~/talks

Stephen Chin

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Connecting the Dots With Context GraphsOpen Source Summit Korea 20262026-08-11
Argues that persistent, queryable context beats one-off LLM calls and demonstrates a working pipeline: Neo4j + OpenAI embeddings + LangChain for a…
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Computer Programming Is Dead; Long Live AI-First ProgrammingOpen Source Summit Korea 20262026-08-11
Argues programming as taught is obsolete and proposes an AI-first loop: try, learn, grow where learners prompt LLMs, inspect generated code, and extend real…
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Connecting the Dots with Context GraphsAI Engineer Europe 20262026-04-08
Asserts that retrieval-only RAG loses decision provenance and shows concrete results: a Neo4j agent memory package backed context graph plus OpenAI embeddings…
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Connecting the Dots with Context GraphsDevnexus 20262026-03-04
Argues that durable Context Graphs—combining knowledge graphs, embeddings and tool traces—fix fragmented enterprise context and improve explainability…
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Connecting the Dots with Context GraphsJfokus 20262026-02-02
Shows a working context graphs pipeline built on Neo4j and Aura that loads a BOM and a CycloneDX VEX, extracts entities with the Neo4j LM graph builder, and…
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AI First LearningJfokus 20262026-02-02
A concrete AI‑First system maps learning into repeatable workflows for planning, practicing, verifying and retaining skills, with guardrails for correctness…
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Agentic GraphRAG: AI’s Logical EdgeOpen Source Summit Japan + AI_dev: Open Source GenAI & ML Summit + Automotive Linux Summit 20252025-12-08
Claims that combining vector search with a knowledge graph reduces hallucination and improves multi‑hop reasoning, demonstrated with a 36‑student grid puzzle…
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Context Engineering: Connecting the Dots with GraphsAI By the Bay 20252025-11-17
Neo4j Aura hosts a 135-node, 418-relationship knowledge graph built from a BOM and a VEX file using an open-source knowledge graph builder, then used two…
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Cloud-Native GraphRAG: AI’s Logical EdgeCloud Native + Kubernetes AI Day North America 20252025-11-10
Claims that graph-augmented retrieval improves accuracy and explainability for logic-heavy tasks, demonstrated by re-evaluating a 36-seat classroom puzzle…
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Welcome + Opening RemarksAI_dev Europe 20252025-08-28
Conference frames open source as the default for AI with 63% of organizations using open source AI models and a survey by Misole Foundation, McKenzie and the…
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Welcome BackAI_dev Europe 20252025-08-28
Linux Foundation Research presents specific, evidence-backed claims: AI is a net job creator, with organizations 2.7 times more likely to expand headcount than…
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Agentic GraphRAG: AI’s Logical EdgeAI_dev Europe 20252025-08-28
Don't miss out! Join us at the next Open Source Summit in Seoul, South Korea (November 4-5). Join us at the premier vendor-neutral open source conference…
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Leveraging the OPEA Platform and GraphRAG Architectures To Drive Cl...Open Source Summit North America 20252025-06-23
OPEA platform provides Docker/Kubernetes blueprints and composable microservices (LLM, embeddings, vector DB, graph DB, prompt store, UI) and plugs in…
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Top Ten Challenges to Reach AGIAI Engineer World's Fair 20252025-06-03
A rapid opener lists ten sci-fi memes and maps each to a concrete engineering challenge — short‑term memory to prompt engineering, HAL to transparency and…
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Enhancing LLMs with Graph TechnologyGreat International Developer Summit 20252025-04-22
Claims a concrete framework called GraphRAG that combines knowledge graph + vector retrieval with LLMs to reduce hallucinations and add explainability. Uses…
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Enhancing LLMs with Graph TechnologyDevnexus 20252025-03-04
Claims that combining LLMs with graph databases reduces hallucinations and adds explainability, supported by demos using Neo4j, LangChain, OpenAI models and a…
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Give Your LLMs a Left BrainJfokus 20252025-02-03
Claim: combining knowledge graphs with LLMs via retrieval-augmented generation materially reduces hallucinations and improves explainability. Demonstrations…
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Give Your LLMs a Left BrainPorto Tech Hub Conference 20242024-11-26
Generative LLMs hallucinate; grounding them with factual knowledge graphs via retrieval-augmented generation cuts errors and adds explainability. Microsoft’s…
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Inside the Porto Tech Hub Conference 2024: Interview with Stephen ChinPorto Tech Hub Conference 20242024-11-26
Claims that integrating knowledge graphs with RAG improves LLM output quality, backed by audience examples of production industry RAG implementations and…
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Give Your LLMs a Left BrainGreat International Developer Summit 20242024-04-23
Shows that combining Backstage and Red Hat OpenShift Container Platform with a knowledge-graph layer fixes LLM weaknesses: a retrieval flow queries the graph…
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A Community Approach to OSS DistributionJfokus 20232023-02-06
Pyrsia builds a decentralized OSS distribution network that uses peer-to-peer via libp2p, authority nodes that run consensus (requires compromising two‑thirds…
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Hacking the OSS Supply ChainContinuous Delivery Summit 20222022-10-25
More than 80% of enterprise apps use open source and the ecosystem already contains concrete failures: dependency confusion that netted a researcher ~$130k…
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Closing the Supply Chain Security Loop with Rust & PyrsiaContinuous Delivery Summit 20222022-10-25
Pyrsia is implemented in Rust and runs a peer-to-peer artifact network with an immutable ledger and a BFT consensus library, using Rust P2P libraries rather…
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Hacking the OSS Supply ChainJNation 20222022-06-07
Enterprise code bases use roughly 80–90% open source and attackers exploit package ecosystems. Research scans 300,000 PyPI packages and flags 6,000 suspicious…
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Hacking the OSS Supply ChainDevnexus 20222022-04-12
Covers concrete attacks and fixes: SolarWinds uses a compromised CI/CD to inject ~400 lines of backdoor code; Equifax leak costs $1.43 billion and 143 million…
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DevOps Tools for Java DevelopersDevnexus 20212021-02-17
Covers practical DevOps moves for Java: use distributed VCS (Git + GitHub/GitLab), avoid storing binaries in repos and adopt package registries like…
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10 Ways Everyone Can Support the Java CommunityFOSDEM 20212021-02-06
Foojay is all about the community helping to take Java forward, so as an attendee of the Friends of OpenJDK FOSDEM devroom you are already on your way towards…
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DevOps Tools for Java DevelopersDeveloper Summit 20202020-11-21
Cloud-native DevOps workflow recommendations include source control (GitHub/GitLab), CI/CD builds, package manager dependency inventories and deep…
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Tutorial: DevOps Tooling for Java Developers in a Cloud Native WorldKubeCon + CloudNativeCon North America 2020 Virtual2020-11-17
Covers concrete practices: use Git-based workflows, compile Java with Maven/Gradle, push binaries to an artifact registry (recommend Artifactory) and promote…
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Decrypting Tech Hype for the Busy CoderJfokus 20192019-02-04
Covers concrete claims and demos: public blockchains run ~7 tps for Bitcoin (≈10 minutes confirmations) and ~15 tps for Ethereum (≈15s), private options like…
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HearingNest Art ExperienceDevoxx US 20172017-03-21
Conference builds a live collaboration system that takes touch or JavaFX/Gluon mobile drawings, issues an ID stored in an Oracle Cloud REST backend, and prints…
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Raspberry Pi with Java 9Devoxx US 20172017-03-21
Shows Java 9 running on Raspberry Pi 2/3 and using modularity to cut runtime size, with JLink creates small runtime images so apps ship without a full JDK…
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InterviewDevoxx Belgium 20152015-11-09
Conference celebrates Vox first birthday with cake and a hidden Belgian beer stash that a local contributor shared for interview viewers. A live blind Ignite…
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