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The Deterministic AI Operating Stack

Explore the core components of the DhakaBrain platform that give you unprecedented control over your AI agents, from data ingestion to auditable actions.

Step 1: Brain Configuration

The Blueprint for Your AI's Brain

Building a Deterministic AI Agent is a structured process. DhakaBrain guides you through the essential steps to create a perfect, auditable memory.

1. Define Your Knowledge

Structure with Metadata Definitions

The foundation of a reliable AI is not just raw text, but structured information. With DhakaBrain, you first define your business concepts as metadata (e.g., `order_id`, `customer_sentiment`, `doc_type`). This creates a structured schema for your AI's memory.

2. Define Your Logic

Enforce with Semantic Rules

Teach your AI how to think. The deterministic Rules Engine allows you to encode your business logic directly into the AI's reasoning process, forcing it to prioritize, tag, or act on data according to your rules.

3. Define Your Plans

Compose with TaskGraphs

Connect your rules together to form complex, auditable plans. TaskGraph definitions allow you to create reusable, step-by-step procedures that your AI agents can execute reliably.

4. Cognitive Settings

Fine-Tune Your Engine

Calibrate the core engine. Control chunking strategies, memory routing, and reranking models for optimal performance.

Step 2: Knowledge Hub

Populate & Manage Your Memory

DhakaBrain offers flexible options to build your knowledge base and powerful tools to manage its lifecycle, ensuring it stays relevant.

Manual Ingestion

Easily upload files (PDF, DOCX, images, audio) or paste text directly through our intuitive user interface.

Data Integration (API)

Integrate DhakaBrain into your existing workflows with our REST API and dedicated, secure API keys.

Real-time Ingestion (Kafka)

Connect to real-time event streams to keep your AI's knowledge base continuously up-to-date.

Adaptative Forgetting

Create powerful data retention policies with time criteria and metadata filters to ensure your AI's memory stays relevant.

Step 3: Use the Brain

The Cognitive Console

Stop guessing. Our interactive console is your window into the AI's brain, allowing you to test, debug, and understand its reasoning process in real-time.

Retrieve & Analyze:
Directly query your knowledge base with hybrid search and run complex aggregations to gain quantitative insights.
Visualize TaskGraphs:
Generate and inspect auditable, step-by-step action plans before you deploy them to your agents.
[Video or Animated GIF of the Cognitive Console UI in action]

Step 4: Deploy & Govern

Your AI Command Center

Move from prototype to production. DhakaBrain provides a full suite of AI Operations (AIOps) and Governance tools to manage your cognitive workforce at scale.

Flexible Deployment:
Deploy your DAAs as either fully managed Chatbot Agents for conversational tasks or as powerful Automation Agents via our API to integrate deterministic reasoning into any workflow.
Granular Permissions:
Define exactly what your agents can and cannot see. Restrict access to sensitive information on a per-agent, per-metadata field basis, ensuring your AI operates with the principle of least privilege.
Full Observability:
Track performance, latency, and costs with our analytics dashboard, providing a complete audit trail for every action.

Build with Control. Start for Free.

Sign up for our generous free tier. Build unlimited agents with 100,000 AI Credits each month, and enjoy free, unlimited use of the Cognitive Console for all your testing and analysis. No credit card required.