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Reinforcement Learning Applications

Browse applications built on Reinforcement Learning technology. Explore PoC and MVP applications created by our community and discover innovative use cases for Reinforcement Learning technology.

EduOrbit

EduOrbit turns textbooks into a personalized practice and assessment engine — generating chapter-specific questions, AI-grading student work (including photos of handwriting), and using reinforcement learning to target each learner's weakest topics.

Spectrum Stellar

AI/ML APIReinforcement LearningClaude Code+4

Probably runs on Samsung S25

Hybrid AI router that intelligently routes user queries between deterministic tools, local OpenVINO models, and Fireworks AI, optimizing for accuracy, latency, and cost while minimizing unnecessary remote API calls.

Rage Quitters

AI/ML APIChatGPTCodex+26

QueryWise AI – Natural Language SQL Copilot

AI-powered data analytics assistant that converts natural language into executable SQL. Upload CSV, Parquet datasets, ask questions in plain Englishand instantly receive validated SQL queries and interactive insights powered by FastAPI, React, and DuckDB.

Silicon Sparks

AI/ML APIReinforcement Learning

Veta QA

Veta is an autonomous AI agent swarm for visual, functional, and accessibility testing of Android apps and mobile web, featuring a complete sub-agent architecture running 100% of AI inference on AMD GPUs.

0x1

AgentOpsAMD Developer CloudAMD ROCm+4

MESSI Motion Estimation for Soccer Skill Imitation

MESSI turns penalty kick clips into a Unitree G1 scoring kick. We retarget human motion to the robot, tune power/aim/timing via PyTorch/ROCm on AMD MI300X, and verify in MuJoCo physics.

Fella

AMD ROCmAnthropic ClaudeAMD Developer Cloud+7

ForgeAi

Hardware-aware AI model optimization for AMD MI300X. Upload a PyTorch checkpoint, run a 7-phase pipeline (search, distill, prune, quantize, benchmark, Pareto, Optuna HPO), export an optimized model tuned to your latency, memory, and accuracy constraints.

O(1) Execution

AI/ML APIAMD Developer CloudAMD ROCm+7

DroneMD

DroneMD is a drone swarm simulation platform with Boids-based motion planning. It provides a web-based interface for configuring, interactive simulating (three.js), and deploying drone swarms, with physics-accurate dynamics running on AMD GPU via JAX

Zeeko

AMD ROCmAMD Developer CloudReinforcement Learning+1

Rauto

Rauto is an intelligent, token-efficient orchestrator that dynamically routes queries between local and cloud models. Using Bayesian Belief Fusion and a localized experience memory, it minimizes API costs while maximizing accuracy across domain tasks.

The Open Dev

AI/ML APIAMD Developer CloudAntigravity+6

optimus-router

Optimus Router is a token-efficient AI routing system that classifies incoming tasks and sends them to the most suitable local language model. Local validation and fallback mechanisms improve reliability while targeting zero paid external tokens.

Solvent Labs

GemmaAMD Developer CloudGenerative Agents+2

Phoenix Router

Phoenix Router maximizes AI benchmark efficiency by solving most tasks locally with Qwen3.5-2B and using Fireworks only as a safety net, achieving high accuracy with minimal token consumption.

Team Phoenix

Anthropic ClaudeGemmaHuggingFace Hub+3

FairPrice: AI Agents for Africa's Informal Economy

An AI-powered escrow marketplace solving cash-on-delivery risk for Africa's informal sellers; autonomous agents (ZEMA 360) run fulfillment and pricing on Qwen 3.7 Plus, served on AMD Instinct GPUs via Fireworks AI, live in production today.

Zema AI Labs

AgentOpsAI/ML APIAI Studio+11

Novus - Research Intelligence Assistant

Enterprise Research Intelligence System — 6 AI agents that automate research duplication detection, grant matching, and proposal writing in under 3 minutes.

Novus

AgentOpsAI/ML APIAnthropic Claude+3

AEGIS — Autonomous Enterprise Intelligence OS

AEGIS is an autonomous AI platform that continuously patroles the live web for threat vectors, GTM hiring signals, and pricing pivots. It scrapes, reasons, remembers, and dispatches automated webhooks giving teams always on intelligence.

Fake Conqueror

Vercelrest apiReinforcement Learning+10

FeatureFlag : Autonomous AI Decison Rollout System

FeatureFlag is an autonomous AI copilot for continuous deployment that uses reinforcement learning, anomaly detection, and multi-agent simulation to automate feature rollouts, instant rollbacks, and enterprise-scale release governance.

Hidden Layer

AI/ML APIAntigravityChatGPT+10

AI powered stock analysis platform

An AI-powered stock analysis platform featuring a real time live dashboard, sentiment driven news feed, and Prophet based price forecasting that gives investors a data driven edge in the market.

Pair Programming Intelligence

ChatGPTReinforcement LearningStreamlit+1

Anvaya EnterpriseIQ

Anvaya EnterpriseIQ: An AI-driven intelligence platform for large-scale data action. Features unified RAG chat for documents, NL-to-SQL analytics for massive CSVs, real-time anomaly detection, and interactive knowledge graphs to visualize complex relation

ANVAYA

AI/ML APIAntigravityAnthropic Claude+13

ARCHON: AI for Engineering Intelligence

ARCHON is an AI engineering intelligence platform powered by IBM Bob that helps developers understand codebases, analyze architecture, predict code impact, debug faster, and manage complex software systems using repository-wide AI reasoning.

AI Kings

AgentOpsAI/ML APIGenerative Agents+7

Trident - Redefining AI security

TRIDENT is a 12-layer AI safety scanner that instantly analyzes any prompt or response for toxicity, jailbreaks, PII, bias, misinformation, injection attacks, and more — powered by a 74k-row ML model with real-time Gemini deep analysis.

Trident

AI/ML APIGemini AIHuggingFace Hub+9

GHOST Chimera

local-first agent orchestration runtime. it acts as the user proxy, AI agent that is trained on the user's identity, local machine, emails and converts them into trainable datasets. a personal AI proxy (ghost)

INAN

AgentOpsAnthropic ClaudeChatGPT+11

SOVEREIGN: Self-Evolving Enterprise AI Immune

Self-evolving AI security platform. Behavioral DNA detects 95% of attacks vs 40% rule-based. Honeypot capture, Gemini mutation, pre-deploy policies, retrain model, adversarial arena, cognitive layer. Built on Veea Lobster Trap + Gemini.

Code

Gemini AIAnthropic ClaudeLobster Trap+1

TurtleTalk

TurtleTalk is a voice companion that helps kids reframe hard moments into actionable missions and helps parents build a deeper connection with their kids. Our mission is to make education easy and accessible for everyone.

TurtleTalk

AI/ML APIAMD Developer CloudAMD ROCm+5

mindXtrain

MI300X-native LLM fine-tuner whose 60-second AOT probe locks attention, GEMM, and RCCL config before training — zero JIT in the loop. SFT/DPO/GRPO → Quark FP8 → OpenAI API with BLAKE3 manifests and on-chain receipts mindX agentic training on AMD

mindXtrain

AMD Developer CloudAMD ROCmClaude Code+7

SKT-OM: 13B LLM + LangGraph Agentic RAG

SKT-OM is a powerful 13B LLM integrated with SKT RAG and LangGraph on AMD ROCm. It delivers intelligent, multi-step reasoning RAG system with agentic workflows, tool calling, stateful memory and high-accuracy responses.

SKT-OM

AMD Developer CloudAMD ROCmLangChain+2

TactIntentNet

Decode latent tactical intent from broadcast positions using causal GNNs, detect opponent deviations in real-time, and generate LLM coaching alerts all on AMD MI300X.

Madhouse

AI/ML APIAMD Developer CloudAMD ROCm+5

Vision Crafters

The AMD Multimodal Workbench is a unified app featuring three specialized modes: industrial defect inspection, an educational medical imaging workflow, and a vision-language assistant. It leverages cutting-edge multimodal models on AMD ROCm. 4

Vision Crafters

AI/ML APIAMD Developer CloudAMD ROCm+16

HexySAR: an AI-powered hexapod for SAR missions

HexySAR is an AI-powered autonomous hexapod for cave search-and-rescue. It explores hazardous terrain, detects survivors through vision and audio, maps safer paths, and sends rescue intelligence before human teams enter.

Singkong

Qwen3AMD ROCmHuggingFace Spaces+5

DC-Ops-Assistant

DC-Ops teaches a 7B model to run a datacenter via physics-grounded RL. A reasoning teacher distills SFT data, then GRPO trains against a live RC thermal and power simulation. Built on Meta OpenEnv, NL command interface, runs on a single AMD MI300X.

DC-Ops-Assistant

AMD Developer CloudAMD ROCmDeepSeek R1+4

Chaos Economy: Multi-Agent RL Market Simulator

Multi-agent RL sim: 4 traders, market maker & SEC regulator trained via GRPO on Llama-3.2. 250 steps of emergent financial crisis — slaughter, adaptation, collusion, regulatory oversight — no scripts, just learned behavior.

TechMavericks

AMD Developer CloudAMD ROCmAnthropic Claude+3

ROCm Studio

A guided web app for cleaning documents, fine-tuning Gemma with LoRA on AMD MI300X GPUs, and deploying a Try-It inference endpoint without touching a terminal. For non-technical users who want to fine-tune a small, local model, this does it all for them.

zeroX

AMD Developer CloudAMD ROCmAnthropic Claude+7

Thor v2 — RAG-Free Fitness Intelligence

Thor v2 fine-tunes Qwen3-8B on AMD MI300X to answer fitness questions from weights alone. No RAG. Citation keys are emitted inline and validated against a locked registry. 7,118 training examples. 14 population profiles. 100% JSON contract pass rate.

RRQ

HuggingFace HubHuggingFace SpacesQwen3+5

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