The Professor’s AI Brain

I. The “Professor” Search Logic (v73.6.3)

The core of the system is built on a Weighted Sniper SQL architecture. Unlike standard searches that return thousands of irrelevant posts, this engine is tuned for Legal Precision.

• Boolean Sniper Mode: Uses +word* operators to ensure every keyword in a query is mandatory.
• Ancestral Priority (Cat 3157): Automatically injects a +500 Score Boost to any post filed under “Legal Research.” This ensures that summarized doctrines always appear above raw, unformatted case files.
• Scale Capacity: Optimized to query 236,950 records in under 600ms by utilizing direct database indexing instead of heavy WP_Query loops.

II. The “Golden Gavel” Overlay (v75.6)

The user interface follows the Symmetry Protocol—a design language defined by sharp 0px edges and high-contrast institutional colors.

• The Summoner UI: A full-screen Surgical Blur overlay (25px) that kills background distractions, forcing the user’s focus entirely on the jurisprudence.
• Infinity Scroll: A custom overflow-y bypass that allows for the seamless reading of massive Supreme Court decisions (some exceeding 50,000 words) without visual cutoff.
• Transcription Engine: Uses a “Lazy-Fetch” REST API to pull document content only when requested, saving massive amounts of server bandwidth and memory.

III. Integrated Utilities