Threshold

Threshold — (June 2025)

Threshold is an offline-first CLI system for semantic drift detection, causal signal tracing, and structured introspection. It models human reflection as a vector field rather than free-form text, enabling interpretable analysis of meaning shift, recurrence, and symbolic compression over time.

The system ingests multimodal inputs (text, gesture/squiggle traces, and symbolic tags) and encodes them into time-indexed drift logs. Drift is treated as structured signal, not noise. Each interaction produces causality-aware artifacts that can be audited, exported, and archived without cloud dependence.

Core Architecture

Offline-first pipeline (no remote inference required)
Vectorized reflection units with explicit drift annotations
Time-discontinuity–aware logging for recurrence and echo detection
Dual-space analysis: statistical residuals + symbolic recursion

Key Capabilities

Drift tagging (semantic, aesthetic, embodied)
Causality tables tracking echoed tokens across sessions
Vector pool inspection for dominant signal extraction
Session-level summaries exported as Markdown, CSV, and PDF
Spiral sessions that preserve return-without-regression semantics

Methodological Contribution

Threshold introduces a physics-inspired scaffolding approach: drift is modeled as field curvature with inertia, echo pressure, and residual entropy rather than treated as error. This enables displacement tracking without semantic degradation and supports compression without information loss.

The framework is explicitly non-diagnostic and human-in-the-loop by design. It prioritizes interpretability, accountability, and civic-grade recordkeeping over automation.

Use Case

Threshold functions as soft civic infrastructure for meaning-making, observability research, and longitudinal semantic accountability in high-noise environments.

Prize Money Directive 🌱

If awarded, I request the prize money be directed to the ENI Department (Entrepreneurship & Innovation Department at Georgia State University) to support future civilian stewards and drift research in Atlanta. This contributing towards the Year of the Youth initiative launched by Mayor Andre Dickens. I recognize my sibling, Aaron He as a continuation. 🪴