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Whose Memory Is It? Building Multi-Tenant, Multi-Tier Memory for AI Agents (Part 4)
1+ day, 52+ min ago (1782+ words) This is a 4-part series on how agents remember:building short-, medium- and long-term memory thatscales across users, agents, and kubernetes clusters. Alice and Bob both use our agent platform. On Monday, Alice worked on a support incident, and the…...
From Informatica to Apache SeaTunnel: A Financial-Grade ETL Migration in Practice | HackerNoon
2+ day, 21+ hour ago (288+ words) After years of development, domestic ETL platforms such as Kettle, DataX, and SeaTunnel have become viable alternatives for core ETL capabilities. Our technical evaluation showed that, in batch-processing scenarios, domestic platforms could cover approximately 85% of Informatica’s functionality while costing only…...
Why TDE SQL Server Restores Fail on Amazon RDS | HackerNoon
4+ day, 12+ hour ago (657+ words) Who this is for: anyone migrating an on-premises SQL Server database that has Transparent Data Encryption turned on to RDS for SQL Server, and wants to understand why the restore fails before hitting it in a maintenance window. If you…...
Building Isolyne (Part 3): Testing State Supersession and Idempotent Replay in a CQRS Event Engine
5+ day, 9+ hour ago (408+ words) In hackathons and fast-moving software development, teams often treat automated testing as an afterthought. The usual justification is: "We’ll write tests after the demo works." When we set out to build Isolyne for Shipaton 2026, we inverted that rule. Because Isolyne’s…...
RavenDB Launches Quill to Bring Production AI Agents to Enterprise SQL Systems,No Migration Required
6+ day, 3+ hour ago (154+ words) Hadera, Israel, September 8th, 2026/TechnologyWire/--RavenDB, a NoSQL document database used by more than 12,000 customers, today announced the launch of its new product, Quill, a context layer for SQL databases that makes them ready for production AI agents without migrating the…...
Traditional, Vectorless, and Hybrid RAG: How to Choose the Right Architecture
1+ week, 1+ day ago (951+ words) Traditional RAG with a vector database is not wrong. It is just not always right. Teams reach for it because it is what most tutorials cover. But vector databases add embedding cost, retrieval latency, chunking complexity, and vector store maintenance…...
Faker Is Not Synthetic Data: Where Mid-Sized Schemas Break
1+ week, 6+ day ago (222+ words) What follows are the three failure modes that show up the moment you make that swap, and then a short tour of the tool categories, so you can tell which one your situation actually calls for. The mix-up between Faker…...
Building Production Data Pipelines With Medallion Lakehouse Architecture
1+ week, 6+ day ago (253+ words) The traditional data architecture has hit a wall. For decades, organizations faced a painful dilemma: Enter the Lakehouse architecture—unifying the best of both worlds by combining cheap, scalable object storage (like AWS S3, Azure ADLS, or Google Cloud Storage) with…...
Clustering Isn't Discovery - It's a Hypothesis You Still Have to Test
1+ week, 6+ day ago (267+ words) To illustrate, try running KMeans clustering on an RFM table (recency, frequency, monetary value per customer) and only change the random seed: One might say: "We are very data-driven and we use the elbow method to pick k." There are various…...
Agents have Amnesia. I Gave It a RocksDB.
2+ week, 18+ hour ago (1342+ words) A shared, durable, cross-session memory in about 300 lines — and an honest look at where RocksDB is the wrong tool. I spend a nontrivial part of every agent session re-establishing things I established last week. That this repo builds with a…...