Build AI you can actually Control.
DhakaBrain is the world's first Deterministic Context Engineering platform.
Move beyond probabilistic RAG and LLM-powered AI memory with rule-based, auditable context you can deploy anywhere—even on-prem—for mission-critical AI.
The Problem with Probabilistic AI
From Black Box to Glass Box
Generative AI is powerful, but its "black box" nature creates unacceptable risks for mission-critical tasks. DhakaBrain transforms this uncertainty into auditable, deterministic control.
Standard "Black Box" RAG
- Unpredictable Outputs: Relies on probabilistic guesses, leading to hallucinations.
- No Audit Trail: Impossible to trace why a specific answer was given.
DhakaBrain "Glass Box" DAA
- Deterministic & Repeatable Results: Executes logic based on your rules, not chance, ensuring the same input always produces the same, verifiable output.
- Full Auditability: Every decision is traceable with a verifiable TaskGraph.
Our Solution: The DAA Framework
The Three Pillars of Trustworthy AI
We enable the creation of Deterministic AI Agents (DAAs) through a framework built on three core, interconnected principles.
- Structured Knowledge
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The foundation of a DAA is a true memory layer. Structure your knowledge with rich metadata to create a foundation for perfect, auditable recall.
- Rule-Based Reasoning
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Encode your business logic directly into the AI's reasoning process. Semantic Rules force your DAA to prioritize, ignore, or act on data according to your rules.
- Auditable Planning
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Move beyond black-box answers. DhakaBrain generates a structured TaskGraph—a verifiable audit trail that shows exactly how a conclusion was reached.
The Core Concept
What is Deterministic Context Engineering?
It's a new paradigm for building reliable AI.
Unlike standard RAG which blindly stuffs documents into a prompt, Context Engineering is a deliberate process. It involves structuring your knowledge with metadata, applying your business logic with deterministic rules, and composing these rules into auditable plans (TaskGraphs). The result is a smaller, smarter, and fully traceable context, enabling your AI agents to perform complex tasks with unprecedented accuracy.
The Proof: The Cognitive Console
A Window into the AI's Brain
Stop guessing. Our interactive console allows you to test, debug, and visualize your AI's deterministic reasoning process in real-time.
- Test & Retrieve
- Directly query your knowledge base with hybrid search.
- Analyze & Aggregate
- Uncover quantitative insights with powerful analytics.
- Visualize TaskGraphs
- Inspect auditable, step-by-step action plans.
Explore the Platform
Whether you're a business leader, a product manager, or a hands-on engineer, we have a path for you.
Explore Features
Get a detailed, step-by-step overview of the core components of the DhakaBrain engine.
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Discover Solutions
See how our deterministic framework is applied to solve real-world problems in your industry.
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For Engineers
Dive into the API. See interactive code examples and learn how to start building.
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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.