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54 posts

Securing Multi-Tenant Agent Systems on Oracle AI Database

Last Updated: 25 September 2026

Key TakeawaysMulti-tenant agent systems need a hard tenant boundary on every durable record (memory, chunks, embeddings, tool logs), enforced by the database.Within a tena...read more

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Connecting AI Assistants and Agents to Oracle AI Database with MCP

Last Updated: 25 September 2026

Key TakeawaysModel Context Protocol (MCP) is an open standard for exposing tools and context to AI clients in a discoverable, typed way.Oracle offers multiple MCP paths to...read more

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How to Query Enterprise Data with Natural Language Using Select AI

Last Updated: 25 September 2026

Key TakeawaysSelect AI turns natural-language questions into SQL against your database using an LLM plus schema metadata you control.An AI profile binds the provider, cred...read more

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How to Build the Evals Layer of Your Agent Harness

Last Updated: 25 September 2026

Key TakeawaysA working agent is not yet a reliable agent. Reliability requires an evals layer that measures behavior against known expectations.The practical pieces that t...read more

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Understanding Tool Calling and Agent Harnesses

Last Updated: 25 September 2026

Key TakeawaysTool calling lets an LLM request external actions (SQL, search, APIs, memory writes) through a structured interface.An agent harness is the deterministic runt...read more

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What Is Context Engineering for AI Agents?

Last Updated: 25 September 2026

Key TakeawaysContext engineering is the discipline of designing everything that enters an LLM’s context window on every call: instructions, tools, retrieved knowledge, mem...read more

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Building an Agent Memory System with Oracle AI Database

Last Updated: 08 October 2026

Key TakeawaysOracle AI Agent Memory (oracleagentmemory) is a Python package that provides persistent agent memory on Oracle AI Database 26ai.Core objects: threads (convers...read more

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RAG vs Agent Memory: What Changes When Agents Need to Remember?

Last Updated: 25 September 2026

Key TakeawaysRAG helps a model look things up; agent memory helps an application remember and continue across turns and sessions.A larger context window is working memory,...read more

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The AI Agent Loop: How Agents Reason, Act, and Observe

Last Updated: 25 September 2026

Key TakeawaysAn AI agent loop is the repeating cycle of assembling context, reasoning with an LLM, acting (often via tools), observing the result, and deciding what to do ...read more

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Do AI Agents Still Need Vector Search? Agentic Retrieval vs Vector RAG

Last Updated: 24 September 2026

Key TakeawaysClassic Vector RAG pre-embeds content and retrieves by similarity; agentic retrieval lets the model decide which tools (search, SQL, file read, graph traversa...read more

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How to Store and Search Vector Embeddings in a Database with Python

Last Updated: 25 September 2026

Key TakeawaysVector embeddings turn text (or other data) into dense numeric vectors that capture semantic meaning for search, RAG, and recommendations.You can generate emb...read more

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What Is an AI Database?

Last Updated: 25 September 2026

Key TakeawaysAn AI database is a system that can store and query the data models modern AI workloads actually need: relational, JSON/document, vector, graph, text, and spa...read more

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HIPAA-Compliant eSignature Tools: What Healthcare SMBs Need in 2026

Last Updated: 18 September 2026

Healthcare small and medium-sized businesses (SMBs) need electronic signature tools that protect electronic protected health information (ePHI) while remaining affordable ...read more

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How to Edit a PDF Without Adobe Acrobat

Last Updated: 18 September 2026

Editing a PDF without Adobe Acrobat is straightforward with modern browser-based tools. You can change existing text (words, dates, names, prices), add images or annotatio...read more

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How to Convert PDF to Word Online (Without Losing Formatting)

Last Updated: 18 September 2026

Converting a PDF to Word turns a fixed-layout file into an editable one, so existing content (a contract, a resume, a report) can be revised without retyping it from scrat...read more

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