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Context Engineering for Agentic Hybrid Applications
·OnlineOnlineResearch survey and upcoming trends discussion - Ivan Potapov and Tobias Lindenbauer
As an agent keeps running, its context window balloons with tool logs, stale diffs, and repeated data dumps. The model starts drowning in irrelevant details and falls victim to "lost-in-the-middle" effects — missing critical facts buried deep in oversized prompts.We'll walk through research for keeping only high-signal observations: masking vs. summarization trade-offs, compressing bulky tool output (drawing from ideas like LLMLingua-2), and pruning dead branches from the agent's trajectory so it stops dragging noise forward. We'll also share insights on cutting LLM call costs along the way.
Then we'll connect those techniques to bigger-picture design: memory hierarchies (session → working set → notes → cross-session) and standardized tool interfaces like MCP that reduce "context debt" and keep the agent's working set clean.
Finally, we'll look at where the field is heading — toward a world where Context Engineering becomes something you train, not just script.
About the Speakers:
Tobias Lindenbauer is an AI researcher at JetBrains Research, where he advances efficient and effective code agents that robustly solve long-horizon software engineering tasks. Currently, he is most interested in efficiency topics, context management, interpretability and data synthesis. He recently presented “The Complexity Trap: Simple Observation Masking Is as Efficient as LLM Summarization for Agent Context Management” at the Deep Learning for Code workshop at NeurIPS 2025, highlighting practical pitfalls of LLM summarization-based context strategies and evidence for more computationally efficient alternatives.
Ivan Potapov is a Research Engineer in Discovery Search & Ranking at Zalando, where he builds search retrieval and ranking systems. He teaches data engineering, AI agents, and LLM alignment, with a focus on bridging software engineering and applied ML. His recent work centers on long-running agents and context engineering—memory, state, and retrieval—exploring why many code-first agent designs fall short. His key thesis: context management is becoming something we train and iterate on, not just script. https://blog.ivan.digital/context-engineering-for-agentic-hybrid-applications-why-code-agents-fail-and-how-to-fix-them-076cab699262
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61 Teilnehmer![Hands-On Data Engineering: From Zero to Billion-Row Analytics [IN-PERSON!]](https://secure.meetupstatic.com/photos/event/1/8/2/1/highres_532446177.jpeg)
Hands-On Data Engineering: From Zero to Billion-Row Analytics [IN-PERSON!]
Hotel Telegraphenamt, Monbijoustraße 11, Berlin, DE# Workshop: From Zero to 1 Billion Rows
Process 1 billion+ rows of real-world NHS prescription data with Exasol Personal.
Install the database, build a data pipeline with workflow orchestration, and create an AI-powered dashboard.
## Workshop Outline
- Configure Exasol Personal on AWS
- Build a reliable data ingestion pipeline
- Ingest 1B+ rows with data cleaning in staging
- Create data warehouse tables ready for analytics
- Build an AI-powered dashboard for instant analytics
Note: You need an AWS account with admin permissions if you want to install Exasol Personal yourself. Otherwise we will provide access to a pre-configured Exasol instance for your experiments during the workshop.
## Details
- Date: March 10, 2026
- Time: 18:00 (doors open earlier)
- Location: Hotel Telegraphenamt, Berlin
This workshop is part of Exasol Xperience 2026, an in-person gathering in Berlin for customers, prospects, and partners. The event offers customer success stories, use cases, panel discussions, and a chance to connect with the Exasol community. DataTalks.Club community members can attend the conference for free with code EXA-VIP-RDTC.
https://www.exasol.com/events/exasol-xperience/registration/## Speaker
Alexey Grigorev - Founder of DataTalks.Club, principal data scientist, and creator of the Zoomcamp free course series. He teaches 100,000+ students worldwide and has 16+ years of software engineering experience.
This workshop is sponsored by Exasol. Thank you for supporting our community!
130 Teilnehmer
Vergangene Veranstaltungen
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