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DataFunSummit

Official account of the DataFun community, dedicated to sharing big data and AI industry summit news and speaker talks, with regular downloadable resource packs.

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Latest from DataFunSummit

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DataFunSummit

Aug 10, 2026 · Artificial Intelligence

How Elasticsearch 9.4 Powers Faster, More Accurate, Secure AI‑Agent Search

The article walks through the evolution of enterprise search from keyword‑based retrieval to Agentic AI, detailing Elasticsearch 9.4’s vector‑search optimizations, columnar metric engine, ES|QL pipeline, and Agent infrastructure, and shows benchmark‑backed speed and storage gains that make the platform a solid foundation for AI agents.

AI SearchAgent BuilderBBQ Quantization

0 likes · 15 min read

How Elasticsearch 9.4 Powers Faster, More Accurate, Secure AI‑Agent Search

DataFunSummit

Aug 10, 2026 · Industry Insights

How Palantir Integrates Enterprise AI into Core Business: From Data Integration to Executable Intelligence

The article analyzes how Freedom Mortgage leveraged Palantir Foundry and AIP to unify heterogeneous loan‑related data, make regulatory rules traceable, ingest unstructured documents and calls, and evolve AI prototypes into an end‑to‑end operational system within about 90 days.

AI integrationDocument ProcessingEnterprise AI

0 likes · 8 min read

How Palantir Integrates Enterprise AI into Core Business: From Data Integration to Executable Intelligence

DataFunSummit

Aug 9, 2026 · Artificial Intelligence

Ontology-Driven Knowledge Engineering for Enterprise AI Office Agents

The article analyzes the knowledge bottlenecks that hinder enterprise AI agents, proposes a three‑layer ontology‑driven architecture, details a six‑step ontology construction workflow, showcases concrete office‑automation scenarios (document review, meeting minutes, document structuring), and outlines evaluation metrics and a fast‑track rollout plan.

Agentic AIEnterprise AIKnowledge Engineering

0 likes · 28 min read

Ontology-Driven Knowledge Engineering for Enterprise AI Office Agents

DataFunSummit

Aug 9, 2026 · Artificial Intelligence

From Flawed RAG to Production‑Ready: A Deep Dive into Scaling Retrieval‑Augmented Generation

The article analyses why early RAG deployments suffer from low recall, hallucinations and cost overruns, breaks down eight concrete pain points—from PDF parsing pitfalls to the lost‑in‑the‑middle effect—then presents a systematic diagnosis framework, proven best‑practice roadmap, advanced GraphRAG and Agentic RAG approaches, and practical engineering trade‑offs for enterprise rollout.

Agentic RAGGraphRAGHybrid Search

0 likes · 19 min read

From Flawed RAG to Production‑Ready: A Deep Dive into Scaling Retrieval‑Augmented Generation

DataFunSummit

Aug 8, 2026 · Cloud Native

Building Containerized Sandboxes for Multi‑Agent AI: Architecture, Key Technologies, and Real‑World Practices

The article examines how to construct a container‑based sandbox infrastructure for multi‑agent AI systems, covering isolation mechanisms, lifecycle management, resource scaling, checkpoint/commit techniques, the OpenKruise Agents project, ecosystem integration, and production case studies with performance metrics.

AI AgentsContainer SandboxKubernetes

0 likes · 16 min read

Building Containerized Sandboxes for Multi‑Agent AI: Architecture, Key Technologies, and Real‑World Practices

DataFunSummit

Aug 8, 2026 · Artificial Intelligence

How Palantir’s SuperRepo Turns Ontology into Code for Enterprise AI

Palantir’s SuperRepo integrates Ontology definitions, TypeScript Functions and React applications into a single monorepo, making business semantics versioned, testable and deployable, while exposing a unified development loop for AI agents yet remaining in beta with notable limitations.

AI AgentsEnterprise AIFoundry

0 likes · 17 min read

How Palantir’s SuperRepo Turns Ontology into Code for Enterprise AI

DataFunSummit

Aug 7, 2026 · Big Data

Apache Fluss Graduates to Top‑Level Project, Launching Agentic Lake’s Full Real‑Time Era

In July 2024 Apache Fluss received unanimous approval from the Apache Incubator IPMC and ASF board, graduating to a Top‑Level Project; the article details its community growth, core Lakestream architecture, real‑time streaming storage capabilities, adoption by major enterprises, and how it enables AI agents with fresh, unified data for real‑time decisions.

AI agentApache FlussReal-time data

0 likes · 14 min read

Apache Fluss Graduates to Top‑Level Project, Launching Agentic Lake’s Full Real‑Time Era

DataFunSummit

Aug 6, 2026 · Industry Insights

How Palantir Turns Ontology into Code: The Rise of “Ontology‑as‑Code” in Enterprise AI

Palantir’s SuperRepo moves Ontology from a static business‑modeling layer into a version‑controlled code artifact, letting developers define objects, relationships, actions and functions in TypeScript, preview them locally, and ship the whole business semantics together with the application, while still being a beta product with notable limitations.

AI AgentsEnterprise AIFoundry

0 likes · 17 min read

How Palantir Turns Ontology into Code: The Rise of “Ontology‑as‑Code” in Enterprise AI

DataFunSummit

Aug 5, 2026 · Artificial Intelligence

Introducing the First Open Agent Memory Challenge – A Unified Benchmark for Long-Term Memory Systems

The Agent Memory Leaderboard (AML), launched on July 29, 2026 by over twenty universities and research institutes, offers a comprehensive, open benchmark that unifies text and code memory evaluation through standardized data, protocols, ability profiling, low‑barrier APIs, and a global competition with rewards.

Agent MemoryArtificial IntelligenceEvaluation Protocol

0 likes · 13 min read

Introducing the First Open Agent Memory Challenge – A Unified Benchmark for Long-Term Memory Systems

DataFunSummit

Aug 5, 2026 · Industry Insights

How Palantir Turns Enterprise Data into Actionable AI for Core Business

The article analyzes how Palantir's Foundry and AIP platform enable a mortgage lender to unify heterogeneous data, make regulatory rules traceable, and embed unstructured information into workflows, transforming AI from a standalone model into an executable component of core business operations.

AIPEnterprise AIFoundry

0 likes · 8 min read

How Palantir Turns Enterprise Data into Actionable AI for Core Business