Context Distillation Methods: Extracting Signal from Long Documents

Introduction: Long contexts contain valuable information, but they also contain noise, redundancy, and irrelevant details that consume tokens and dilute model attention. Context distillation extracts the essential information from lengthy documents, conversations, or retrieved passages, producing compact representations that preserve what matters while discarding what doesn’t. This technique is crucial for RAG systems processing multiple […]

Read more โ†’

Microsoft Graph API: Working with Users and Groups

Graph API gives you access to Azure AD users and groups. Here are common operations you’ll need. Get Current User List Users Get User’s Groups Permissions Needed User.Read – Read own profile User.Read.All – Read all users GroupMember.Read.All – Read group memberships References Graph Users API

Read more โ†’

Vue.js Computed Properties and Watchers

Computed properties and watchers are powerful Vue.js features. Understanding when to use each is key to writing clean Vue code. Computed Properties Computed properties are cached and only update when dependencies change: Watchers Watchers react to changes – good for side effects: When to Use Which Computed: Deriving values, templates, getters Watch: Side effects, async […]

Read more โ†’

SPFx Property Panes: Building Configurable Web Parts

Property panes let users configure your SPFx web parts without touching code. Here’s how to build them effectively. Basic Property Pane Property Types TextField: Text input Toggle: Boolean switch Dropdown: Select from options Slider: Numeric range Checkbox: Multiple selections Accessing Properties References Property Pane Documentation

Read more โ†’