There are 118 chemical elements. Everyone knows the periodic table. But if I ask: “What does silicon do, what does it prove, and what does it impact?” people often mix three different things in one sentence. Here we separate those layers and apply the same grammar to full tools.
Coherence Tables
We often confuse the object, its function, and its epistemic role. This format separates three layers for each element: use, epistemic role, and macro-sectors. The result is one line per element, comparable, sortable, and filterable. The same template is applied to mathematical symbols.
Amplification-Barometer
NEP-LIMITE 2.0. The Amplifying Civilization. A method to measure the tension between action power and stop-and-control capacity in ultra-powerful systems (AI, finance, social networks, energy, defense). The goal is to set smart limits before runaway dynamics, without blocking innovation.
AstroOracle
An active-learning oracle for astronomical anomaly triage. Fetches SkyView cutouts, ranks candidates via anomaly score, acquisition, and diversity. CLI and web UI for annotation, with automatic retraining.
ChaosTrace
A lightweight Python toolkit to detect regime transitions and hidden anomalies in multivariate high-frequency time series. Phase-space reconstruction, RQA, and chaos-inspired metrics (Takens, Lyapunov proxy).
AstroGraphAnomaly
An open-source tool to detect unusual Gaia sources. Combines feature-based anomaly scoring with a k-nearest-neighbors graph on the celestial sphere. LIME explainability and LLM prompt generation.