Data Resources

Designing Memory Architecture for Stateful AI Agents: Short-Term Context and Long-Term Persistence

Short-term memory answers what just happened in this conversation. Long-term memory answers what the system knows about this user.

October 27, 2026

by Kapil Shirish Bidikar

· 2,397 Views

Introduction to Error Prone: How to Catch Bugs at Compile Time

Error Prone plugs into javac and fails the build on code that compiles but is almost certainly wrong. It often suggests the fix, too, and you can add your own checks.

October 27, 2026

by Hüseyin Akdoğan

CORE

· 1,637 Views

Why Vulnerability Management Fails Without Reliable Asset Data

Vulnerability management is only as good as your asset data: unknown assets go unscanned, and fewer findings can mean lost visibility.

October 27, 2026

by Alex Vakulov

CORE

· 1,074 Views

LangChainGo vs Genkit Go: Where Genkit Shines

The same production service written twice: RAG, tools, typed output, retries, fallback and tracing. 73 lines in Genkit Go against 272 in LangChainGo.

October 26, 2026

by Xavier Portilla Edo

CORE

· 870 Views

ScyllaDB in Enterprise Java: High-Performance NoSQL With Eclipse JNoSQL

Explore ScyllaDB for enterprise Java applications using Eclipse JNoSQL with Jakarta NoSQL templates and Jakarta Data repositories.

October 23, 2026

by Otavio Santana

CORE

· 1,542 Views

Adding Graph Retrieval to a RAG Pipeline With Python

Learn how to add a graph retrieval layer to a retrieval-augmented generation pipeline using Python, NetworkX, and relationship triples.

October 23, 2026

by Sriharsha Makineni

· 1,474 Views · 1 Like

Building a Real Pipeline With senro: Monorepos, Caching, and Triggers

Workspaces, step caching, fanning out over every module in a monorepo, narrowing to what changed, and webhook triggers: senro for everyday pipelines.

October 23, 2026

by Xavier Portilla Edo

CORE

· 1,310 Views · 1 Like

Delta Lake UniForm to Snowflake: Cross-Platform Table Access Without a Second Copy

Delta Lake UniForm lets Snowflake query a Databricks-owned table as Iceberg, with no export job and no second copy — the four-piece setup, including private connectivity.

October 22, 2026

by Jeevan Krishna Paruchuri

· 4,661 Views

Rebuilding Elasticsearch Under Load: Unsafe Watermarks and a Sampling Blind Spot

Two common rebuild watermarks can miss committed changes, while a 5,000-document sample may still report a clean Elasticsearch index.

October 22, 2026

by Tarun Sharma

· 1,795 Views · 2 Likes

How to Migrate From C/C++ to Rust: A Practical Guide for Embedded IoT Systems

Discover how to migrate embedded C and C++ systems to Rust using one of the three migration strategies to make your project more reliable and compliant.

October 22, 2026

by Andrew Davies

· 1,607 Views

How Kestra Unifies Enterprise Workflow Orchestration and Agentic AI

Learn how Kestra unifies enterprise workflow orchestration across IT scheduling, data pipelines, infrastructure automation, business processes, and AI agents.

October 21, 2026

by Kai Wähner

CORE

· 1,262 Views

Data Integration Landscape 2026: Event Streaming, API, and Batch in the Era of Agentic AI

Why event-driven architecture belongs at the center of enterprise integration, and how every major vendor maps across three paradigms.

October 20, 2026

by Kai Wähner

CORE

· 2,554 Views · 2 Likes

Two Engines, One Query: DuckDB Inside Neo4j

An example that embeds DuckDB inside Neo4j as a custom Java procedure, letting DuckDB SQL queries run directly from Cypher, with results flowing back into the graph.

October 20, 2026

by Akmal Chaudhri

CORE

· 2,404 Views · 2 Likes

Engineering Audit-Ready Data Pipelines for Regulatory Reporting

Build traceable, audit-ready regulatory data pipelines with immutable data, reconciliation, lineage, and human approval.

October 19, 2026

by SUNILKUMAR REDDY Eraganeni

· 1,045 Views · 1 Like

Moving 900+ GB of Prometheus Without a Cutover Weekend

Learn how we moved a 900+ GB Prometheus to VictoriaMetrics without a cutover weekend: delete the series nobody reads first, dual-write for months, etc.

October 16, 2026

by Daniil Romashov

· 1,562 Views · 1 Like

Data Governance Is a Security Control, Not a Compliance Checkbox

Wire access policy to classification tags, not table names — that's the fix. Biggest gap right now: RAG/vector stores have none of these controls at all.

October 14, 2026

by Rahul Singh

· 1,646 Views · 1 Like

Rotate AWS Secrets Manager Secrets Without Restarting Your Go Service, With mamori

Secrets Manager rotates your password; your Go service never notices. mamori watches Secrets Manager and Parameter Store and reconciles rotations live.

October 14, 2026

by Xavier Portilla Edo

CORE

· 1,537 Views · 1 Like

Introducing mamori: Typed, Watchable Config and Secrets for Go

mamori is an open-source Go library that loads config and secrets from 30+ sources into typed, validated structs and keeps them reconciled at runtime.

October 14, 2026

by Xavier Portilla Edo

CORE

· 1,198 Views

From Legacy ETL to Modern ELT: Engineering a Governed dbt and Databricks Architecture

Modern ELT isn't just replacing legacy ETL with dbt and Databricks. Separating ingestion, transformation, testing, and governance makes business logic easier to trust.

October 12, 2026

by SUNILKUMAR REDDY Eraganeni

· 1,588 Views · 1 Like

How Cache Invalidation Caused Memory Pressure and API Failures at Scale

Aggressive cache invalidation caused memory pressure, latency spikes, and request failures. Reducing invalidations with time-based expiry restored success to 99.9%.

October 9, 2026

by Semyon Slepov

· 1,349 Views · 3 Likes

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