Vector database is the broad category of technology designed to store, manage, and query high-dimensional vector embeddings. ChromaDB is simply one specific, open-source implementation of a vector database ChromaDB: The Developer-Friendly Choice Chroma is an open-source embedding database built primarily for developer experience, quick prototyping, and smaller-scale Retrieval-Augmented Generation (RAG) applications.

Milvus is a highly scalable, open-source vector database specifically built to power AI and machine learning applications. Unlike traditional databases (like MySQL or Oracle) that use exact-match text queries, Milvus uses semantic similarity search. When you query Milvus, it finds data whose vector embeddings are closest in mathematical space to your query, allowing applications to … Continue reading Milvus

While basic prompt engineering handles what to say, context engineering builds the operational reality for the AI. Precision: Delivers the exact information necessary to solve a problem.Efficiency: Filters out noisy, irrelevant data to prevent "context rot" and reduce token usage.Relevance: Adapts to historical state, user preferences, and real-time external data.

role assignment few shot examples cot prompting constraint setting 1. Role Assignment Defines the persona, expertise level, and perspective the AI should adopt. This shifts the model's underlying context to generate more tailored responses. Format: "You are an expert [Role] specializing in [Topic]." Example: "You are an elite financial analyst who specializes in corporate risk … Continue reading Improve AI accuracy and consistency by integrating

A Cloud-Native Application Protection Platform (CNAPP) is an integrated security solution designed to provide comprehensive visibility and protection for cloud-native applications throughout their lifecycle, from development to production. It integrates multiple security capabilities, such as CSPM (Cloud Security Posture Management), CWPP (Cloud Workload Protection), and others like CIEM and API security, into a single solution to simplify management, … Continue reading AquaSec CNAPP & trivy

brew install cosign mshaik@rafis-MacBook-Pro ~ % docker pull nginx Using default tag: latest latest: Pulling from library/nginx d7ecded7702a: Pull complete 266626526d42: Pull complete 320b0949be89: Pull complete d921c57c6a81: Pull complete 9def903993e4: Pull complete 52bc359bcbd7: Pull complete e2f8e296d9df: Pull complete Digest: sha256:1beed3ca46acebe9d3fb62e9067f03d05d5bfa97a00f30938a0a3580563272ad Status: Downloaded newer image for nginx:latest docker.io/library/nginx:latest docker images REPOSITORY TAG IMAGE ID CREATED SIZE … Continue reading Cosign vs Kyverno

GitHub Actions is a continuous integration and continuous delivery (CI/CD) platform that allows you to automate your build, test, and deployment pipeline. Events that trigger workflows https://docs.github.com/en/actions/reference/workflows-and-actions/events-that-trigger-workflows https://docs.github.com/en/actions/reference/workflows-and-actions/events-that-trigger-workflows https://docs.github.com/en/actions/how-tos/write-workflows/choose-when-workflows-run/trigger-a-workflow https://github.com/google-github-actions/example-workflows ex: https://github.com/google-github-actions/example-workflows/tree/main/.github/workflows Advantages over jenkins No Need to configure webhook if we use Github Actions Easy to write yaml based instruction rather using Jenkins  DSL (Domain-Specific … Continue reading GitHub Actions 

Security Assertion Markup Language OAuth OIDC OpenID Connect (OIDC) builds on OAuth 2.0 Imagine you're going to Airport to travel. When you arrive, the staff will check two things before letting you in: your ID and your ticket. First, they'll look at some form of government-issued identification (license/Passport) to ensure you are who you claim … Continue reading SAML vs OAuth vs OIDC vs SSO