Oracle Developers

The referenced documents provide insights into various aspects of Python programming, AI applications, data augmentation for machine learning, and the use of Python scripts in different contexts. They delve into topics such as the speed of Python, short-term memory in AI applications, and the challenges of enterprise RAG implementations. The documents also touch on the importance of understanding and utilizing Big Data effectively, especially in the context of generative AI. Overall, they offer valuable information for developers looking to enhance their Python skills, explore AI applications, and optimize their machine learning models.

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Agent‑safe change delivery on Oracle: discovery, online mechanics, idempotent migrations, and…

Oracle Developers

Agent‑safe change delivery on Oracle: discovery, online mechanics, idempotent migrations, and provable rollbacks This is article 7 of 8 in my Oracle AI Database Skills series. Key Takeaways * The saf...

Vector‑native RAG on Oracle: embeddings, HNSW/IVF, and hybrid search under database governance

Oracle Developers

This is article 6 of 8 in my Oracle AI Database Skills series. Key Takeaways * Storing vectors in an Oracle VECTOR column alongside content, metadata, and provenance means retrieval happens inside the...

Safer NL2SQL with Select AI and AI Profiles

Oracle Developers

This is article 5 of 8 in my Oracle Database Skills series. Key Takeaways * AI Profiles bind the model to a defined list of database objects. With enforce_object_list enabled, generated SQL cannot rea...

Managed MCP in Autonomous AI Database: remote, governed tools per database

Oracle Developers

This is article 4 of 8 in my Oracle Database Skills series. Key Takeaways * Managed MCP moves the action surface into the database itself. Tools run under real database identities with existing networ...

Launching python-oracledb 4.0:

Oracle Developers

Launching python-oracledb 4.0: Oracle Deep Data Security, Enhanced Message Queuing and Cloud Native Authentication support Another great release of python-oracledb supports your use of Python and Ora...

Dynamic Connections for REST and SOAP Adapters in Oracle Integration Gen 3 — Part 3: OCI Vault for…

Oracle Developers

Dynamic Connections for REST and SOAP Adapters in Oracle Integration Gen 3 — Part 3: OCI Vault for Dynamic Credential Injection Using OCI Vault for Oracle Integration Gen 3 to achieve zero-downtime c...

Dynamic Connections for REST and SOAP Adapters in Oracle Integration Gen 3 — Part 2…

Oracle Developers

Dynamic Connections for REST and SOAP Adapters in Oracle Integration Gen 3 — Part 2: ConnectivityProperties Override The only native option for SOAP adapter dynamic routing in Oracle Integration Gen ...

Why Developers Should Care About Oracle Transactional Event Queue (TxEventQ)

Oracle Developers

Oracle TxEventQ is database-integrated transactional messaging that helps developers build event-driven workflows without bolting on a separate broker for every database-backed process. Modern applic...

Controlled Oracle Actions with SQLcl MCP

Oracle Developers

This is article 3 of 8 in my Oracle Database Skills series. Key Takeaways * The assistant connects using a saved connection name, not a pasted password. Credentials stay in the SQLcl store and out of ...

Observability the Smart Way: Automating Metrics in Java Microservices

Oracle Developers

A deep dive into eliminating the “Observability Tax” in Java microservices on Oracle Backend for Microservices and AI, showing how the OpenTelemetry Java Agent and SigNoz v0.113.0 deliver automatic, z...

Streamlining Kafka Microservices and Observability with OBaaS and Helidon

Oracle Developers

Kafka observability is notoriously painful. By combining Helidon’s annotation-driven messaging with Oracle’s Oracle Backend for Microservices and AI (OBaaS) platform, you get automated Kafka cluster d...

OCI SDK Authentication Methods Supported in Python-oracledb

Oracle Developers

Summary of supported OCI SDK authentication methods in Python-oracledb Key Takeaways * Python-oracledb supports four OCI SDK authentication methods: API keys, Session tokens, Instance principals, and...