Refactor README

Author: Art9681

README.md

@@ -1,42 +1,33 @@
-<p align="center">
-<!-- TODO: replace logo asset file when new branding asset is available -->
-<img src="assets/singularityio-logo.svg" alt="manifold logo (update asset)" width="200" />
-</p>
-
 # manifold
 
-Manifold is a platform for creating and managing AI assistants.
+Manifold is a platform for enabling workflow automation using AI assistants.
 
 ## Features
 
-- **Two Binaries**: `agent` (CLI) and `agentd` (HTTP server with web UI)
-- **Safe Execution**: Tool calling with secure executor (no shell) in locked WORKDIR
-- **Built-in Tools**: run_cli, web_search, web_fetch, write_file, llm_transform
-- **Database Integration**: PostgreSQL with PGVector, PostGIS, and PGRouting
-- **MCP Support**: Model Context Protocol client for external tool providers
-- **Observability**: Structured logging, OpenTelemetry traces and metrics
-- **Auth/RBAC**: OIDC authentication and RBAC support
+### **Agent Chat**: Use a traditional chat view to instructs agents to work on objectives.
+
+![chat](docs/img/manifold_chat.png)
+
+### **Specialist Registry**: Define and configure AI agents (specialists) and build your team of experts.
+
+![specialists](docs/img/manifold_specialists.jpg)
+
+### **Projects**: Configure projects as agent workspaces.
+
+![specialists](docs/img/manifold_projects.jpg)
 
-## Requirements
+### **Integrated tools and MCP Support**: Manifold implements internal tools for agent workflows as well as MCP support to extend the capabilities of your agents.
 
-- Go 1.21+ (recommended: Go 1.24+)
-- OpenAI API key or compatible local or public endpoint
-- PostgreSQL with required extensions. We recommend deploying a Postgres instance using the Dockerfile at `deploy/docker/postgres.Dockerfile`.
-- Google Chrome (or a Chromium-compatible browser) installed — required for the web tools to work.
+### **Workflow Editor**: Design agent workflows using a visual flow editor.
+
+![specialists](docs/img/manifold_flow_02.jpg)
+
+![specialists](docs/img/manifold_flow_01.jpg)
+
+### **Prompts, Datasets and Experiments Playground**: Create, iterate and version custom prompts that can be assigned to your agents. Configure datasets and run experiments to understand how prompts affect agent behaviors.
+
+![specialists](docs/img/manifold_playground.jpg)
 
 ## Quick Start
 
 For step-by-step quick start instructions, see the repository Quick Start guide: [QUICKSTART.md](./QUICKSTART.md)
-
-## Documentation
-
-- [Configuration](docs/configuration.md) - Environment variables and YAML configuration
-- [Running](docs/running.md) - Detailed usage instructions for agent and agentd
-- [Tools](docs/tools.md) - Built-in and custom tools
-- [Database](docs/database.md) - Database setup and configuration
-- [MCP Client](docs/mcp.md) - Model Context Protocol integration
-- [Specialists & Routing](docs/specialists.md) - Route requests to specialized endpoints
-- [Security](docs/security.md) - Security features and best practices
-- [Observability](docs/observability.md) - Logging, tracing, and monitoring
-- [Development](docs/development.md) - Development setup and contributing
-- [Authentication](docs/auth.md) - OIDC and session management