Plato Builder- Enterprise AI platform by Aaryann ChandolaPlato Builder- Enterprise AI platform by Aaryann Chandola

Plato Builder- Enterprise AI platform

Aaryann Chandola

Verified

Completed work

Backend Engineer

AI Developer

Fullstack Engineer

Docker

Electron

Python

Artificial Intelligence

Plato Builder is an enterprise AI platform I built and own end to end.

SEFI - Cognitive Brain

Self-learning AI engine with multi-layer intent detection

Knowledge base agents with RAG and semantic search

Domain-aware intelligent routing with brain routing hints

Reasoning capture across deductive, inductive, abductive, and causal chains

Causal graph engine for understanding why things happen

Hivemind consensus for multi-perspective aggregation

Predictive priming that anticipates user needs before they arise

Gets smarter with every interaction through pattern analysis

ORKA - Multi-Agent Orchestration

DAG-based multi-agent execution engine with ephemeral agents

Adaptive scoring using Thompson Sampling

V3 Hyper-Hybrid Architecture where code decides agent assignment, LLM only writes task descriptions

Saved plans that convert orchestrations into one-click reusable workflows with AI-powered variable detection

HITL approval workflows

Inter-agent message bus with streaming support

Persistent state management and automatic retry with configurable strategies

FORGE - Build Anything Engine

Visual drag-and-drop workflow builder with function pipelines (INPUT to PROCESS to CONTROL to OUTPUT)

Multi-Pipeline Framework for chaining pipelines with decision branching, parallel execution, and loops

4-step automation wizard (Builder Studio)

Custom JavaScript/Python code functions with Brain integration

Pipeline templates and automatic I/O schema validation between stages

AI and Integrations

Multi-provider abstraction layer supporting OpenAI, Anthropic, Google, Mistral, Meta, OpenRouter (500+ models from 60+ providers), Fireworks, Grok, and Ollama

Seamless tool calling across providers

NEXUS MCP integration with connection pooling, credential isolation, and OAuth flows

Multi-provider OCR with Pixtral-12b and GPT-4o vision

Vector search with Pinecone and pgvector

Deep Search with Perplexity and Tavily for AI-powered research synthesis

Enterprise Features

Multi-workspace isolation with RBAC (Super Admin, Workspace Admin, User)

350+ Structured Data Form schemas across 12 industry verticals

Workflow engine with multi-step approvals and Brain-Approval integration

WorkApps embedded app system

DocuSign e-sign integration

Real-time collaboration with SSE live updates

Federated learning with cross-workspace anonymized pattern sharing

Infrastructure

Python 3.14, Flask 3.1.2, SQLAlchemy 2.0.45, PostgreSQL 15+ with JSONB columns

Electron desktop app (Windows, macOS, Linux)

Docker containerized with Gunicorn

AWS-ready with ECS Fargate, RDS, S3, CloudWatch

Rate limiting, account lockout, and audit logging baked in

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Completed work

Posted Feb 18, 2026

Enterprise AI platform with a self-learning brain (SEFI), multi-agent orchestration (ORKA), and a visual workflow builder (FORGE). 288K LOC, 10+ LLM providers

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Timeline

Jun 24, 2024 - Aug 22, 2024

Plato Builder- Enterprise AI platform

Challenges

Challenges