17:T791,Modern AI tools use SQL/Code generation agents or RAG to access the user data to perform transformations. However, the drawback is that this doesn't provide row-level intelligence, especially in case of semantic intelligence is required to understand how to perform the transfromations on each row of the data.

We've released Datatune (https://github.com/vitalops/datatune) as a tool to let users connect entire user Data with LLMs and Agents, to help users access their entire data with just a prompt.

While building Agents for a customer who had large amounts of data, we saw that their Agent struggled with certain data transformation tasks, which would have performed better if LLMs had access to the full user data as well. We built Datatune as a first step, to solve this issue.

Datatune supports:

- Diverse data backends such as Databases, DataFrames, etc.

- Closed Source and Open source LLMs from a wide variety of providers

- Batch Processing of data to pass to LLMs + distributed computing using dask, for faster and efficient transformations, while also helping reduce cost and context length limit issues.

- First order primitive data engineering operations such as Map, Filter, etc.

- Chain Multiple transformations together.

- Simplify user tasks with complex chained transformations using an Internal data engineering agent as a super orchestrator to split user prompt into sub prompts for the respective Map, Filter (primitive Agents), or code generating agents.

Next Steps:

- Build an Embedding Layer to work in parallel with LLMs & Agents

- Use Embedding Layer to build Semantic Deduplication, Tabular Querying, etc

Github : https://github.com/vitalops/datatune

Show HN: An open-source form builder that outputs tailwind components

Boltz PBC Launches with $28M to Democratize AI Platforms for Drug Discovery

New map of landscape beneath Antarctica unveiled (2025)

Show HN: Reversing YouTube’s “Most Replayed” Graph

Tell HN: Execution is cheap, ideas matter again

Perchance AI Story

Bop is the greatest, most prestigious board ever at any time, any place

Show HN: What if we treated AI as community members instead of tools?

Greenland issue must not lead to end of NATO, former Finnish president says

Ask HN: AI agents solve all your problems or do you still ask humans for help?

Airlines to save big money on fuel as new weight loss pills gain popularity

UN chief's last annual speech slams world leaders for lack of cooperation

How to Melt ICE

Connect multiple Claude Code agents into one collaborative team

Wikipedia Inks AI Deals with Microsoft, Meta and Perplexity

Show HN: I built a text-based business simulator to replace video courses

Can tinkering with plant pores protect crops against drought?

Kutt.ai – Free AI Video Generator, Text and Image to Video

Hyperfiddle: An automatic front end for any back end function or object

Fast Client-Side Search with Rust and WebAssembly

Signal, the secure messaging app: A guide for beginners

The future of AI is voice

Profile a Parser Implementation in Rust

Show HN: Playn a privacy first and fast blog platform

Show HN: Using Qwen3:1.7B to call itself recursively

Gatekeeping: A Partial History of Cold Fusion

Sustainability frameworks: Past, present, and future

AI chatbot with Vision AI camera

Towards a Science of Scaling Agent Systems

Show HN: Cursor For Data – Make LLMs and Agents have row-level intelligence