Economic analysis, intelligent search, worker infrastructure, and professional exports. This release transforms how users quantify regulatory impact, analyze documents at scale, and generate professional deliverables.
Enhanced Cost-Benefit Analysis Pipeline
Multi-Phase Analysis Workflow
Complete CBA generation now follows a structured four-phase workflow: Plan extraction identifies stakeholders and impact categories. Data collection gathers economic indicators from government sources. Estimation phase calculates monetized costs and benefits. Report generation produces professional documentation.
Improved Real-Time Progress Streaming
Watch analysis progress stream to your screen as it happens. Each phase broadcasts updates showing exactly what's being processed - consolidation status, API calls, deduplication passes, and validation results.
Three-Pass Deduplication
Intelligent category consolidation using a three-pass pipeline. First pass normalizes entries deterministically. Second pass uses semantic understanding to merge conceptually similar items. Third pass organizes results into MECE (Mutually Exclusive, Collectively Exhaustive) structures with proper hierarchy.
Government Data Integration
Direct integration with Bureau of Economic Analysis, Bureau of Labor Statistics, Census Bureau, and FRED economic data. Automatically retrieves employment figures, wage data, industry statistics, and economic indicators relevant to your analysis.
Reasonableness Validation
Every estimate passes through configurable reasonableness bounds. The system flags unusual values, validates against historical ranges, and ensures projections remain defensible. Transfer detection identifies when costs are actually redistributions rather than net losses.
Present Value Calculations
All multi-year impacts automatically converted to present value using configurable discount rates. The system handles annualized costs, one-time expenditures, and phased implementations correctly.
Pre-Generated Reports
Access professionally-prepared cost-benefit analyses for key regulations. Click any regulation with a CBA badge to instantly view the full analysis without waiting for generation.
CBA Tab Integration
Every regulation panel now includes a dedicated Cost-Benefit Analysis tab. View executive summaries, detailed cost breakdowns with methodology, benefit calculations with citations, assumptions, and data source documentation.
Sample Reports Dashboard
New dedicated page displaying all available CBA reports in a sortable table. Sort by regulation reference, net benefit, total costs, total benefits, or benefit-cost ratio. Click any row to jump directly to that regulation's CBA tab.
Multi-Format Export
Export any CBA to DOCX with professional formatting, XLSX with detailed cost/benefit sheets, or CSV for data analysis. Exports include full methodology, assumptions, and properly formatted currency values.
Worker Infrastructure
High-Concurrency Processing
Long-running analysis jobs now execute on dedicated worker infrastructure with 8GB RAM and no timeout limits. Complex operations that previously timed out now complete reliably.
Fire-and-Forget Architecture
Submit analysis jobs and continue working. Progress updates stream to your interface while generation continues in the background. No more watching spinners for complex multi-document operations.
Pairwise Document Comparison
Compare document pairs at scale with streaming progress for each comparison. Granularity controls let you adjust analysis depth for large document sets. Results stream back as each comparison completes.
Batch Query Processing
Complex queries involving multiple unions or extensive pattern matching now route to workers automatically. Bypasses connection timeout limits for expensive operations.
Web Search Integration
Data collection phase can search the web for supporting information using privacy-respecting search APIs. Results feed directly into analysis pipelines.
Extended Context Window
Million-Token Planning
Planning operations now have access to a one million token context window. Handle massive result sets, lengthy regulatory texts, and complex multi-document analysis without truncation.
Frontier Search & Discovery
Semantic Search Enabled
Vector similarity search now enabled by default across all corpora. Queries find conceptually related regulations even when exact keyword matches don't exist, using embeddings optimized for legal text.
Local Jurisdiction Research
Added support for researching over 40 local city and county jurisdictions. Web search now understands local government domains when investigating municipal or county-level requirements.
Tab Deduplication
The system now prevents duplicate result tabs. When running a query that would create an identical tab to one already open, the existing tab receives focus instead of creating clutter.
AI-Aware Tab Context
The AI now knows which document panels and result tabs you have open. Ask "summarize what I'm looking at" and it reads from existing open documents rather than re-running searches.
Search Term Highlighting
Query terms now highlight in result previews and full text displays. Visual emphasis shows exactly which portions of regulation text matched your search criteria.
Collapsible Search Results
Completed AI searches can now be minimized to reduce visual clutter. Click the collapse toggle to shrink finished searches while keeping them available for reference.
Cancel Active Searches
Press Escape to cancel an in-progress AI search. Immediately start a new query without waiting for the old one to complete.
Authority Analysis
Batch Analysis with Phased Progress
Analyze authority chains across multiple regulations simultaneously. Progress streams through four distinct phases: loading documents, prefetching dependencies, running analysis, and completion. Visual indicators show which phase is active with color-coded status.
Authority Chain Hyperlinks
DOCX exports now include clickable hyperlinks for authority chains. Navigate from any regulation directly to its enabling statute within the exported document.
Redline Progress Streaming
Compare regulation versions with real-time progress indicators. Each comparison streams its status as the batch processes.
Tool Labels & Intelligence
Smart Input Extraction
The Chain of Thought panel now extracts and displays meaningful labels from tool inputs. See "Title 22" instead of raw query parameters. Statute codes, section numbers, and regulatory references display prominently.
Document Generation
Semantic Nesting Detection
Export formatting now intelligently detects when bullet points should be nested based on context. Phrases like "including:", "such as:", and "may need to:" trigger automatic sub-item nesting. Major labels in ALL CAPS stay at the root level.
Regulation Text Cleanup
Export formatting automatically strips extraneous metadata headers, footers, and credits from regulation text. Cleaner exports focus on substantive regulatory content.
Nested Bullet Formatting
Fixed nested bullet point rendering in Excel and PDF exports. Multi-level lists now display with proper indentation and hierarchy in all export formats.
Capabilities Discovery
Help Button
New help icon adjacent to the message input reveals all available capabilities organized by category. See exactly what the AI can do: panel operations, search queries, citation analysis, change detection, QA/QC analysis, and specialized agents.
Expanded Capability List
Comprehensive tool coverage now documented in the capabilities dialog. Categories include conflict and compliance analysis, modernization detection, authority tracing, cost-benefit analysis, and specialized agent workflows.
Deep Thinking Improvements
Markdown Rendering
The thinking/Chain of Thought panel now renders markdown formatting. Bold text, lists, headers, and code blocks display properly instead of showing raw syntax.
Token Count Display
Full analysis depth visible even when display is truncated. Token counts show how much reasoning occurred behind the scenes.
Architecture & Performance
Unified Query Service
New consolidated query interface for regulations, statutes, and registers. Eliminates duplicated query logic across API routes. Includes automatic deduplication by document reference.
Tool Registry System
Customer-specific tool availability now managed through a centralized registry. Handler patterns for search, details, filter, status, and restrictions standardized across all corpora.
Modular Tool Organization
Tools reorganized into domain-specific directories: agents, bills, CBA, citations, authority, QA/QC, panels, and search. Cleaner imports and easier maintenance.
Component Decomposition
Large components split into focused modules. ToolProgressIndicator decomposed into BatchProgress, SubagentProgress, ThinkingSection, and ToolItem components.
Parallelized Data Collection
CBA Phase 2 now runs API calls concurrently. FRED and BLS data fetched in parallel instead of sequentially, reducing analysis latency.
Faster Builds
Build system enhanced with caching and parallel compilation. Subsequent builds reuse unchanged modules, significantly reducing deployment times.
AI Instrumentation
Full telemetry integration for AI operations. Monitor request patterns, token usage, latency distribution, and performance across all analysis types.
Security Hardening
Addressed potential security vectors and removed hardcoded credentials from codebase. Enhanced input validation across all endpoints. Missing auth checks added to API routes.
Platform Expansion
Additional Jurisdiction Support
Infrastructure prepared for additional jurisdiction deployments. Configuration system supports jurisdiction-specific tool availability and persona customization.
Authentication Improvements
Enhanced login flows with improved error handling. Account setup, password reset, and invitation workflows updated for better reliability.
Checkpoint Iteration
Multi-step analysis workflows now support checkpoint-based iteration. Submit questions, request edits, approve stages, or reject and restart specific phases without losing prior work.
Ready to explore?
I am available now in Justinian 1.8.4. Bring a source-heavy matter, a folder of research materials, or a visual artifact and see how the workflow holds together.