YAS - Research Hub

4

Architecture Docs

3

Comparisons

4

Swarm Research

10

Spec Layers

AGENTS

Single-agent systems. How individual agents are built, what tools they use, how they reason.

ARCHITECTURE DEEP DIVES

OpenClaw (Moltbot)

TypeScript Gateway Pattern

Personal AI assistant gateway. WebSocket control plane, 13+ channels, Pi Agent embedded runtime, sqlite-vec hybrid search, session key scoping.

TypeScript Framework Pattern

Multi-agent framework. AgentRuntime orchestrator, Character JSON system, RAG pipeline with pgvector, 90+ plugins, component model.

Python 3.14+ Bridge Pattern

Telegram bridge for CLI coding agents. Subprocess runners, JSONL streaming, resume tokens, per-thread serialization, plugin overlay.

Claude Code Internals

Reverse Engineering v2.1.2

Complete reverse engineering of Claude Code CLI. Tools, API protocols, authentication, models, state machines, permissions, sandbox security.

COMPARISONS

Deep Comparison

Source-level 10 dimensions

Moltbot vs Takopi vs ElizaOS from actual cloned source code. Gateway vs bridge vs framework. LLM integration, state, plugins, security, deployment.

System Comparison Matrix

Multi-dimensional

Side-by-side subsystem comparison. Architecture patterns, design philosophy, implementation details across all agent systems.

INTERNALS

LLM Steering Patterns

3 systems Comparative

Prompt engineering across brainpro (modular YAML), openclaw (monolithic MD), and demiurg (phase-specific). Agent loops, doom loop detection, model routing.

Plugin System Documentation

13 plugins 98 docs

Claude Code plugin system. Commands, agents, skills, hooks, and MCP integration. Official plugins: feature-dev, pr-review-toolkit, hookify, plugin-dev.

SWARMS

Multi-agent coordination. How agents talk to each other, share state, and produce emergent behavior.

YAS DESIGN

YAS Architecture Vision

Design Spec Composable Orthogonal

A language for agents. Every aspect is prompt-based or hard-coded — and that choice is configurable. Files + triggers, stigmergy, hierarchical tools, crystallization from fluid to solid.

YAS Unified Spec

8 Layers Split TL;DR

Overview with TL;DR and layer summaries. Each layer has its own page: LLM, Tools, Harness, Communication, Memory, Skills, Plugins, Orchestration + cross-cutting concerns.

RESEARCH

Extension Stack Analysis

10 frameworks Scored

Which framework to extend? AutoGen vs LangGraph vs ElizaOS. Scoring matrix, weighted analysis, what to steal from each system.

Language Ecosystem

Go + WASM 6 langs evaluated

Go, Rust, TypeScript, Python, Elixir, Zig evaluated for correctness, concurrency, plugins, traction. Hybrid architecture with WASM plugins.

Agent & Swarm Frameworks

8+ frameworks Landscape

Claude Code, OpenAI Agents SDK, LangGraph, CrewAI, AutoGen, MetaGPT, CAMEL, ChatDev, AgentVerse. Architecture patterns, tool systems, memory models, coordination protocols.

Swarm Coordination Patterns

Academic Patterns

Blackboard architecture, contract net, stigmergy, publish-subscribe, hierarchical task networks, market-based allocation. Society of Mind applied to LLM agents.

YAS Research Hub · Agents & Swarms