Compass AI & Data Summit 2025
2025-11-12..2025-11-13
Budapest, Hungary
as the organisers put it
Join 500+ AI & Data professionals in Budapest. Two tracks, expert speakers & hands-on workshops for developers shaping the future of intelligent systems.
who it's for
machine learning engineers, data engineers, data scientists, ML platform engineers, database engineers, infrastructure engineers
topics
federated learning edge-fog-cloud hierarchy; drone hyperspectral and thermal imaging; Pydantic schema validation for LLMs; agentic validation loop; hybrid RAG with Chroma DB; graph+vector retrieval with neo4j; MCP server for tool orchestration; Pragmatic Metacognitive Prompting; LLM-to-SQL semantic layer queries; DuckDB on phones and laptops; DuckLake time-travel format; Postgres-compatible Lakehouse OLTP (Lakebase)
| title | author | length |
|---|---|---|
| Abby Seneor | AI Track | Compass AI & Data Summit 2025 | Abby Seneor | 41m |
Claims a planetary vegetation twin is feasible by combining satellites, drones, LiDAR, thermal and hyperspectral sensors, IoT and federated learning into an… | ||
| Dr. Egor Kraev | AI Track | Compass AI & Data Summit 2025 | Egor Kraev | 37m |
Claims a reliable pattern for getting LLMs to emit complex, validated objects rather than free text, using Pydantic objects as the schema, a validator-as-tool… | ||
| Serg Masís | AI Track | Compass AI & Data Summit 2025 | Serg Masís | 52m |
Demonstrates a working hybrid RAG pipeline on a 1915 cookbook: OCR into structured JSON via BAML, chunking to embeddings loaded into Chroma DB, entities and… | ||
| Daniel Fitzpatrick & Maria Müller | AI Track | Compass AI & Data Summit 2025 | Daniel Fitzpatrick, Maria Müller | 46m |
Presents a concrete method called Pragmatic Metacognitive Prompting that makes LLMs run a three‑step pipeline—preliminary analysis, reflection, map to a… | ||
| Paul Barratt | AI Track | Compass AI & Data Summit 2025 | Paul Barratt | 47m |
Claims that broke or shifted performance: a sub-2 hour marathon combines 5% running economy shoes, GPS-controlled pace cars with laser guidance, CFD-optimized… | ||
| Dr. Simon Müller | AI Track | Compass AI & Data Summit 2025 | Dr. Simon Müller | 47m |
Overview of how AI crosses from screens into stuff: recommends building an MCP server for a real device (Node-RED or Python), shows CAD generation from… | ||
| Thomas in't Veld | AI Track | Compass AI & Data Summit 2025 | Thomas in't Veld | 47m |
Claims that agentic analytics can turn natural‑language questions into repeatable, testable SQL and deliver actionable marketing insights rather than… | ||
| Gábor Szárnyas | Data Track | Compass AI & Data Summit 2025 | Gabor Szarnyas | 47m |
DuckDB claims to turn laptops and phones into analytic engines: a Galaxy S24 runs a 100 GB TPC-H, a 2015 MacBook Pro handles 1 TB, and a maxed Framework laptop… | ||
| Silja Märdla | Data Track | Compass AI & Data Summit 2025 | Silja Märdla | 49m |
Bolt standardises business logic in the dbt semantic layer, implements roughly 5,000 metrics (~1,000 business terms), and generates 18 pre-aggregated tables… | ||
| Oleksandra Bovkun | Data Track | Compass AI & Data Summit 2025 | Oleksandra Bovkun | 50m |
Databricks announces Lakebase as a Postgres-compatible OLTP layer for the Lakehouse that separates storage and compute, uses object storage (S3/ADLS), and… | ||
| Amy Raygada | Data Track | Compass AI & Data Summit 2025 | Amy Raygada | 50m |
Implemented a Data Mesh in a 1,000‑person e‑commerce, migrating from on‑prem to GCP, creating domain teams, data sharing and self‑service APIs, and enforcing… | ||
| Adrian Brudaru | Data Track | Compass AI & Data Summit 2025 | Adrian Brudaru | 37m |
Argues that an LLM-native workflow can automate ELT by having models read docs, fill configuration templates, and generate connector scaffolds that call REST… | ||
| Tomas Tucek | Data Track | Compass AI & Data Summit 2025 | Tomas Tucek | 45m |
Argues data quality is an organization-wide change program, not a data-team side project, and needs executive backing, budget and clear response rules. Shows… | ||
| Thomas in't Veld | Data Track | Compass AI & Data Summit 2025 | Thomas in't Veld | 01h 00m |
Practical blueprint for marketing stacks that actually deliver ROI: performance benchmarks across Snowflake, Databricks and BigQuery, concrete tooling (dbt… | ||
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