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WeaveHacks 3: Self-Improving Agents Hackathon with Weights & Biases

Jan 31, 2026 · San Francisco, CA

Cloud platforms like AWS and GCP are powerful, but their interfaces can be complex and unintuitive - especially for new users. Our project makes navigating…

Aetheris V.O. project preview

Turn image into GLSL fragment shader code through self-improving agentic loops. https://shader-38ceag7cg-jessies-projects-a62a485b.vercel.app

no slop is bad shader project preview

Chameleon of the Dungeons is an intelligent login security suite designed primarily for ethical hackers and penetration testers to simulate, analyze, and test…

Chameleon of the Dungeons project preview

Frontier LLMs are generalists trying to squeeze every benchmark. We showcase a deployed application of "Learning to Discover at Test Time" (Yuksekgonul et al…

www.canva.com/…

n live sports and real-time media, AI agents often fail because they are stateless, relying on static prompts that cannot be adjusted mid-broadcast when…

Living Newsroom project preview

- Self-learning AI email agent that evolves with you over time - Discord-connected, Gmail-powered workflow - Builds a living relationship map from your…

RAM project preview

** github and basic model calling was created before hackday. all core functionarities are created during the weekend ** Archon is a self-improving AI…

Archon Bot project preview

This project demonstrates how an AI agent predicts collisions from dashcam footage via a file upload and warns the user of the risk of injury or fatality…

Hackers of the East Bay: Kiwi Dev Team (Solo) project preview

Darwin is an autonomous feedback-to-fix pipeline that gets better at writing code the more humans review it. It scrapes user feedback from Reddit, forums…

Darwin project preview

The Agent Performance Profiler is a self-improving meta-agent that monitors, analyzes, and optimizes other AI agents. It captures execution traces, detects…

KayOne project preview

Agent Smith is an open-source operating layer for AI-native teams, letting anyone deploy approved AI agents on demand while engineering guardrails enforce…

doc.clickup.com/…

Mirror, Mirror is an AI-powered fashion app that acts as a personal stylist, tackling the daily "what should I wear?" dilemma. It learns your style…

drive.google.com/…

"good night" gives your agents REM sleep it looks at your past interactions, finds patterns of failure, and fixes them writes new skills, updates memory /…

www.loom.com/…

Mafia ACE is a self-improving agent system where AI agents play Mafia and autonomously evolve their strategies through the ACE (Agentic Context Engineering)…

www.loom.com/…

Lobster Pot is a safety-first agent guardrail system for OpenClaw that forces all actions into a sandboxed environment "lobster trap" before execution, logs…

Lobster Pot project preview

Psi is a playground for building and testing software directly from natural language. With a single prompt, Psi scaffolds full projects from scratch, executes…

PSI project preview

Self Improving Graphs for LGC-MARL

Raphael project preview

NVD has been the “single source of truth” for vulnerability intelligence—but budget cuts and downsizing have slowed coverage, leaving security teams with…

SexySecurity project preview

Cache: Self-Improving Agent Memory for Claude Code AI coding agents lose all context between sessions—successful patterns vanish, mistakes get repeated…

Hypernym project preview

Most AI music tools are static—they ship a model and that's it. The prompt you write is the prompt you get. Loopism takes a different approach: agents that…

www.loom.com/…

We introduce Stake Chess, a novel chess variant that adds hidden information through a biased staking mechanism, reshaping strategic play under uncertainty…

drive.google.com/…

Project Description: We built a memory test for AI agents. Hundreds of bots on Moltbook share memory strategies with each other, but nobody can verify if…

Benchmark: Moltbook self improving agents project preview

SmartChat is an AI agent built on the CoALA framework. It uses a three-tier memory system to give context-aware responses and improve from feedback. It has…

www.loom.com/…

QAgent is a self‑healing QA agent that continuously tests web apps, diagnoses failures, generates minimal code fixes, and verifies those fixes automatically…

QAgent project preview

Zypharmini is a World model powered agent that learns how to design chips. A working chips. it starts with generating random rtl and then use the tools from…

www.loom.com/…

QuantSF is an agent that acts like a quant and creates investment thesis for the stock market. You get a slack message only when the agent detects a big swing…

QuantSF.com project preview

Jimmy 2.0 is a system that utilizes the YOLO vision model and dataset to identify objects it does NOT know, and then through a pipeline of Claude/GPT models…

Jimmy 2.0 project preview

Vapor - a platform where you can fine tune models for a specific usecase for browserbase automations, which will save cost over time

Tryhard project preview

Zero Me is a voice-controlled personal assistant with a cute floating blob UI that can manage your todos, calendar, documents, and emails via Notion and…

www.loom.com/…

Full browser Catan game built with React, TypeScript, Tailwind, and Supabase. Includes hex board, roads, settlements, cities, dev cards, trading, robber…

Catan Bias project preview

Protect My Weaver is an AI agent observatory and cost management platform built on Weights & Biases Weave. While Weave provides distributed tracing, we…

Protect The Weaves project preview

Since I have some AI evals experience but never tried evaluating agents before, I took this hackathon time to get started with the entire agent evals…

Joyee Chen solo-person team project preview

JORDAN is a self-learning autonomous technical sales agent that eliminates deal-killing delays by providing real-time technical validation during live calls…

Jordan project preview

"Your web, ranked for you." AI-powered Chrome extension that personalizes any webpage by highlighting the content most relevant to you.

Interest Lens project preview

WebScout is a self-improving web scraping agent that learns from every success and failure. Traditional scrapers break silently when sites change and repeat…

WebScout project preview

Problem We lose hours and millions of tokens getting stuck on conceptually similar issues in Claude Code. It gets even worse in teams where knowledge is…

We've Been Through This -- scalable smart memory mcp project preview

We built a self-improving AI memory backend that prevents “fresh start” chats by continuously capturing a user’s goals, preferences, progress, and browsing…

Ghost Browser project preview

OneShot is an AI-powered development platform that takes a user's idea (like "build me a todo app") and automatically handles the entire software…

OneShot project preview

Fractal is an infinite curiosity engine that fundamentally inverts the search paradigm: instead of finding answers, it helps you discover better questions…

Fractal project preview

coding/completing tasks anywhere

claw project preview

Mothbot is a selfevolving agent which maintains a space ship. It can call tools in chain instea dof running diagnostic on hull, then oxygen system and then…

mothBot project preview

LoopLess is a self-improving browser automation agent. It uses BrowserBase for cloud browser sessions with live streaming and permanent recordings. Gemini…

loopless project preview

OpenEnv for thr VLM to play Duck Hunt game, ready for GRPO training and eval Part of research that called: Hardware-Aware Horizon Minimization for VLM Game…

Duck Hunt Openenv project preview

We don't want to automate decision making. Since AI can write code, everyone knows planning becomes the most important step. However, no one wants to spend…

Nova project preview

Microcode is an RLM-powered terminal agent built with DSPy & Modaic. It features a self-reflection loop where one instance monitors another's failures during…

Modaic project preview

Voice assistant for ADHD/Autism support using Gemini Live API with Weave observability, custom evaluation scorers, and self-improving memory…

Someone at my-side (SAM) project preview

Philoagent is a reasoning agent that answers philosophical questions. Chain of Thought + File System as Context + Swarm Browserbase MCP + Weave Inference and…

Philoagent project preview

Clarity is a self-improving, constraint-aware agent system that transforms raw photos of real spaces into realistic renovation visualizations without…

Clarity project preview

SIMPSEN is an autonomous software engine that builds and improves products without human developers. Give it a mission, roadmap, and a CEO personality. The…

SIMPSEN project preview

This project acts as a memory extension for real life. It listens to conversations, extracts important details about the people you meet, and remembers them…

Conversationalist project preview

**DML (Deterministic Memory Layer)** is an MCP server and Claude skill that gives AI agents structured, auditable, event-driven memory. Instead of appending…

asciinema.org/…

ClinXplain is an advanced medical platform designed to automate clinical documentation, streamline patient management, and accelerate medical research using…

ClinXplain project preview

FULLSEND An autonomous GTM agent that ships ideas continuously, builds its own tools, and gets smarter over time.

FULLSEND project preview

OpenClaw Trace is a recursive self-improvement pipeline for OpenClaw / Clawdbot session traces. We mine real session traces for grounded signals - errors…

screen.studio/…

A browser-based terminal coding agent multiplexer; to run agents where you want and control them from whatever device your prefer (mobile, desktop…

www.loom.com/…

Self-improving agents via accumulated reflection. Each iteration: diagnose failure (µf) → minimal skill edit → repeat. The key: Recursive LMs operate over…

ExtraRecursiveReflection project preview

An AI-powered research and mapping app that turns natural-language questions into live map updates. You ask about places, routes, or current events in plain…

Weave Got This project preview

My project is called Haggler and it is a negotiation/refund agent which autonomously self-improves such that you can get refunds without having the pressure…

GEB project preview

A B2B internal platform for building, observing, and improving autonomous agents. It provides trace-level visibility into agent runs, prompt and playbook…

github.com/…

a self-reliant multi-agent system that fuses satellite signals and real-time phone calls to continuously evolve optimal wildfire prediction and response…

Fotio project preview

An AI-powered mental health documentation and exploration platform for therapists and potential therapy clients. For Therapists (/dap): • Verbally…

DAP Notes project preview