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19 changes: 19 additions & 0 deletions README.md
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Expand Up @@ -50,6 +50,25 @@ swappability, and security by default.
- **Firefly-native.** Auto-configuration, dependency injection, a startup banner + wiring summary,
CalVer, and the same CI gates as the rest of the Firefly Framework.

## Why it matters

Beyond the engineering, Firefly DataScience is designed to change five things that decide whether data
science actually delivers business value:

- **Faster time-to-value** — AutoML chooses and tunes the model and an agentic loop iterates, so a
benchmarked, production-grade model is *days* of work, not quarters.
- **Governed GenAI** — the LLM proposes, a deterministic engine measures, and a cost/benefit gate keeps
only what beats the baseline. Every decision is logged and auditable; no unproven AI output ships.
- **No vendor lock-in** — open (Apache-2.0) and hexagonal: every ML library *and every LLM provider* is
a swappable adapter, and the whole framework is self-hostable.
- **Lower cost & risk** — classical-first (cheap, reproducible) with secure-by-default execution of any
generated code; generative AI is used only where it measurably pays.
- **Production-ready** — serving, data validation, lineage and real benchmarks are built in, not bolted on.

> 📄 **For business & transformation leaders:** a polished
> [Strategic Introduction (PDF)](docs/brief/firefly-datascience-strategic-introduction.pdf) frames the
> value without the engineering detail.

## Quick start

```bash
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> New here? Jump to the **[Tutorial](tutorial.md)** for a guided, runnable walkthrough, or
> **[Configuring the LLM](llm-configuration.md)** to wire up GenAI.
>
> 📄 **Business or transformation leader?** A polished
> [Strategic Introduction (PDF)](brief/firefly-datascience-strategic-introduction.pdf) frames the value
> — faster time-to-value, governed GenAI, no lock-in — without the engineering detail.

`fireflyframework-datascience` is a state-of-the-art Python metaframework for AutoML. It pairs **GenAI**
— built on [`fireflyframework-agentic`](https://github.com/fireflyframework/fireflyframework-agentic),
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