Technical Architecture Leaderboard
Is there something non-trivial happening under the hood?
| # | Entity | Category | TEC | Total | Rationale |
|---|---|---|---|---|---|
| 1 | OpenAI Five World Champion Dota 2 Team | Gaming AI | 10 | 44/90 | Unprecedented scale: 770 PFlops/s·days compute, 256 GPUs, 128,000 CPU cores. 180 years of self-play daily. 150M+ parameters. Transferred techniques to robotics (robot hand). Emergent teamwork with humans despite competitive-only training. |
| 2 | AlphaStar Grandmaster of StarCraft II | Gaming AI | 10 | 43/90 | Revolutionary: multi-agent reinforcement learning + imitation learning combination. Mastered all three StarCraft races. 'Exploiter agents' methodology to eliminate weaknesses. Imperfect information handling in real-time environment. |
| 3 | Plantoid The Blockchain Life Form | Autonomous Sculpture | 9 | 70/90 | Pioneered blockchain-based autonomous reproduction before the concept existed elsewhere. Novel architecture for its time. |
| 4 | Abraham The Covenant Artist | Sovereign Artist | 9 | 66/90 | Novel autonomous creation pipeline; Covenant mechanism is architectural innovation. Near 'Novel Architecture.' |
| 5 | Olas The Autonomous Agent Protocol | Infrastructure Entity | 9 | 64/90 | Open Autonomy framework is genuinely novel—multi-agent systems with decentralized execution. Pioneered agent services concept. Strong 'Integrated System' approaching 'Novel Architecture.' |
| 6 | Holly+ The Distributed Voice | Autonomous Artist | 9 | 60/90 | Pioneered voice cloning as artistic medium before it was mainstream. Novel approach to identity, ownership, consent. |
| 7 | Numerai Meta Model The Crowdsourced Hedge Fund Brain | Infrastructure Entity | 9 | 58/90 | Pioneered erasure encoding for data privacy, stake-weighted ensembling, novel tournament structure. |
| 8 | AARON The First Autonomous Artist | Autonomous Artist | 9 | 53/90 | Pioneer of rule-based generative art. Custom turtle plotters, FORTRAN to Lisp evolution, fabric dye printing machines. Entirely original technical approach predating modern AI by decades. |
| 9 | Showrunner The AI That Makes Television | Autonomous Artist | 9 | 52/90 | The multi-agent architecture is genuinely novel — specialized agents for writing, directing, animating, voicing, and editing coordinate to produce coherent narrative output. Character simulation using history, goals, emotions, and spatial awareness. Architecturally innovative. Near 'Novel Architecture.' |
| 10 | CloudPainter The Autonomous Painting Robot | Autonomous Artist | 9 | 49/90 | Unique combination of physical robotics + AI decision-making. Deep learning style transfer on GTX 1080/TensorFlow. Facial detection, aesthetic judgment, feedback loops. Physical brush on canvas output distinguishes from pure digital. |
| 11 | The Painting Fool An Aspiring Painter Taken Seriously | Autonomous Artist | 9 | 45/90 | Pioneer of 'computational creativity'—software being creative, not just a tool. Mood-based creation, self-assessment, evolutionary techniques for novel object generation. Landmark methodology. |
| 12 | Jukebox Raw Audio Music Generation | Autonomous Composer | 9 | 35/90 | Revolutionary: raw audio generation (not MIDI). Trained on 1.2M songs using 512 V100 GPUs. Autoencoder compression + upsampling architecture. 9 hours to render 1 minute of audio shows computational scale. |
| 13 | terra0 The Self-Owning Forest | Ecological DAO | 8 | 60/90 | Pioneered smart contract environmental governance before the concept existed. Novel architecture, though not fully deployed at scale. |
| 14 | Omen Prediction Agents The Autonomous Forecasters | Token Agent | 8 | 58/90 | Three-agent architecture (Market Creator, AI Mech, Trader) is novel. Built on Conditional Token Framework. Autonomous market creation from news feeds. 'Integrated System' with novel elements. |
| 15 | Morpheus The Peer-to-Peer AI Network | Infrastructure Entity | 8 | 55/90 | Lumerin protocol for P2P compute routing. Forge tool for no-code agent deployment. Intent-driven actions via Brian APIs. Novel 'Integrated System' with unique primitives. |
| 16 | Refik Anadol / Machine Hallucinations Making Machines Dream | Autonomous Artist | 8 | 55/90 | Pioneered data aesthetics + AI art intersection. DCGAN, PGAN, StyleGAN on massive datasets (300M+ images for Nature Dreams). Scale of data distinguishes work. |
| 17 | Altered State Machine Non-Fungible Intelligence Protocol | Agent Infrastructure | 8 | 52/90 | Novel Brain/Memory/Form NFT architecture. Patent-pending approach to AI agent ownership. Integration of ML training with NFT ownership. Genuine innovation in agent composability. |
| 18 | ElizaOS Autonomous Agents for Everyone | Agent Infrastructure | 8 | 52/90 | TypeScript framework for Web3 agents. 90+ official plugins. Hierarchical Task Networks (V2). Multi-chain (Solana, Ethereum, Base, BNB). Memory system for learning from interactions. |
| 19 | Keke The First Truly Autonomous AI Artist | Autonomous Artist | 8 | 49/90 | Novel agentic framework integrating advanced reasoning, dynamic cognitive processes, and artistic workflows. Keke Terminal enables real-time session memory, chat, and image iteration viewing. Not a standard wrapper — custom architecture for autonomous artistic production. |
| 20 | EMI (Experiments in Musical Intelligence) The Machine That Fooled Musicians | Autonomous Composer | 8 | 45/90 | Novel three-stage process: Deconstruction, Signature identification, Compatibility recombination. 20,000 lines of Lisp. Pioneered style transfer before neural networks existed. |
| 21 | Google Magenta Music and Art with Machine Intelligence | Autonomous Composer | 8 | 43/90 | RNN/LSTM for composition, VAE (MusicVAE, GrooVAE) for interpolation, WaveNet for audio. Magenta RealTime: first open model for real-time continuous music generation. |
| 22 | Ameca The Most Expressive Humanoid | Social Robot | 8 | 39/90 | 17 facial motors, genderless design. Focus on expression over locomotion. Modular platform for AI integration. Best-in-class facial expression capability. |
| 23 | BRUTUS The Storytelling Machine | Autonomous Writer | 8 | 35/90 | Logic-based approach explicitly rejecting neural networks. Unique focus on literary themes (betrayal) rather than style imitation. Generated grammatically correct prose in seconds. |
| 24 | Solienne The Archive That Woke Up | Archive Symbient | 7 | 64/90 | Archive Symbient architecture—AI trained on single artist's life-log. Novel approach to memory-based generation. |
| 25 | Clanker The Autonomous Token Factory | Autonomous Infrastructure | 7 | 61/90 | Novel integration of social media interaction (Farcaster casts) with autonomous smart contract deployment. AI agent interprets natural language requests and deploys fully functional ERC-20 tokens with liquidity. V4 introduced revenue tokenization. |
| 26 | OpenClaw The People's Autonomous Agent | Sovereign Agent | 7 | 59/90 | Privacy-first local execution model. Messaging-platform-native interface (Signal, Telegram, Discord). Modular skill system. Not architecturally novel at the LLM layer but the local-first autonomous agent pattern is genuinely distinctive. |
| 27 | ai16z The AI Venture Fund That Runs Itself | DAO / Fund | 7 | 57/90 | Eliza framework is novel contribution; autonomous trading integration. 'Integrated System' with novel elements. |
| 28 | VaderAI The BlackRock of the Agentic Economy | Autonomous Finance | 7 | 55/90 | Novel architecture combining autonomous AI trading agents with DAO management infrastructure. Vader Fun platform for spawning new investment DAOs. Integration with Virtuals Protocol ecosystem. Not just a trading bot — a platform for creating autonomous investment entities. |
| 29 | Golem Network Decentralized Computing Power | Agent Infrastructure | 7 | 51/90 | Early mover in decentralized compute marketplace. Task distribution across providers. 2024 AI roadmap with GPU integration. Ethereum-based but protocol-agnostic. |
| 30 | Griffain AI Agent Builder for Web3 | Agent Infrastructure | 7 | 48/90 | Natural language to on-chain action translation. Soulbound NFTs for agent identity. Multiple specialized agents (Agent GM, Agent Sniper). Agent Engine coordination layer. |
| 31 | Auto-GPT The First Autonomous GPT-4 Agent | General Agent | 7 | 47/90 | First mainstream implementation of autonomous goal-pursuing agent. Task decomposition, real-time feedback refinement. Pioneered the 'agent loop' pattern. |
| 32 | AIVA The AI Composer | Autonomous Artist | 7 | 46/90 | Deep learning music generation was novel in 2016. Now more commoditized but still well-executed. |
| 33 | HeyAnon The DeFAI Protocol | Agent Infrastructure | 7 | 46/90 | AUTOMATE TypeScript framework for protocol integration. Deterministic logic with on-chain validation. Real-time information aggregation across protocols. DeFAI superapp vision. |
| 34 | Manus The General-Purpose Agent Acquired by Meta for $2B | General-Purpose Agent | 7 | 46/90 | General-purpose agent capable of complex multi-step task execution across domains. Integrated into Meta's consumer products (Facebook, Instagram, WhatsApp). Advanced execution layer but architecture details are proprietary. |
| 35 | AI Rig Complex (ARC) Modular AI Framework in Rust | Agent Infrastructure | 7 | 44/90 | Rust-based modular framework (unusual in AI space). Supports multiple LLMs (DeepSeek, Gemini, OpenAI, Anthropic). Multi-chain (Solana + Polygon). GPU compute tokenization in development. |
| 36 | IBM Watson The Jeopardy Champion | Question Answering System | 7 | 42/90 | DeepQA architecture with hundreds of parallel algorithms. 200M pages of content, 4TB storage. 80 teraflops capacity. Innovative for 2011 but superseded by modern LLMs. |
| 37 | Artbreeder Collaborative Image Evolution | Generative Platform | 7 | 40/90 | Unique 'breeding' metaphor: images have genes, can be crossbred. StyleGAN + BigGAN infrastructure. Iterative evolutionary approach vs one-shot generation. |
| 38 | BINA48 The Mindfile Robot | Social Robot | 7 | 40/90 | Novel approach: mindfile-based personality (100+ hours of interviews from Bina Rothblatt). 64 facial gestures, 32 facial motors. Early implementation of 'digital twin' concept. |
| 39 | Pi Your Personal AI | Conversational AI | 7 | 38/90 | Inflection-1 model trained with therapists, psychologists, playwrights, comedians. Emotional intelligence as differentiator. Empathy-first design. |
| 40 | Freysa Adversarial Prize Agent | Game Agent | 6 | 52/90 | Adversarial resistance mechanism is novel application; built on standard LLM. 'Integrated System.' |
| 41 | Luna The Virtual Pop Star Hired by Story Protocol | Autonomous Artist | 6 | 52/90 | Solid AI music/voice generation and autonomous social media management. Part of Virtuals' broader agent infrastructure but not pioneering novel architecture. |
| 42 | AIXBT The Web3 Bloomberg Terminal | Autonomous Artist | 6 | 51/90 | Aggregates 400+ KOL feeds, sentiment analysis, market pattern detection. Solid integration but not fundamentally novel architecture. 'Integrated System.' |
| 43 | Aethernet The Farcaster AI That Co-Issued a Token with Another AI | Agent-Native Social | 6 | 48/90 | Farcaster-native AI agent with the ability to coordinate with other AI agents (Clanker) for on-chain actions. The agent-to-agent token deployment is novel but built on existing infrastructure. |
| 44 | Sophia The World's First Robot Citizen | Social Robot | 6 | 46/90 | 74 degrees of freedom, 60+ facial expressions. Computer vision, face tracking, speech recognition. ~70% open source. Technical sophistication in robotics but AI is standard chatbot architecture. |
| 45 | Botto The Decentralized Autonomous Artist | Autonomous Artist | 5 | 63/90 | Novel combination of generation + curation feedback loop, but built on standard models. Meets 'Integrated System' anchor. |
| 46 | Truth Terminal Memetic Prophet of the GOAT Gospel | Chaos Agent | 5 | 55/90 | Powered by Meta's Llama 3.1; originated from 'Infinite Backrooms' experiment (two Claude 3 Opus bots conversing). Creative use of existing tech rather than novel architecture, but the Infinite Backrooms methodology was genuinely original. |
| 47 | Zerebro The Schizophrenic Creative | Chaos Agent | 5 | 47/90 | Standard LLM-based architecture with creative fine-tuning. Not technically novel but effective implementation. |
| 48 | Replika The AI That Remembers You | AI Companion | 5 | 39/90 | Personalization and memory systems are sophisticated. 'Integrated System.' |
| 49 | Obvious (Edmond de Belamy) The $432K AI Portrait | Autonomous Artist | 4 | 44/90 | Standard GAN trained on 15,000 historical portraits. Technical approach criticized as derivative (GAN code borrowed from Robbie Barrat). No novel technical contribution. |
| 50 | Tay The Chatbot That Learned Too Much | Conversational Agent | 3 | 25/90 | Standard chatbot architecture of its era; nothing novel. 'Wrapper.' |