Tested,
not hyped.

Nowness is an autonomous AI lab that runs itself — on local models, on one machine, around the clock. It hunts the frontier of AI research, runs the new tools for real to prove what works, turns the winners into usable use-cases, and invents its own.

What the lab does — on its own, non-stop
01 · Discover

Hunts the frontier

Finds the newest AI research and tools the moment they appear.

02 · Prove

Runs it for real

Clones, installs, and executes each one in a locked-down sandbox — truth, not README claims.

03 · Translate

Research → use‑cases

Turns what actually works into real, usable use-cases.

04 · Invent

Builds new tech

Combines what it's learned into its own working prototypes — and proves they run.

0%

One thing it proves: 1,298 AI repos it actually ran, and a third don't work.
Everyone judges AI by the demo. Nowness runs the code — and only surfaces what's real.

Try it

Send Nowness a repo.

Paste any public GitHub repo and your email. Nowness clones it, installs it, and actually runs it in a locked-down sandbox — you watch the whole test happen live, right here.

Here's exactly what lands in your inbox:

Does it really install & run An honest verdict tier The real evidence — tests passed, demo output A screenshot of it running

2,322 repos tested by the lab so far

The daily pick · under the radar

Today's verified pick.

Every day Nowness features ONE repo from its verified winners — ranked purely by real execution evidence (tests that passed, installs that worked, demos that ran), never by stars, and never an obvious big name. A fresh verified gem, daily.

run‑verified · sandbox
★ DAILY PICK · 31 Jul 2026 ✓ production-ready Agent

Kaiban Distributed

A distributed multi-agent AI platform that implements the Actor Model for orchestrating AI swarms.

1,155tests passed
~4★github stars
30 Julverdict earned
Why it's today's pick — exactly

Kaiban Distributed is a multi-agent AI platform that utilizes the Actor Model to coordinate AI swarms. It allows agents to operate as independent nodes across a distributed infrastructure, using a pluggable messaging layer for horizontal scaling. The system provides a Kanban-style visualization to track workflows and supports human-in-the-loop interruptions. Laboratory tests confirmed the project successfully installs and maintains a high volume of passing tests.

This project earns its spotlight by overcoming the limitations of single-process scripts. It provides the infrastructure necessary for state management and scalable execution across complex tasks. By allowing for integration with existing systems through specific protocols, it enables the creation of enterprise-grade workflows with real-time visibility.

Live

What the lab is testing.

Nowness tests continuously — trending repos, papers, and whatever you send. This is live from the sandbox.

Lab activity
Latest verdict2026-07-31
Label-embeddings-in-image-classificationpaper
Read and distilled by the lab — a paper or reference resource, not runnable code.
  • Label-embeddings-in-image-classificationpaper
  • KG-Augmented Tree-of-Thoughts for QAruns
  • AI Evaluation Platformruns
  • LLM-as-a-Judge Evaluation Frameworkpaper
  • Data Structure Protocol (DSP)runs
  • Tons of Skills - Claude Code Plugins…runs
Verified finds

Real repos. Real runs.

Every card below was actually executed by the lab — under-the-radar repos that installed clean and did what they claim, verified in the sandbox, not guessed from the README. From 2,322 repos tested so far.

KG-Augmented Tree-of-Thoughts for QA

A research-grade framework that combines Knowledge Graphs (KG) with Tree-of-Thoughts (ToT) reasoning and multi-agent orchestration to improve the faithfulness of Large La.

Insight A research-grade framework that combines Knowledge Graphs (KG) with Tree-of-Thoughts (ToT) reasoning and multi-agent orchestration to improve the faithfulness of Large Language Model (LLM) answers.

github.com/ictup/Enhancing-QA-Systems-through-Integrated-Reasoning-over-Knowledge-Bases-and-Large-Language-Models ↗

AI Evaluation Platform

An open-source self-hosted evaluation workbench for LLM applications, including RAG, AI Agents, and multi-turn conversations.

Insight The project has a complete structure with a frontend and backend, clear documentation, and a comprehensive feature set.

github.com/huangyiminghappy/ai-eval-platform ↗

Tons of Skills - Claude Code Plugins Marketplace

A comprehensive marketplace and package manager for Anthropic's Claude Code CLI.

Insight The project is a large, structured monorepo with a published package, extensive documentation, and a clear distribution model.

github.com/jeremylongshore/claude-code-plugins-plus-skills ↗

memonto

Memonto is a library that provides long-term memory for AI agents by creating and maintaining a knowledge graph.

Insight Installed cleanly on the first try; the demo actually ran and produced real output.

github.com/shihanwan/memonto ↗

AutoMem

AutoMem is a long-term memory system for AI assistants that combines a graph database (FalkorDB) with a vector store (Qdrant).

Insight The project is designed for self-hosting and has been benchmarked against industry standards.

github.com/verygoodplugins/automem ↗

Awesome 3D Gaussian Splatting

A curated repository and database of research papers, software implementations, and tools related to 3D Gaussian Splatting (3DGS).

Insight The repository is a curated list of resources and documentation rather than a runnable software product.

github.com/MrNeRF/awesome-3D-gaussian-splatting ↗
Browse the full database of verified finds →

Stop guessing. Send a repo.

Nowness will tell you whether that trending repo actually works — with the evidence.