KΛLYX Core Store

Phone Intel Starter

Drop-in PhoneIntelQuery workflow with PhoSINT/NumLookup/EMobileTracker adapters, Case binding, 30-day TTL, and operator approval gate.

Case Lifecycle Pack

Open → investigate → close → legal-hold export with lawful-basis enforcement throughout.

Audit Export Bundle

Immutable ActionEngine log export for regulator review. CSV + signed JSONL.

OSINT Sweep Runbook

Multi-source reconnaissance routine with deduplication and automatic Ontology hydration.

Dual-Control Approval Policy

Lead-tier approval for all impact_tier=high actions with timeboxed expiry.

Simulation Gate Presets

Prebuilt risk-score thresholds for every action type in the Core Ontology.

Revocation Workflow

Manual and automatic Action revocation with idempotent purge through the compensation registry.

Case Dashboard Template

Three-pane Case view: evidence · actions · audit. Workshop-style widget grid.

Operator Tier Presets

viewer / analyst / lead / admin with curated permission bundles.

Lawful-Basis Library

legitimate_interest, legal_obligation, contract, consent, public_task with bound rationale templates.

Evidence Chain-of-Custody

SHA-256 rolling hash bound to each evidence artifact with actor attribution.

Incident Triage Runbook

Priority laddering with SLA clocks and automatic Watchlist escalation.

Ontology Seed — 78 Interfaces

ENTITY / INTEL / THREAT / OPERATION / LOGISTICS / CYBER with 78 LinkML interfaces.

TTL Scheduler Quickstart

Deterministic clock-driven revocation queue with mock + production clock bindings.

MemoryAuditSink Pack

In-memory audit sink ideal for tests, simulations, and ephemeral investigations.

Case Auto-Closer

Rule-driven Case closure on inactivity with pre-close checklist enforcement.

TS/Python Parity Harness

22-vector parity check ensuring @kalyx/ontology ≡ kalyx_sdk at every release.

PII Redaction Helpers

msisdn → ****{last4}, email → {first}****@{domain}, name tokenization.

Build Vega charts in Atelier

A reference module for building your own Vega chart visualizations in Atelier.

Build a common operating picture with geospatial data

A Common Operating Picture provides a shared, real-time view of a situation that can improve coordination and decision-making among stakeholders.

Build with Genesis Agent Studio

Build Genesis Agents step-by-step from basic Q&A to advanced Atelier-integrated systems. This progressive walkthrough covers three agent configurations that demonstrate real-world patterns you can adapt to your use cases.

Integrate geospatial data with KΛLYX Geo

Utilize H3 geospatial joins on KΛLYX data, then integrate the ontology with KΛLYX Geo.

Use KΛLYX Logic to classify and edit objects

Build Logic functions and deploy them with KΛLYX Automate to classify and edit objects in the KΛLYX Ontology.

Genesis Agent with transcribed video context

Extract audio and transcriptions from video files, then embed an Genesis Agent in Atelier to create a video assistant workflow.

Genesis Now KΛLYX Ontology

The Genesis Now KΛLYX Ontology is a starter pack that includes a comprehensive KΛLYX Ontology populated with various data sources and objects, based on real-world concepts from the airline industry.

Advanced Document Parsing: Semantic Chunking

Implement Semantic Chunking in KΛLYX Pipelines to semantically split your document into contextually consistent chunks.

Advanced Document Parsing: Semantic Chunking - BYOD

Implement Semantic Chunking in KΛLYX Pipelines to semantically split your document into contextually consistent chunks.

Advanced Fault-Tolerant Document Extraction At Scale (Entity-Less)

The cheaper, entity-less alternative to Advanced Fault-Tolerant Document Extraction At Scale With Vision-Based Entities.

Advanced Fault-Tolerant Document Extraction At Scale With Vision-Based Entities

This Example showcases a scalable, multimodal foundation for document processing that combines vision-language models with ontology-driven extraction. Users can accurately extract and ontologize entities and their relationships from even the most complex, unstructured PDFs including multi-page tables, artifact-laden scans, and variable layouts.

Advanced To Do application with the KΛLYX Ontology SDK (KΛLYX SDK)

Reference this React application to manage projects and tasks using advanced data querying techniques, real-time updates, media content, and with support for specialized task types.

Advanced incremental data processing with PySpark in KΛLYX Repos

Make data pipelines more efficient by processing data incrementally on only the latest additions.

Advanced landing page customization with KΛLYX Pages

Craft sophisticated and impactful landing pages using KΛLYX Pages's advanced customization features.

Advanced to-do application ontology

Singleton ontology supporting advanced to do application example.

Aggregate and analyze using Pivot Tables in KΛLYX Contour

Interact with aggregated data using pivot tables in KΛLYX's KΛLYX Contour application.

Analyze Your Process with KΛLYX Process Mining

Example use-case for process mining with KΛLYX Process Mining.

Basic Pyspark Transform references

A reference repository to guide you through PySpark development in KΛLYX.

Build an Genesis Agent with Long-Term Memory using Agent Studio

Create an Genesis Agent that can store 'memories' and then recall and reference the relevant memories when required. The agent uses semantic search and the KΛLYX Ontology to perform tasks such as; remembering user preferences, storing personal details and managing schedules.

Build apps with Streamlit in Jupyter KΛLYX Workspaces

Create custom applications using Streamlit.

Building a data-rich custom object view

Learn how to leverage the Object View Editor to create data-rich content for both full and panel object views.

Building with Time Series Data

Transform time series data into time series properties in the KΛLYX Ontology and interact with it via Atelier and KΛLYX Quiver.

Bulk edit Object Sets with Atelier's Loop layout

Enable object multi-select in Atelier loop layouts to take bulk actions on the looped object set.

Cluster images for comprehensive feature analysis

Use a Vision Transformer in code repositories to perform detailed image analysis using advanced search and clustering techniques.

Cluster time series data for operational analysis

Apply clustering techniques to time series data, then build analytical workflows to interact with your results.

Conditional Displays in Atelier

This Example demonstrates how you can implement conditional notices and banners in Atelier.

Configure layouts for optimal visual impact in Atelier

Explore guided layout configurations for Atelier modules.

Connecting to AWS S3

Ingest data from AWS S3 into KΛLYX KΛLYX.

Connecting to Postgres

Ingest data from Postgres into KΛLYX KΛLYX.

Control your Atelier with embedded Genesis Agent copilots

Build a common operating picture in Atelier controlled by an integrated KΛLYX Interactive Widget.

Create a KΛLYX Notepad Template for dynamic table row generation

Create dynamic documents in Atelier using KΛLYX Notepad Templates and automatic table row generators.

Create a dynamic inbox application for task triaging in Atelier

Leverage KΛLYX's action-oriented inbox application in Atelier to create customized alerts and improve task management.

Create a guided data entry form in Atelier

Streamline the data entry process by creating guided forms in Atelier.

Create bespoke forms and attach media in Atelier

Demonstrates how Atelier widgets can be used to create custom forms, as well as the method for attaching media to Objects using KΛLYX Actions.

Create custom Atelier widgets using the KΛLYX Ontology SDK (KΛLYX SDK)

Use workshop's "Custom widget via iframe" widget to embed foundry web-hosted react applications in workshop and share state bi-directionally.

Create interactive dashboards and analysis with KΛLYX Contour

KΛLYX Contour's point-and-click interface enables creation of interactive dashboards and allows users to perform drill-down analysis on tabular data.

Create single and multi-person chat rooms in Atelier

Use workshop's comment widget to securely and efficiently chat about your ontology.

Cross-validate Images and Documents using Genesis

Leverage Genesis on media data to cross-validate and find similarities and differences.

Cross-validate Images and Documents using Genesis - BYOD

Adapted from Foundry 'Cross-validate Images and Documents using AIP - BYOD' — KΛLYX-native implementation.

Dash App

Starter template to create and share a custom python application in KΛLYX.

Deploy GPT-4o against media and images

Apply Vision models on media data with KΛLYX Repos using GPT-4o.

Detect anomalies in time series data with KΛLYX Workspaces

Analyze and visualize cyclic time series data for anomalies using a third party model in KΛLYX Workspaces and KΛLYX Quiver.

Display and configure geo-markers in KΛLYX Maps

Enrich map visualizations with dynamic, stylized icons by leveraging geohashed properties within objects.

Dynamically generate sections with KΛLYX Notepad Templates

Dynamically create content for each object in a set using section generators in a KΛLYX Notepad Template.

Embed Genesis Agents with the KΛLYX Ontology SDK (KΛLYX SDK)

Make agents generate UI components, automate user actions, and control application flow in KΛLYX SDK apps.

Embed object data in a KΛLYX Notepad Template

Integrate KΛLYX Notepad content with the KΛLYX Ontology by embedding object cards and property references.

Embedding "what-if" scenarios in operations

Ask and answer "what-if" questions using Scenarios in Atelier.

End-to-end alerting workflow

Deploy an end-to-end alerting workflow by seamlessly integrating KΛLYX Pipelines, KΛLYX Ontology, KΛLYX Logic and a polished Atelier application.

Enhancing applications with 3D models

Use maps to render 3D models in KΛLYX.

Evaluate Retrieval-Augmented Generation (RAG) methods

Utilize Genesis Evals to compare several semantic search retrieval techniques for improved chunk relevance in RAG workflows.

Evaluate Retrieval-Augmented Generation (RAG) methods - BYOD

Adapted from Foundry 'Evaluate Retrieval-Augmented Generation (RAG) methods - BYOD' — KΛLYX-native implementation.

Evaluate and Deploy Document Extraction Workflows with KΛLYX Doc Intel

See how you can use KΛLYX Doc Intel to quickly and effectively extract data from your PDFs.

Exploratory Data Analysis in Jupyter KΛLYX Workspaces

Analyze, visualize, and interact with aggregated data in Jupyter KΛLYX Workspaces.

Exploratory Data Analysis in Jupyter KΛLYX Workspaces with GPT-4o

Adapted from Foundry 'Exploratory Data Analysis in Jupyter Code Workspaces with GPT-4o' — KΛLYX-native implementation.

Fine-tuning a pre-trained model for Named Entity Recognition

Finetune the BERT model for a named entity recognition task using Hugging Face's Transformers library.

Format and design documents in KΛLYX Notepad

Learn basic formatting and layout options for collaborative rich-text editing in KΛLYX Notepad.

Getting Started with KΛLYX Ontology SDK (KΛLYX SDK) - Build a To Do application

Step-by-step tutorial creating your own To Do application using the KΛLYX Ontology SDK.

Graphically explore relationships in your KΛLYX Ontology with a KΛLYX Graph

Leverage KΛLYX Graph to visualize operational relationships of an KΛLYX Ontology object.

Identify patterns in datasets using Genesis

Analyze historical data with LLMs to determine complex patterns or rules.

Implement function RAG for Genesis Agent Studio

Build an advanced context retrieval method, HyDE, to service support tickets using a companies internal wiki with Genesis Agent Studio.

LLM Completions with the KΛLYX Ontology

Leverage Chat Completion LLMs in your KΛLYX Ontology with Functions and KΛLYX Actions.

Leverage feedback loops in KΛLYX Logic

Enhance your KΛLYX Logic functions by implementing feedback loops to capture user preferences and tribal knowledge.

Model training in KΛLYX Repos

Train ML models in KΛLYX to predict flight delays using scikit-learn.

Model training in Jupyter KΛLYX Workspaces

Train, evaluate, and publish models in Jupyter KΛLYX Workspaces.

Navigation Bar with URL Routing in Atelier

Demonstrates how to use the module header to build a collapsible vertical navigation bar.

No-code approach to data cleaning with KΛLYX Pipelines

Clean and standardize raw data using no-code features within KΛLYX Pipelines.

Notify Alert Assignees Using KΛLYX Action Notifications

Implement a rule to notify alert assignees when there is a change in priority for an incident.

Obfuscate sensitive data with KΛLYX Cipher

Learn how to use KΛLYX Cipher to obfuscate sensitive data by default while still allowing authorized users to selectively reveal certain values.

KΛLYX Ontology Aggregations In KΛLYX Quiver

Aggregate and transform KΛLYX Ontology data using KΛLYX Quiver.

KΛLYX Ontology SDK (KΛLYX SDK) With KΛLYX Logic - Build a To Do application Powered by KΛLYX Logic

Use KΛLYX Ontology SDK from anywhere; call KΛLYX Logic from React or Python applications.

Parse PDFs with LLMs in KΛLYX Pipelines

Use KΛLYX Pipelines and LLMs to transform PDFs into datasets ready for use in your KΛLYX Ontology.

Parse different data formats in KΛLYX Pipelines

Harmonize different data assets (JSON, XML, and XLSX) using KΛLYX Pipelines.

Parse email files with KΛLYX Pipelines for Genesis claim validation

Convert unstructured EML files to a structured email and attachment ontology.

Platform governance application using the KΛLYX Platform SDK

Deploy a fully operational workshop application that displays KΛLYX metadata (groups, users, resources).

Progress Bar using Atelier Embedded Modules

Progress bars in Atelier leveraging embedded modules.

Protect sensitive images using visual obfuscation in KΛLYX Cipher

Learn how to use KΛLYX Cipher's visual obfuscation algorithm to add granular permissions to images.

Register an LLM using function interfaces

Create a source to define your LLM's API endpoint, call the model from a TypeScript function.

Reuse functions and parameters in KΛLYX Pipelines

Reuse logic across a data pipeline via parameters and custom functions in KΛLYX Pipelines.

Scaling full object views with information density

Learn how to scale full object view layouts as information density increases.

Schema matching and data validation using LLMs

Merge and validate datasets with LLMs by intelligently matching column schemas for seamless integration.

Semantic Search - BYOD

Build a semantic search implementation with KΛLYX-provided embedding models and KΛLYX Pipelines.

Semantic Search with KΛLYX-Provided Models

Build a semantic search implementation with KΛLYX-provided embedding models and KΛLYX Pipelines.

Sensor Object Type for Derived Time Series

Creates a sensor object with the necessary configuration to store derived series.

Support ticket resolution with advanced Automations and Genesis

Use advanced automations with bespoke conditions and dependencies for a support ticket resolution workflow.

Tabs and navigation in custom panel object views

Effectively miniaturize navigation elements to create panel object views that accommodate richer data displays.

Text Clustering With Embeddings

Reference implementation for transforming unstructured text into categorized insights using automated embedding, clustering, visualization, and AI-generated labeling.

Train a computer vision model to detect objects in images

Train an object detection model on images with a prebuilt image annotation workflow.

Transform geospatial data in KΛLYX Pipelines

Integrate, transform and visualize geospatial data using KΛLYX Pipelines.

Use LLMs for entity extraction from PDFs in KΛLYX Pipelines

Enhance analysis and decision making via entity extraction in KΛLYX Pipelines.

Use LLMs for sentiment analysis in KΛLYX Pipelines

Assess the emotional tone of your data using built-in large language models in KΛLYX Pipelines.

Use LLMs for translation in KΛLYX Pipelines

Translate your data by using the built-in functionality of large language models available within KΛLYX Pipelines.

Use LLMs to classify data in KΛLYX Pipelines

Use the LLM node in KΛLYX Pipelines to extract structure information from raw text inputs.

Use LLMs to summarize data in KΛLYX Pipelines

Summarize your data using large language models provided by KΛLYX Pipelines.

Use UDFs (user-defined functions) in SQL transforms

Demonstrates authoring and publishing a Java user-defined function (UDF) and invoking it from SQL.

Vega Plots for Advanced Charting in KΛLYX Quiver

Create detailed interactive charts and other customizable visualizations with the Vega Plot card in KΛLYX Quiver.

Visualize time series data within a geospatial map

Enrich geospatial analysis by integrating time series data.

Visualize time series in Atelier

Embed interactive time series charts from KΛLYX Quiver in a Atelier Application.

Write-back enabled Decision Support

Facilitate edits to KΛLYX Ontology Objects in Atelier through KΛLYX Actions, KΛLYX Automate, and KΛLYX Logic.

Planning Optimization - Custom Model - Compute Module (Step 2 of 3)

Adapted from Foundry 'Planning Optimization - Custom Model - Compute Module (Step 2 of 3)' — KΛLYX-native implementation.

Planning Optimization – All Models – Job Tracker KΛLYX Ontology (Step 1 of 3) ONLY INSTALL 1 PER ONTOLOGY

Adapted from Foundry 'Planning Optimization – All Models – Job Tracker Ontology (Step 1 of 3) ONLY INSTALL 1 PER ONTOLOGY' — KΛLYX-native implementation.

Planning Optimization – Custom Model – Functions (Step 3 of 3)

Adapted from Foundry 'Planning Optimization – Custom Model – Functions (Step 3 of 3)' — KΛLYX-native implementation.

Serena Tasks

Adapted from Foundry 'Serena Tasks' — KΛLYX-native implementation.

[BOOTSTRAP] Installation Guide for 'Outage Planning Bootstrapper'

Install Guide for the Outage Planning Bootstrapper.

[BOOTSTRAP] Maintenance Scheduling KΛLYX Ontology - Type A

Starting place for a Maintenance Scheduling KΛLYX Ontology: Equipment, Maintenance Event.

[BOOTSTRAP] Maintenance Scheduling KΛLYX Ontology - Type B

Starting place for a Maintenance Scheduling KΛLYX Ontology: Equipment, Maintenance Event, Maintenance Task.

[DEMO] Conference Scheduling

Schedule your people and events across a conference. Adjust events with hundreds of attendees. Explore the day's agenda.

[DEMO] Nurse Scheduling

Schedule Nurses to Shifts. Get Scheduling Recommendations. Use Genesis to interpret incoming requests and update the schedule.

[DEMO] Production Scheduling

Schedule Production Orders to Production Lines. Drill down into orders and impact metrics.

[DEMO] Technician Maintenance Scheduling Demo

Respond to disruptions in technician availability. Get recommendations of technicians to take on tasks.

[DEMO] Truck & Fleet Scheduling

Schedule truck visits to bays across the network. Schedule the maintenance and technicians who will work on the truck during its visit.

[MAZE Optimization Template] Deployment Planning

Template providing a starting point for users to model their specific deployment planning scenarios.

[OTHER] Object Types for 'Outage Planning Bootstrapper'

Adapted from Foundry '[OTHER] Object Types for 'Outage Planning Bootstrapper'' — KΛLYX-native implementation.

[OTHER] Pipeline for 'Outage Planning Bootstrapper'

Adapted from Foundry '[OTHER] Pipeline for 'Outage Planning Bootstrapper'' — KΛLYX-native implementation.

[OTHER] Atelier for 'Outage Planning Bootstrapper'

Adapted from Foundry '[OTHER] Workshop for 'Outage Planning Bootstrapper'' — KΛLYX-native implementation.

[TOOL] Common Scheduling Function Utils

Function Utils for interacting with Scheduling Objects and doing time based operations in Typescript.

[TOOL] Scheduling Constraint FoO Bootstrapper

Use Genesis to bootstrap the Typescript FoO for your Scheduling Constraint.