configure dispatched ba...
This Mitchell Hashimoto quote about Bun migrating from Zig to Rust reminded me of a similar conversation I had at a conference last week. I was talking to someone who …
Reinforcement learning (RL) has emerged as a central paradigm for post-training LLM agents, yet its trajectory-level reward signal provides only coarse supervision for long-horizon interaction. On-Policy Self-Distillation (OPSD) complements RL by introducing dense token-level guidance from a teacher branch augmented with privileged context. However, transferring OPSD to multi-turn agents proves pr
Tool use extends large language models beyond parametric knowledge, but reliable execution requires balancing appropriate reasoning depth with strict structural validity. We approach this problem from a case-based perspective to present CAST, a case-driven framework that treats historical execution trajectories as structured cases. Instead of reusing raw exemplar outputs, CAST extracts case-derive
💫 Toolkit to help you get started with Spec-Driven Development - github/spec-kit
Skills for Real Engineers. Straight from my .claude directory. - mattpocock/skills
An agentic skills framework & software development methodology that works. - obra/superpowers
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Cline Nightly published from dpc/sdk-migration-simpler-login at 03e68…
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We have a bunch of neat Datasette announcements in the pipeline so we decided it was time the project grew an official blog. I built this using OpenAI Codex desktop, …
What's changed Added terminalSequence field to hook JSON output so hooks can emit desktop notifications, window titles, and bells without a controlling terminal Added CLAUDE_CODE_PLUGIN_PREFER_HTT...
This paper introduces WARDEN, an early language model system capable of transcribing and translating Wardaman, an endangered Australian indigenous language into English. The significant challenge we face is the lack of large-scale training data: in fact, we only have 6 hours of annotated audio. Therefore, while it is common practice to train a single model for transcription and translation using l
An evolving how-to guide for securing a Linux server. - imthenachoman/How-To-Secure-A-Linux-Server
Agent for collecting, processing, aggregating, and writing metrics, logs, and other arbitrary data. - influxdata/telegraf
A set of ready to use Agent Skills for research, science, engineering, analysis, finance and writing. - K-Dense-AI/scientific-agent-skills
Patch Changes #16716 04fdbb2 Thanks @delucis! - Drops support for versions of VS Code below 1.101.0 [May 2025]
Fixed Show a clear "Searching..." state in the @-mention file picker Improve @-mention file search performance Allow write_to_file to create or overwrite files with empty content. Fix validation f...
“11 AI agents” is meaningless as a phrase. If I said “I have 11 spreadsheets” or “I have 11 browser tabs” to do my work, it means about the same …
We’ve enabled higher usage limits, faster performance, better reliability, and increased shipping velocity for our Browser Run product by rebuilding on top of Cloudflare’s Containers. Here’s how.
Learn how OpenAI built a secure sandbox for Codex on Windows, enabling safe, efficient coding agents with controlled file access and network restrictions.
Open-source, ad-free Android multimedia recorder with background video recording, screen recording, live streaming, and remote camera control - anonfaded/FadCam
Hysteria is a powerful, lightning fast and censorship resistant proxy. - apernet/hysteria
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CSP Allow-list Experiment
To install Bun v1.3.14 curl -fsSL https://bun.sh/install | bash # or you can use npm # npm install -g bun Windows: powershell -c "irm bun.sh/install.ps1|iex" To upgrade to Bun v1.3.14: bun upgrade ...
Update to 0.0.40
You can now authorize specific Vercel projects and external CI services to reach this project's protected deployments using short-lived OIDC tokens, without sharing a static bypass secret or opening the deployment to the public internet
What's changed Improved Agent tool subagent_type matching to accept case- and separator-insensitive values (e.g. "Code Reviewer" resolves to code-reviewer) Updated agent color palette Fixed /goal ...
Create Vercel WAF custom security and firewall rules using natural language. Describe your firewall needs and let AI generate the rule configuration.
Large language models (LLMs) are trained for downstream tasks by updating their parameters (e.g., via RL). However, updating parameters forces them to absorb task-specific information, which can result in catastrophic forgetting and loss of plasticity. In contrast, in-context learning with fixed LLM parameters can cheaply and rapidly adapt to task-specific requirements (e.g., prompt optimization),
Looped Transformers offer a promising alternative to purely feed-forward computation by iteratively refining latent representations, improving language modeling and reasoning. Yet recurrent architectures remain unstable to train, costly to optimize and deploy, and constrained to small, fixed recurrence depths. We introduce Attractor Models, in which a backbone module first proposes output embeddin
Access large language models from the command-line
We introduce TextSeal, a state-of-the-art watermark for large language models. Building on Gumbel-max sampling, TextSeal introduces dual-key generation to restore output diversity, along with entropy-weighted scoring and multi-region localization for improved detection. It supports serving optimizations such as speculative decoding and multi-token prediction, and does not add any inference overhea
When adapting an encoder to a new domain, the standard approach is to continue training with Masked Language Modeling (MLM). We show that temporarily switching to Causal Language Modeling (CLM) followed by a short MLM decay improves downstream performance. On biomedical texts with ModernBERT, this CLM detour outperforms MLM baselines trained on identical data and compute across 8 French and 11 Eng
See how finance teams can use Codex to build MBRs, reporting packs, variance bridges, model checks, and planning scenarios from real work inputs.
On a 2006 email from my dad's colleague, the parser I wrote in response, and what I got paid in.
How a fake LinkedIn recruiter used a Google Drive Git repo, malicious hooks, and obfuscated JavaScript malware to compromise developers and steal files.
I've been running a somewhat unusual benchmark suite. Not the standard automated ones — I've been feeding different reasoning models a collection of \~120 problems that I've personally verified require "deep reasoning" rather than pattern matching. The mix: \~40 AIME-style competition math, \~30 GPQA-level scientific reasoning, \~25 ARC-style abstract reasoning, and \~25 "real world" problems (sub
Tobias Lütke describes Shopify's internal coding agent tool, River, which operates entirely in public on their Slack: River does not respond to direct messages. She politely declines and suggests to …
An interactive visualisation of Jensen–Shannon divergence - the symmetric, always-finite cousin of KL. Shape two distributions and watch JSD, its ceiling of one bit, and the per-point contribution respond in real time. https://robotchinwag.com/posts/jensen-shannon-divergence-visualisation/ Feedback welcome.
This pull request implements the first preview of JEP 401: Value Classes and Objects: JDK-8317277: Java language implementation of value classes and objects 8317277: Java language implementation ...
Stable Diffusion web UI. Contribute to AUTOMATIC1111/stable-diffusion-webui development by creating an account on GitHub.
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step - rasbt/LLMs-from-scratch
《动手学大模型Dive into LLMs》系列编程实践教程. Contribute to Lordog/dive-into-llms development by creating an account on GitHub.
Your agent writes bad React. This catches it. Contribute to millionco/react-doctor development by creating an account on GitHub.
3D Gaussian Splat Editor. Contribute to playcanvas/supersplat development by creating an account on GitHub.
The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra - bytedance/UI-TARS-desktop
This interview was recorded for GOTO Unscripted. #GOTOcon #GOTOunscriptedhttps://gotopia.techRichard Feldman - Software Engineer at Zed Industries & Author o...
Unified multi-layer caching for Node.js with memory, Redis, stampede prevention, and invalidation helpers. - flyingsquirrel0419/layercache
Hey folks, just a heads-up for anyone running Qwen3.6 through `llama-server`. I ran into an issue where the `preserve_thinking` parameter wasn't working as expected, even though I had it explicitly enabled in my `models.ini` config. After some digging, I found that **extra spaces in the JSON string are breaking the parser** for this specific parameter in my build. ❌ **Does NOT work:** `chat-te
I ran a pre-registered robustness study on Meta's V-JEPA 2.1 across all four released model sizes (80M → 2B). 322-cell sweep Three findings worth flagging: **1. Dense features are partitioned.** M2 (representational drift between clean and perturbed clips, measured as cosine distance on temporal-gradient vectors) predicts downstream task failure on DAVIS for temporal corruption (frame drops r=0.3
There’s a deep, forbidding moat that surrounds Nvidia—and it has nothing to do with hardware.
dropping this in the team channel monday. good template for building our own skill packs.
the section on context retention across hours is the only part that matters. read that — skip the rest until you need it…
less hype than usual. real patterns from teams shipping with cursor — migrations, reviews, the boring stuff.
small, readable, doesn't try to be a framework. clone this instead of starting fresh on your next agent integration…
You can now automate time-based traffic movement for Vercel Flags using progressive rollouts. Unlike weighted splits which maintain stable traffic distribution for experiments, progressive rollouts automatically advance through a predefined...
I built a markdown web renderer for AI agents. Instead of taking expensive screenshots and piping them through vision models, TextWeb renders web pages as markdown that LLMs can reason about natively. Full JavaScript execution, interactive elements annotated. It provides a CLI and an MCP server. You can find it here: [https://github.com/woheller69/textweb](https://github.com/woheller69/textweb)
felt seen. short, sharp essay on planning-heavy work and where AI quietly hurts.
The Vercel Sandbox firewall now supports forwarding specific requests to a proxy. This can be useful to log, debug, or transform HTTP requests or responses initiated from a sandbox.
Scale AI and similar services charge a lot for annotation. MTurk is cheap but the quality is horrible for anything requiring real domain understanding. For small teams that need a few thousand labeled examples to calibrate their evals or fine tune a model, there seems to be no good middle ground. How is everyone handling this? Are you doing it manually or has anyone found something that actually
quietly the most useful gemini update in months. if you ship doc-heavy products, this is the one that matters.
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One could say in the first quarter-century of my life, that while I was always fascinated by programming, I could never overcome the guilt of not really knowing whether the …
this is the actual headline of the week. ignore the model news for a second — if this lands, the JS toolchain conversation shifts for everyone. vite, esbuild, node-as-default.
How Superset built the IDE for AI coding agents on Vercel, running a dozen parallel agents per developer and 600 preview deployments a day.
the most honest model write-up i've read this year. not hype, not doom — a working mathematician walking through brilliance and breakage…
uncomfortable read if you're shipping AI-edit features. the failure mode is subtle and consistent across model families…
Release 0.131.0-alpha.5