unikode.ai

Unikode Solutions

The intelligent backbone for enterprise process automation—orchestrating agents, governing outputs, and scaling operations.

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System Architecture

Core Capabilities

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DOM-KO-001

Knowledge Orchestration

Hierarchical domain system with 26 domains, 114 skill sets, and 291 capabilities for intelligent workflow execution.

chevron_right Graph-based knowledge storage

chevron_right Cross-session state recovery

chevron_right Dependency-aware execution

chevron_right Composite quality scoring

arrow_right Graph Construction >

Graph Construction

Build and maintain knowledge graphs with nodes, edges, and semantic relationships. Supports concept mapping, pattern extraction, and cross-domain linking.

Related Engines

json-engine research-engine data-engine

Metrics

1.2K

Nodes

3.4K

Edges

98%

Coverage

arrow_right Schema Validation >

Schema Validation

JSON Schema Draft 2020-12 validation for all resources. Ensures type safety, required fields, and format compliance across the system.

Related Engines

json-engine data-engine

Metrics

Schemas

100%

Pass Rate

<5ms

Latency

arrow_right Audit Trails >

Audit Trails

Complete traceability with file hashes, timestamps, and operation logs. Every action is recorded for compliance and debugging.

Related Engines

backlog-engine filesystem-engine

Metrics

12K

Events

30d

Retention

100%

Integrity

arrow_right State Recovery >

State Recovery

Cross-session state persistence with automatic recovery. Work packages, execution state, and metrics survive session boundaries.

Related Engines

backlog-engine json-engine

Metrics

99.9%

Uptime

<1s

Recovery

Data Loss

arrow_right Quality Gates >

Quality Gates

Multi-stage validation with composite scoring: accuracy (40%), evidence (30%), completeness (20%), consistency (10%). Enforces minimum thresholds.

Related Engines

legal-engine content-engine uxui-engine

Metrics

9.8

Avg Score

9.0

Threshold

97%

Pass Rate

arrow_right MCP Integration >

MCP Integration

16 Model Context Protocol servers for external capabilities. Includes filesystem, memory, git, document processing, and cloud services.

Related Engines

docx-engine pdf-engine filesystem-engine

Metrics

Servers

142

Tools

99%

Availability

gavel

DOM-LD-002

Legal Document Pipeline

Deterministic 5-stage pipeline for California employment law documents with FEHA/CFRA compliance and citation validation.

chevron_right Mediation brief generation

chevron_right Complaint drafting

chevron_right Settlement demand letters

chevron_right Damages calculation

arrow_right Content Generation >

Content Generation

Stage 1 of the pipeline. Legal engine generates structured content JSON from case data, depositions, and exhibits.

Related Engines

legal-engine content-engine

Metrics

28x

Speed

9.6

Accuracy

100%

Coverage

arrow_right Template Population >

Template Population

Stage 4 of the pipeline. WordDoc MCP populates templates with deterministic ordering and normalization for byte-for-byte reproducibility.

Related Engines

docx-engine legal-engine

Metrics

Templates

100%

Determinism

<3s

Generation

arrow_right Citation Validation >

Citation Validation

California Style Manual compliance with automated footnote formatting. Validates case law, statute references, and regulatory citations.

Related Engines

legal-engine research-engine

Metrics

98%

Accuracy

847

Validated

<2%

Error Rate

arrow_right Damages Calculation >

Damages Calculation

Economic and non-economic damages computation with wage loss, benefits, emotional distress multipliers, and comparable verdicts analysis.

Related Engines

legal-engine data-engine

Metrics

156

Verdicts

Multipliers

$2.4M

Avg Demand

arrow_right FEHA Compliance >

FEHA Compliance

Fair Employment and Housing Act requirements including protected categories, prima facie elements, and burden-shifting analysis.

Related Engines

legal-engine

Metrics

Skill Engines

17 specialized engines providing templates, prompts, and reference documentation for deterministic document generation.

chevron_right Document generation suite

chevron_right Data processing pipelines

chevron_right Quality assurance tools

chevron_right Visualization rendering

arrow_right docx-engine >

docx-engine

Word document generation with python-docx. Schema-driven templates, style preservation, tracked changes, and MCP-backed operations.

Capabilities

templates styles footnotes tables

Metrics

Templates

100%

Fidelity

<1s

Generation

arrow_right pdf-engine >

pdf-engine

HTML-to-PDF via Playwright, WeasyPrint, xhtml2pdf. Form filling, document assembly, CSS antipattern detection, and quality validation.

Capabilities

html-to-pdf forms assembly validation

Metrics

Renderers

PDF/A

Format

9.4

Quality

arrow_right data-engine >

data-engine

CSV, DataFrame, Parquet pipelines with Azure SQL integration. Schema validation, quality rules, ETL pipelines, and migration management.

Capabilities

csv parquet azure-sql etl

Metrics

100MB+

File Size

Azure

Integration

99%

Accuracy

arrow_right research-engine >

research-engine

Online research, citation management, evidence synthesis. Longitudinal analysis, fact-checking, annotated bibliographies, and source attribution.

Capabilities

citations synthesis fact-check trends

Metrics

1.2K

Sources

98%

Verification

24hr

Freshness

arrow_right visualizations-engine >

visualizations-engine

Mermaid, PlantUML, Graphviz diagram rendering. Architecture, sequence, flow, state, class diagrams with multi-format embedding.

Capabilities

mermaid plantuml graphviz embed

Metrics

Backends

SVG

Format

Diagram Types

arrow_right backlog-engine >

backlog-engine

Work package management with dependency graphs, critical path calculation, 15-minute rule enforcement, and composite scoring.

Capabilities

dependencies critical-path tracking audit

Metrics

15min

Max Task

100%

Tracking

DAG

Structure

account_tree

Domain Architecture

System Domains

Select a domain to explore its skill sets and capabilities

Domains

114

Skill Sets

291

Capabilities

schema

Processing Engines

legal-engine

California employment law with FEHA/CFRA compliance, mediation briefs, and citation validation.

content-engine

Audience-aware content generation with tone registers and BLUF methodology.

json-engine

Schema design, validation, and transformation for robust data structures.

markdown-engine

Document structuring with doc-type schemas and consistent formatting.

html-engine

WCAG 2.1 AA compliant reports with accessibility and branding.

uxui-engine

Visual quality inspection with Material Design 3 motion validation.

cases

Real-World Impact

Legal

Employment Law Mediation Briefs

A California employment law firm reduced mediation brief preparation from 40+ hours to under 90 minutes. The deterministic pipeline ensures FEHA/CFRA compliance, Evidence Code citations, and California Style Manual formatting across every document.

Research

Knowledge Graph Integration

Transform unstructured research documents into structured knowledge assets. The staging pipeline extracts concepts, patterns, and relationships, automatically integrating findings into a queryable knowledge graph with full provenance tracking.

342

Graph Nodes

891

Relationships

Research Sources

100%

Traceability

DevOps

Backlog-Driven Automation

Work packages with dependency graphs execute autonomously across sessions. The backlog engine tracks state, validates dependencies, and recovers from interruptions - enabling multi-day projects without manual orchestration.

Commands

15min

Task Limit

Stage Pipeline

100%

Audit Trail

Quality

Composite Score Validation

Every output passes through a weighted quality gate: accuracy (40%), evidence (30%), completeness (20%), consistency (10%). Schema validation, citation checking, and format compliance ensure production-ready documents every time.

9.0+

Publish Gate

Score Components

Skill Engines

WCAG

AA Compliant