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🔬 Papers With Code: Advanced AI Research Implementations

A curated collection of production-grade, interactive implementations of state-of-the-art AI, Agentic Systems, and Scientific Intelligence research papers. Every project is built 100% locally with zero Docker requirements, featuring rich visual user interfaces, automated verification test suites, and local LLM integrations (Ollama / Qwen / Gemma).


📂 Projects Catalog

# Project Name Paper Title & Reference Key Innovations Tech Stack Repository Status
01 ⏳ Agent Time Machine "Agentic Transaction: Towards ACID-Compliant Agent Systems" (Sun et al., Tsinghua / arXiv:2608.13900) ACID Guarantees for AI Agents: Write-Ahead Logging (WAL), LIFO Saga Compensating Rollback, Point-in-Time Checkpointing, Semantic Invariant Guards FastAPI, Vue 3, Local Ollama (qwen2.5:7b), Cyber-Obsidian UI Monorepo ✅ Complete (12/12 Tests Passing)
02 🗺️ ResearchAtlas "Autonomous Research Field Cartographer & Multi-Signal Cross-Paper Synthesizer" Field Cartography in 1 Search: Multi-query arXiv crawler, Two-Stage Multi-Signal Reranker (BM25 + Cross-Encoder + Citation RRF), Structured Dossiers, Evolutionary DAG, Field Saturation Gauges, TinyDB NoSQL Store FastAPI, Next.js 14, TinyDB, SentenceTransformers, Apple Silicon Metal Private Repo 🔒 Private Repository

🌟 Featured Project: 01. Agent Time Machine

An interactive visual platform demonstrating ACID transactions and automatic visual rollback for autonomous AI agents.

┌────────────────────────────────────────────────────────────────────────────────────────┐
│ [ 💬 CLIENT ASSISTANT & PLANNER ]   [ ⏳ TIME MACHINE INSPECTOR ]    [● WS STREAMING] │
├────────────────────────────────────────────────────────────────────────────────────────┤
│ USER CHAT                                       │ CLIENT WALLET / LEDGER STATE         │
│ "Book my Hawaii vacation with $1,000 budget"    │ Initial: $1,000 → Charged: $0 → $1,000│
│                                                 ├──────────────────────────────────────┤
│ 🤖 DYNAMIC OLLAMA QWEN PLAN:                    │ TRANSACTION EXECUTION PROGRESS       │
│ 1. Verify Travel Budget            (Undo: None) │ ✓ 1. Verify Wallet ($1,000)          │
│ 2. Reserve Beachfront Hotel -$400  (Undo: ref)  │ ↺ 2. Reserve Hotel (-$400) [COMPENS] │
│ 3. Book Roundtrip Flights -$500    (Undo: ref)  │ ↺ 3. Book Flight HA-402 (-$500)     │
│ 4. Rent Convertible Car -$100      (Undo: canc) │ ✕ 4. Rent Island Car [FAILED: 504]   │
│                                                 ├──────────────────────────────────────┤
│ [x] Simulate Step 4 Failure (Test Rollback)     │ [✓ 100% REFUNDED: Hotel + Flight]   │
│ [ APPROVE & EXECUTE TRANSACTION ]               │ Balance Restored: $1,000.00          │
└────────────────────────────────────────────────────────────────────────────────────────┘

Quick Run:

cd agent-time-machine
./run.sh

Open http://localhost:8000 in your browser!


🛠️ Repository Guidelines

Each project in this portfolio represents a rigorous implementation of an AI research paper with:

  • Dedicated single-command startup script (./run.sh).
  • Independent virtual environment and test suite (pytest).
  • Standalone documentation (README.md) with mathematical foundations, architecture diagrams, and paper citations.
  • Modern visual frontend adhering to VoltAgent/awesome-design-md design guidelines.

📜 License

MIT License. Created by Simranjeet Singh.

About

Production-grade, 100% local implementations of SOTA AI & Agentic research papers. Features interactive visual web UIs, rigorous test suites, and local LLM integrations (Ollama / Qwen / Gemma).

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