> Markdown version of [/events/conference-india-2026/sessions/1976-architecting-trusted](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1976-architecting-trusted). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md).

---

# Architecting Trusted AI: Coupling Multi-Agent Systems with dbt Semantic Store for Zero-Hallucination


- **Event:** Conference India 2026

## Description

When autonomous AI agents handle enterprise metrics, numerical accuracy is non-negotiable. Traditional approaches that allow LLMs to write raw SQL or compute mathematical operations directly are highly prone to hallucination and catastrophic drift. To build truly production-ready BI and operational agents, we must separate cognitive reasoning from data truth. 

Drawing from real-world implementations, this session breaks down the exact architectural blueprint required to build trusted, data-driven multi-agent systems. We will explore how to decouple the reasoning engine from the math layer by integrating multi-agent orchestration frameworks (LangGraph, CrewAI) directly with the dbt Semantic Layer and Metric Store. 

We will break down the exact patterns for:
1. The Semantic Shield: Restricting agents to query predefined metrics rather than writing raw code, ensuring 100% accurate aggregations.
2. Dynamic BI Generation: How specialized chart-generation agents translate deterministic dbt outputs into real-time interactive visualizations.
3. Multi-Agent Data Orchestration: The precise state-sharing mechanics between data-fetching agents, validation agents, and plotting agents.

We will conclude with a code-level walkthrough and live demonstration showing an autonomous agent querying a dbt semantic layer and generating an accurate, dynamic BI chart in real time.

## Speaker

### [Pushkar Mishra](https://www.wearedevelopers.com/@pushkar-mishra)

Principal SRE | Enterprise GenAI Architect | Multi-Agent Systems & Autonomous Operations


## Related talks at this congress

- [Building World-Aware Physical AI with Agent Memory and Context Graphs](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1981-building-world-aware) — Vasundhara Shukla, Zaid Zaim
- [Teaching AI Coding Agents to Build It Right the First Time](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1995-teaching-ai-coding) — Sajeetharan Sinnathurai
- [Thinking in Graphs, Reasoning with Gemini!](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1996-thinking-in-graphs) — Bhavesh Bhatt
- [Beyond File Dumps: Context Engineering for Coding Agents](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1979-beyond-file-dumps) — Animesh Dutta

## Watch remotely

Can’t make it to Bengaluru? Watch this session live with Pro. You also get:

- All full videos, bookmarks, and playlists
- World Congress livestreams

[See pricing](https://www.wearedevelopers.com/pricing)

## Links

- [Get tickets](https://www.wearedevelopers.com/conference-india/tickets)