Improve scientific collaboration in AI-assisted research. Citation validation, claim verification, cross-file consistency.

This repository contains a solutions for the exercises in the "Math Concepts For Developers" course at SoftUni .

Structured observation management for research agents

97 reasoning patterns from history's greatest minds — as Claude Code agents. Curie to Toulmin. Engineering to humanities. Every claim cites its source. Every commit is checked. The only agent system where "I don't know" is a feature.

Scientific TDD for AI coding agents: pre-registration before data, claims audit before submission, external novelty gate, reproducibility. Claude Code + 4 platforms.

Please fork and criticize!

MCP server for Claude Desktop that applies Popperian falsifiability to verify claims from social media, news and blogs — with real academic sources, not opinions.

ASRP (AI Scientific Research Platform) Desktop — Multi-Agent collaborative scientific research platform

A conservation-honest diagnostic framework for auditing early-universe models and separating physical dynamics from descriptive bookkeeping.

Desktop app built with Flutter to simulate solar PV array energy assessment using the OSM-MEPS model at fixed tilt-azimuth orientations (check the releases sidebar/tab).

railroad industry and manufacturing

Introduction in the scientific method using the Hertzsprung-Russel-Diagram

Notes for the Anleitung zum wissenschaftlichen Arbeiten (scientific writing) course at HdM Stuttgart.

A logic engine and persona bootloader for LLMs (validated on Gemini 3) designed to bypass consensus bias through rigorous inquiry. Using a 4-Axiom hierarchy (Data, Scope, Mechanism, Probability), it enables human-AI symbiosis to preserve persistent logic across sessions.

What if the AI agent guessed first? 251 experiments. The predicting agent adapted to a 5x compute shift on try one. The reflecting agent took 7. The searching agent never caught up.

Axiomatic Inference Engine — controlled experiments validating two separable mechanisms: structural depth (TOPO) and immune-driven edge density (Q). | Axiomatikus következtető motor — kontroll-kísérletek két szétválasztott mechanizmus megerősítésére: TOPO ← struktúra, Q ← immunrendszer.

Prediction-error optimization. The agent guesses before each experiment. Wrong predictions are the learning signal. One file, zero dependencies. pip install theorist

Epistemic method visibility project. Reduce cognitive stagnation. Promote self-doubt across positions. Pro-method, not pro-science.

Learning material on the scientific method for security research

A research protocol for falsifiable multi-agent inquiry that prevents confirmation bias through role separation, sequence enforcement, and pre-committed falsification criteria (PACI).