from the notebook

Thought leadership on data engineering & AI. Explore our latest thoughts on agentic data engineering, programming languages for data, and the future of AI-powered platforms.

12

May 26, 2026NEW

Outcome-Aware Agents: From Token Prediction to Action Consequence Modeling

A new research paper introducing AC-LSCM, an Action-Conditioned Latent Structural Causal Model that gives agents an explicit forward model with interventional semantics. 36× fewer safety violations than a Transformer baseline on synthetic planning tasks.

10 min readResearch Paper
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11

April 2026NEW

How I Built 3 9B MoE Models Under $5K-$10K Budget

Learn how I built three 9B Mixture-of-Experts models trained on 100B tokens each for under $10K using Google's TPU Research Cloud program. Domain-specific SLMs that excel at their tasks while keeping costs low.

8 min readModel Training
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10

March 12, 2026NEW

Introducing Autonomous AI Agent: Autonomous AI Agent for Your Data Platform

Meet Autonomous AI Agent — an autonomous AI agent powered by ThinkingMemory that lives inside Bonacci Studio. It remembers context, executes SQL/SSH/APIs/MCP autonomously, monitors your infrastructure 24/7, and routes alerts to Slack, Discord, Teams, Email, PagerDuty, and more. Use TL or PySpark scripts as custom heartbeat checks.

6 min readAutonomous Agent
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09

February 28, 2026NEW

Introducing ThinkingLanguage: A Programming Language Built for Data & AI

Data deserves its own language. ThinkingLanguage (TL) is a compiled, statically-typed programming language where tables, streams, tensors, and models are native types — not library add-ons. Replace Python + SQL + Spark + YAML with one fast, safe language.

5 min readOpen Source
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08

February 21, 2026NEW

Introducing Thinking Prompt: Agentic Data Engineering in Bonacci Studio

Meet Thinking Prompt — a unified workspace with Terminal, AI Chat, and Codegen tabs where AI agents with real tool access autonomously explore databases, write ETL pipelines, and execute PySpark jobs through natural language.

7 min readAgentic AI
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07

January 21, 2026

Introducing ThinkingMemory: Agent-Agnostic Memory Platform

Discover ThinkingMemory — our open-source memory infrastructure for AI agents with layered architecture and reasoning-aware retrieval. Make agents cheaper, more consistent, and genuinely improving over time.

8 min readAI Memory
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06

January 16, 2026

Introducing ThinkingNews: AI & Tech News in 60 Words

Discover ThinkingNews — our AI-powered platform delivering concise tech and AI news summaries in 60 words or less. Stay informed efficiently in today's fast-paced technology landscape.

3 min readNews Platform
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05

January 13, 2026 · v1.0

AI-Powered Schema Drift Detection in Bonacci Studio

Discover Bonacci Studio's new AI feature that automatically detects, analyzes, and resolves data structure changes to prevent silent data corruption in your pipelines.

8 min readData Engineering
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04

January 12, 2026

Apache Kafka & Kafka Connect Ecosystem in Bonacci Studio

Discover Bonacci Studio's robust Kafka Connect ecosystem with 16+ connectors, providing mature CDC capabilities and bi-directional data flow for event-driven architectures.

6 min readData Streaming
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03

January 12, 2026

Cloud Providers vs VPS: Why We Chose VPS for Infrastructure

Discover why ThinkingDBx chose self-managed Linux VPS over cloud providers, saving 95% in server costs while maintaining control and flexibility.

5 min readInfrastructure
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— more notebook entries soon ✎