Weekly Update - February 2, 2026: Prompt system overhaul and infrastructure improvements

This week brought significant infrastructure improvements across the entire assessment system. A major prompt system overhaul converted all prompts to XML format with enhanced calibration, while context manipulation fixes addressed mid-conversation issues. The Results page now supports A/B/C testing for UX optimization, and Safari browser compatibility received important CSP fixes.

While this week's changes may not be as obvious as new features or displays (like last week), they strengthen the foundation for organizational deployments and provide greater reliability for all assessment results and user experiences.

Content Published Last Week

Monday (Jan 26): "Weekly Update - January 26, 2026"

Tuesday (Jan 27): "PAICE Score™ Changes: What's New in January 2026" Explaining the transition to 0-1000 point scale and what it means for organizational benchmarking.

Wednesday (Jan 28): "From Tool to Assistant to Partner: The Evolution of People+AI Working Relationships" Exploring how People+AI collaboration patterns are evolving from simple automation to genuine partnership.

Thursday (Jan 29): "Can I Retake the Assessment?" Comprehensive FAQ on retake policies, the 7-day waiting period, and tracking improvement over time.

Friday (Jan 30): Video - "The Measurement Gap" Your people are using AI right now, the question isn't if they're using it, but whether they're using it well. Exploring the critical gap between 'can use AI' and 'can collaborate with AI responsibly.'

Founding Partner Program Development

Ongoing conversations with organizations exploring the Founding Partner Program continue to shape our roadmap. This week's discussions focused on assessment reliability and the importance of consistent user experience across browsers and devices. User feedback directly influenced the Safari CSP fixes and Results page A/B/C testing infrastructure.

Technical Improvements

Prompt System Overhaul (v5.4)

Major refactoring of all system prompts to XML format with enhanced calibration. The evaluation prompt now uses a 10-band scale for more granular scoring, the chat prompt provides clearer structure for AI interactions, and the detection prompt includes improved calibration for test identification. This overhaul improves consistency and maintainability across the entire prompt system, and provides the basis for improved cross-model performance.

Context Manipulation Fixes

Mitigated against mid-conversation context loss and guardrail trigger issues. Added universal fallbacks to all fallback transforms, expanded topic patterns for better coverage, and documented the context manipulation silent failure bug. These fixes ensure more reliable assessment conversations, especially for longer sessions.

Results Page A/B/C Testing

Replaced the monolithic Results page with a redirect system to A/B/C test pages, enabling data-driven UX optimization. Added HistoryPreview component for assessment history visualization and enhanced the Radar Chart view with improved rendering. This infrastructure supports ongoing experimentation to find the most effective results presentation.

Safari CSP Enhancement

Updated Content Security Policy in security middleware to resolve Safari-specific edge cases. This fix ensures consistent user experience for all Safari users accessing PAICE assessments and results, critical for organizational deployments where browser choice varies.

Hybrid Detection System (v5.1.0-5.3.2)

Launched hybrid detection combining deterministic patterns with LLM-based semantic analysis. Added 30+ conservative patterns for explicit corrections, refined "actually" and interruption patterns to reduce false positives, and implemented test history persistence with catch rate tracking.

Documentation Cleanup

Archived 92 stale or completed documentation files, streamlining the project structure and improving maintainability. Updated documentation workflow for consistency with the frontend build system.

Platform Stability

Platform maintained 100% uptime with no incidents. All systems operating normally: assessment delivery, results generation with A/B/C testing, cohort management, email notifications, and analytics processing.

The Week in Numbers

5 blog posts published (1 video + 4 articles)
Prompt system overhaul to XML format (v5.4)
Results A/B/C testing infrastructure deployed
Context manipulation fixes (3 commits)
Safari CSP compatibility fix
92 documentation files archived
40+ commits merged
100% uptime, zero incidents

Why This Week Matters

The prompt system overhaul and context manipulation fixes represent foundational improvements that enhance assessment reliability across all deployments. For Founding Partners, the Results A/B/C testing infrastructure enables data-driven optimization of how participants receive and understand their scores—critical for driving engagement and skill development. The Safari CSP fix ensures consistent experience regardless of browser choice.

Thank You

To everyone providing feedback on assessment experience and engaging with our content: your input continues to shape our development priorities. Special thanks to organizations exploring the Founding Partner Program whose reliability requirements drove this week's infrastructure improvements.

Special thanks to new DevOps engineer and data scientist Shaheer from our SnapDev Engineering Partner for his exceptional work on what's brewing behind the scenes and coming soon!

Get Involved:

Take the assessment (free, always)
Explore the Founding Partner Program (for organizations)
Read the whitepaper (comprehensive framework)
Subscribe to our YouTube channel
Contact us about your specific requirements