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Build the Future with
Data & AI

ThinkingDBx builds the Bonacci family of agentic data engineering & data science platforms, powered by Bonacci MoE 9B, our purpose-built mixture-of-experts model for DE/DS workflows. We also build ThinkingLanguage, the first compiled language for data & AI, and ThinkingMemory, agent-agnostic memory infrastructure.

About ThinkingDBx

ThinkingDBx is a technology startup based in Hyderabad, India, building the next generation of intelligent data infrastructure. At the heart of our ecosystem sits Bonacci MoE 9B, the first purpose-built mixture-of-experts model for Data Engineering & Data Science. With 9B total parameters and only 2.6B active per token across 8 experts and top-2 routing, it delivers expert-level SQL generation across 5 dialects, PySpark pipeline authoring, data modeling, and autonomous multi-step orchestration at small-model cost.

The model powers the Bonacci family of platforms. Bonacci Studio is an agentic data engineering platform where pipelines are built visually or through AI chat. Bonacci Flow is a pure agentic data engineering & data science platform that turns high-level goals into deployed, self-healing pipelines through Pipeline Autopilot.

We also build ThinkingLanguage, a compiled programming language where data pipelines, ML, and streaming are first-class features, and ThinkingMemory, an open-source, agent-agnostic memory platform that gives AI agents persistent, layered memory across sessions, tools, and teams.

We build for builders. From solo developers to enterprise teams, our tools are designed to eliminate complexity and make working with data 100x faster.

Our Platform

Agentic Data Engineering with Bonacci

BonacciStudio

An AI-driven data engineering and streaming platform that helps businesses build, manage, and scale data infrastructure 100x faster — with Agentic, visual, no-code pipelines.

Visual pipeline designer powered by Apache Spark, Kafka & Camel. Agentic data engineering through AI chat — build pipelines with Spark, SQL, PySpark, MCPs, Kafka & JDBC.

Agentic Pipelines
Build data pipelines 100x faster with AI agents via chat
Visual Designer
Drag-and-drop pipeline designer powered by Spark, Kafka & Camel
Real-Time Streaming
SQL, PySpark, MCPs, Kafka, JDBC & more
Enterprise Grade
Spring Boot backbone with production reliability
Coming Soon

BonacciFlow

A pure agentic data engineering & data science platform — powered by Bonacci, our fine-tuned AI model purpose-built for DE/DS workflows.

No drag-and-drop, no canvas — just intent. Agents plan, build, train, and ship pipelines and models end-to-end, with the Bonacci model reasoning natively over Spark, SQL, PySpark, and ML frameworks.

Dedicated page coming soon
Pure Agentic
No GUI, no glue code — describe intent, agents do the rest
Bonacci Model
Fine-tuned LLM purpose-built for data engineering & science
DE + DS Unified
Pipelines, features, training, and inference in one platform
Autonomous Workflows
Agents plan, build, train, deploy & self-heal end-to-end
The Brain of Bonacci

Bonacci MoE 9BUnder Build

9B Mixture-of-Experts · 2.6B Active
Powers Bonacci Studio & Flow

Bonacci MoE 9B

The first purpose-built mixture-of-experts model for Data Engineering & Data Science. Expert-level SQL generation, PySpark pipeline authoring, data modeling, and autonomous multi-step orchestration — all in a 9B sparse model that activates only 2.6B parameters per token.

9B / 2.6B Total / Active
32K Context Window
8 × Top-2 Experts

Trained on 122B+ tokens (general corpus + FineWeb-Edu) on TPU v6e-16, post-trained with SFT + GRPO on 15K curated DE/DS pairs. Native first-class support for ThinkingLanguage pipelines.

Currently under active development — coming soon
SQL Across 5 Dialects
BigQuery, Snowflake, Spark SQL, Postgres & Trino — generate, optimize, translate
PySpark & ThinkingLanguage
First-class authoring of streaming, batch & declarative pipelines
Pipeline Autopilot
Autonomous multi-step decomposition, planning & execution
Data Modeling & Lakehouse
Star, Data Vault 2.0, Medallion · Iceberg, Delta, Hudi internals
Introducing

A New Programming Language
Data Deserves Its Own Language

Open Source · MIT + Apache 2.0
Integrated into Bonacci

ThinkingLanguage

The world's first compiled language where data pipelines, SQL-like queries, ML training, and real-time streaming are all first-class language features — not libraries bolted on after the fact.

Compiled to native code via LLVM & Cranelift. Built entirely in Rust. Python-like readability meets Rust-like safety and performance.

// Complete ETL + AI in one language source users = postgres("db").table("users") -> User transform active_users(src: table<User>) -> table<User> { src |> filter(is_active == true) |> clean(nulls: { name: "unknown" }) |> with { tenure = today() - signup_date } } model churn = train xgboost { data: active_users(users) target: "is_active" features: [tenure, monthly_spend] metrics: [accuracy, f1, auc] } pipeline daily_churn { schedule: cron("0 6 * * *") steps { raw = extract users predicted = transform predict_churn(raw) load predicted -> postgres("analytics") } }
Memory Infrastructure

Give Your AI Agents Persistent Memory

Open Source · MIT License
Powers Bonacci & ThinkingClaw

ThinkingMemory

Agent-agnostic memory platform with a layered architecture — Working, Episodic, Semantic & Procedural memory. Reasoning-aware retrieval with built-in forgetting & compression.

Make AI agents 95% cheaper, consistently reliable, and genuinely improving over time. Works with any framework or LLM.

Working Memory
Short-term context for current tasks, auto-cleared on completion
Episodic Memory
Event-based recall with temporal context and experience tracking
Semantic Memory
Factual knowledge and concepts — the agent's encyclopedia
Procedural Memory
Learned skills and how-to knowledge for complex task execution
From the Blog

Latest Insights

Thought Leadership

ThinkingDBx Blog

Deep dives into data engineering, AI agents, and platform architecture. From schema drift detection to autonomous monitoring — explore the ideas behind our products.

Technical articles, product announcements, and industry analysis for builders and engineers.

Building 9B MoE Models
How I Built 3 9B MoE Models Under $5K-$10K Budget
ThinkingClaw
Autonomous AI Agent for Bonacci Data Platform
ThinkingLanguage
A Programming Language Built for Data & AI
Thinking Prompt
Agentic Data Engineering in Bonacci