Field notes from
production Data & AI.
News, product updates, and field notes from the Mandelbulb team on enterprise AI, agentic systems, and data platforms.
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02 Mar 2026 · 3 min readMandelbulb Showcases AI Tax Officer at the India AI Impact Summit 2026Mandelbulb Technologies showcased its AI Tax Officer at the India AI Impact Summit 2026, presenting alongside Microsoft and the Government of Andhra Pradesh at Bharat Mandapam.
02 Mar 2026 · 3 min readFeatured on Microsoft: How Mandelbulb Helped Swiggy Deploy Real-Time Intelligence on Microsoft FabricMandelbulb Technologies' Co-Founder Deepanshu Thakur is quoted in an official Microsoft feature on Swiggy's deployment of Real-Time Intelligence on Microsoft Fabric, which cut operational latency from 10 minutes to seconds.
28 Dec 2025 · 3 min readMandelbulb Opens Its Singapore OfficeOur first overseas office and the first dedicated home for our Southeast Asia engineering and customer practice. Why Singapore, who is on the starting team, and what is already in pipeline.
Essays, field notes
and guides.
Filed by the practice and industry they serve.
9 insights
Perspective · Agentic AI
Claude Workflows Got the Architecture Right. The Bill Is the Open Question.
Anthropic moved agent orchestration out of the model's context window and into JavaScript you can read, the same pattern we've hand-rolled in LangGraph for two years. What's genuinely new, what we found running it on our own code, and the one number that should make you read the docs before you type "ultracode."
02 Jun 2026 · 9 min read
Field notes · Construction & AEC
Building a Construction SLM
Field notes on building a small language model for construction text: the classification problem that broke a frontier API, the seven-billion-parameter base that fixed it, and the hybrid architecture that ships in production today.
18 May 2026 · 6 min read
Perspective · Technology Selection
On-Prem AI Is Coming Back. The Hyperscalers Will Pretend It Isn't.
Sovereignty has gone from a slide to a contract clause. Open-weight models have closed the gap. CFOs have finally seen the bill. Three forces pulling enterprise AI back inside the firewall, and what the hyperscalers will do next.
12 Apr 2026 · 8 min read
Field notes · Manufacturing
RAG vs Graph vs Hybrid for Industrial Knowledge
Field notes from three Plant Brain deployments on when vector RAG wins, when graph retrieval wins, when the time-series layer wins, and when you have to combine all three. The retrieval pattern, not the model, is the question that takes longest to answer.
22 Aug 2025 · 7 min read
Guide · Healthcare
Transforming Healthcare with Microsoft Fabric: AI-Powered Discharge Summaries
Healthcare IT environments grapple with massive, siloed data sets, from electronic health records (EHRs) to imaging and…
27 Mar 2025 · 10 min read
Guide · Manufacturing
Empowering Chemical Manufacturing with AI: Insights from Microsoft Fabric
The landscape of chemical manufacturing is undergoing a seismic shift, with data at the…
20 Jan 2025 · 2 min read
Guide · Technology Selection
Unraveling the Data Management Dilemma: Snowflake vs. Lakehouse
In today’s data-driven world, businesses are constantly seeking innovative solutions to effectively manage and analyze vast…
20 Jan 2025 · 3 min read
Guide · Migrations
Snowflake to Databricks Migration: Overcoming Challenges with Mandelbulb Technologies Accelerators
In the rapidly evolving world of data management and analytics, organizations are constantly seeking more efficient and…
20 Jan 2025 · 3 min read
Guide · Real-Time Intelligence
Data Dreams to Strategy Streams with Fabric Real Time Intelligence
With the unveiling of numerous innovative features at Microsoft Build 2024 , particularly the integration of Real-Time Analytics and…
20 Jan 2025 · 5 min read
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