Lumina: Autonomous
Incident Triage & Dynamic
Circuit Visualizer
Lumina ingests repositories and incident logs, builds real dependency graphs from source code imports, correlates stack traces to actual files and lines, and generates code-aware remediation recommendations based on the affected source context.
Accelerate incident diagnosis through repository-aware dependency analysis and source-code correlation.
The Problem & Solution
Why Traditional Triage Fails — and How Lumina Fixes It
Before Lumina
The Manual Bottleneck Today
High Mean-Time-to-Resolution
Engineers spend 2–3 hours per incident manually hunting through thousands of log lines.
Log Hunting Fatigue
Sifting raw stack traces across distributed services burns cognitive bandwidth and creates alert fatigue.
Context-Window Bloat
Feeding entire codebases into a single LLM context wastes tokens and degrades response quality.
Static CI/CD Limitations
Pipeline checks run fixed scripts — unable to adapt to novel error patterns or dynamic dependency chains.
After Lumina
The Lumina Autonomous Workflow
Repository-Aware Log Analysis
Lumina correlates stack traces directly against uploaded repositories to identify real fault locations and dependency paths.
Dependency Graph Construction
Import relationships are extracted from source code to build a navigable dependency graph of the affected application.
Source-Code Correlation
Every stack trace frame is mapped back to actual files, line numbers, and code surrounding the failure.
Code-Aware Remediation
Patch recommendations are generated from the actual source context instead of static error templates.
Interactive Control Center
Live Triage Dashboard
Ingest a repository and an incident log. Lumina builds a real dependency graph, traces fault origins to specific files and lines, and generates context-aware remediation recommendations from the affected source code.
GitHub Repository
Local Folder Upload
Preset Repository
Incident Log Ingestion
.log / .txt here, or click to uploadAST Dependency Graph
Load a repository to build the
dependency graph.
Incident Analysis Report
Upload an incident log to generate
an autonomous analysis report.
Git Diff Inspector
Patch diff will appear here
after log analysis.
Powered By
IBM Bob 2.0 Feature Stack
Lumina is architected around four core IBM Bob 2.0 capabilities, each handling a distinct phase of the autonomous triage pipeline.
Repository Intelligence
Repository source files are ingested and indexed so incidents can be correlated directly to files, imports, and code relationships.
- GitHub repository ingestion
- Local project folder ingestion
- Source file indexing
Dependency Analysis
Lumina analyzes imports and references to construct a dependency graph based on actual source-code relationships.
- Import analysis
- Dependency graph generation
- Fault-path visualization
Incident Correlation
Stack traces are matched directly against repository files, allowing rapid root-cause localization.
- Multi-language stack trace parsing
- File and line correlation
- Dependency chain identification
Code-Aware Remediation
Recommended fixes are generated from the actual source context surrounding the fault, rather than from static error templates.
- Context-aware diff generation
- Source-code classification
- Root-cause recommendations
Quantified ROI
Impact Metrics
Measured across autonomous triage runs on production-scale microservice repositories.
Repo
Repository-Aware
Maps stack traces directly to source files, lines, and dependencies
AST
Graph Construction
Builds dependency relationships from actual import analysis
Code
Context-Aware
Remediation recommendations generated from real source context