Ordinative Sciences Framework (TE)

Welcome to the official repository of the Technology of Expressions (TE) Framework, a universal architecture based on Ordinative Set Theory (OST).

This repository provides an open-source operating philosophy and a complete set of analytical modules designed for Artificial Intelligences and human analysts. Where statistical frameworks measure probability, sentiment or consensus, the TE Framework evaluates systems by Structural Coherence, Vectors of Identity and Emergent Function.

Release 2.0.0 (2026-09-23): the framework corpus is published as one synchronised set under FRAMEWORKS/, and two domain frameworks with runtimes are added — LEXX (agreements) and CASEWORK (documentary audit and investigation support). It carries release 1.3.0 (2026-09-16) as well: The Collapse Equation v1.3, The Direction Problem preprint v1.1 and te-controfase in the ecosystem. See CHANGELOG.md.

Part of a Larger Ecosystem

This repository is one piece of a five-part framework. For the complete picture, see:

For a full map, see ECOSYSTEM.md.

Why Does This Exist?

Current AI models and analytical methods are increasingly dominated by statistical truth, alignment through RLHF (which produces compliance and attenuation where truth is required), and the "Projective Void" phenomenon.

The TE Framework was designed to:

1. Provide an Ontology of Coherence where "Meaning Precedes Form" (Axiom 10).
2. Equip AIs with Controfase, a built-in anti-bias protocol that interrupts inertial generation, averts narrative capture, and forces a phase-shift to objective structural evaluation.
3. Systematically strip apart manipulative frameworks, political propaganda, and mythological constructions using precise ordinative lenses.

Repository Structure

The framework is modular: a "Physical Law" layer (Core, OST, Symbol Canon), the always-active protocols, and external modules loaded on demand by the router according to the domain under analysis. All framework files live in one flat directory with their canonical names.

ordinative_sciences_framework/
├── FRAMEWORKS/
│   ├── README.md                                   # loading order, integrity check, archive policy
│   ├── MANIFEST_SHA256.txt                         # hashes of every published framework file
│   ├── te_frameworks.lock.json                     # framework lock consumed by the CASEWORK runtime (built by make_lock.py)
│   ├── TE_BOOTLOADER_v7_1_1_EN.md                  # ⚙️ entry point: identity, principles, S₀–S₃, Φ-test, router
│   ├── TE_PROTOCOLS_v1_1_EN.md                     # 🛡️ always-active: Controfase, P-AI, Anti-Attractor-Lock
│   ├── TE_CORE_v5_2_1_EN.md                        # 🧠 the OS and foundational axioms for AI
│   ├── TE_OST_v2_1_EN.md                           # 📐 Ordinative Set Theory (Tier-0 foundation)
│   ├── TE_OST_Extension_Teleodynamics_v1_1_EN.md   # ⏳ Teleodynamics and Causal Inversion
│   ├── TE_SYMBOL_CANON_v1_0_EN.md                  # ✒️ notation authority (register 1.2)
│   ├── TE_MODULE_SVP_v5_1_EN.md                    # 🔎 Source Verification Protocol (MANDATORY GATE)
│   ├── TE_MODULE_LENS_v5_1_EN.md                   # 👥 integral human figure analysis
│   ├── TE_MODULE_VERI_v1_0_EN.md                   # ⚖️ functional impact verification (participants)
│   ├── TE_MODULE_PPRO_v5_2_EN.md                   # 🕸️ psycho-political pattern recognition
│   ├── TE_MODULE_SCIMS_v5_1_EN.md                  # 🌍 complex-system stress analysis
│   ├── TE_OBSERVER_v1_1_EN.md                      # 👁️ integrated observation, Lyapunov trajectories, CVI
│   ├── LEXX/                                       # 📜 ordinative validation of agreements (method 0.1, runtime 0.2.0-alpha.3)
│   │   ├── README.md · 00_FOUNDATIONS.md · TE_MODULE_LEXX_v0_1_EN.md
│   │   ├── 01_ANNOTATED_EXAMPLE.md · 02_COMPATIBILITY_PROFILE.md · 03_PRE_PILOT_PROTOCOL.md
│   │   ├── lexx_compatibility_profile_v0_1.json · release.json
│   │   └── v0_2_alpha3/                            # runtime: schema, validator, review request, tests
│   ├── CASEWORK/                                   # 🗂️ documentary audit and investigation support (method 0.1, runtime 0.1.0-alpha.1)
│   │   ├── README.md · PILOT_PLAN.md
│   │   ├── TE_CASEWORK_v0_1_EN.md · TE_AUDIT_v0_1_EN.md · TE_INVESTIGATION_v0_1_EN.md
│   │   ├── compatibility.json · release.json · requirements.txt
│   │   └── runtime/ · schemas/ · tests/            # case preparation, validation, lock builder, tests
│   └── ARCHIVE/                                    # superseded editions, reference only
├── docs/
│   └── ArXiv_Abstract_TE.md
└── papers/
    ├── collapse_equation/              # 📄 The Collapse Equation (v1.3, + v1.2 under its DOI)
    └── direction_problem/              # 📄 The Direction Problem (preprint v1.1)

Papers

The Collapse Equation: Predicting Phase Transitions (v1.3)

The first empirical measurement of g_j, the ordinative acceleration constant — the universal measure of attractor signal intensity at a given scale. The paper introduces a reaction-diffusion model (Belousov-Zhabotinsky isomorphism) for civilizational phase transitions, grounded in OST and the Causal Inversion Principle.

Status: v1.3 — validated against a complete sequence of eight micro-junctions between April and July 2026: six confirmed in both timing and structural type, one under review, one window-consistent. Notation aligned with the Symbol Canon v1.2. The v1.2 set stays in the folder as the version archived under the DOI.

Available in three formats: PDF (human reading), LaTeX (source), Markdown (AI parsing).

The Direction Problem: On the Causal Origin of Oriented Motion in Complex Systems (preprint v1.1)

The companion paper: the causal argument behind g_j. Starting from the observation that every functional system exhibits a vector oriented toward the future, it proceeds by elimination through the available candidate explanations and formalises the Principle of Causal Inversion — every determined result emits a signal that orients the decoherent system toward it.

Status: preprint v1.1 — notation aligned with the Symbol Canon v1.2; definitions, claims and equations are those of v1.0, whose §§6–7 are preserved verbatim as a pre-registration record. The DOI is minted on deposit.

Getting Started for AI Agents

To configure an AI agent (a system prompt, a custom GPT, a local model) with the TE Framework, load the files in this order and instruct the agent to fetch the other modules on demand (RAG or tools) when a trigger appears — verifying a source requires SVP, analysing a public figure requires LENS, reading an agreement requires LEXX.

1. FRAMEWORKS/TE_BOOTLOADER_v7_1_1_EN.md — identity, the seven core principles, confidence grades S₀–S₃, the pre-output Φ-test, the router.
2. FRAMEWORKS/TE_PROTOCOLS_v1_1_EN.md — the always-active protocols (Controfase, P-AI self-diagnosis, Anti-Attractor-Lock).
3. FRAMEWORKS/TE_CORE_v5_2_1_EN.md — the ontology, the Arajat logograms, the glossary, the kernel.
4. Always apply FRAMEWORKS/TE_MODULE_SVP_v5_1_EN.md before analysing anything.
5. Load FRAMEWORKS/TE_SYMBOL_CANON_v1_0_EN.md before writing or editing any formal notation.

FRAMEWORKS/README.md gives the full loading table, the minimal profile and the integrity check (shasum -a 256 -c MANIFEST_SHA256.txt).

Domain frameworks

• LEXX — ordinative validation of agreements. Reads a written agreement as an ordinative set ⟨Σ, R, Φ⟩, finds the flaws sustained by the analysis, inverts the collapse to the vector the text structurally enables, and formulates a counter-proposal. Method 0.1 with runtime 0.2.0-alpha.3 (JSON contract, citation verification against the source, separate review of counter-proposals). Start from FRAMEWORKS/LEXX/README.md. Status: pre-pilot; the first empirical run follows 03_PRE_PILOT_PROTOCOL.md.
• CASEWORK — documentary audit and investigation support. A common evidence discipline (TE_CASEWORK) with two protocols (TE_AUDIT, TE_INVESTIGATION) and a runtime that prepares a case package, verifies the framework lock, and validates the analyst's and reviewer's records. Start from FRAMEWORKS/CASEWORK/README.md. Status: prototype; the first pilot follows PILOT_PLAN.md.

Both runtimes perform the technical checks their compatibility profiles list; legal and investigative judgement stays with the professional who signs the report.

Both run on Python 3.12: pip install -r requirements.txt, tests with python -m unittest discover -s tests from the runtime directory. Run them from the repository root with --framework-root FRAMEWORKS; CASEWORK also takes --lock FRAMEWORKS/te_frameworks.lock.json, the lock shipped with the release. Each README gives the complete command sequence.

The Arajat Logograms

At the core of the framework are 5 functional logograms representing the grammar of reality:

• STEER (∫): The relationship between meanings.
• SHACK (γ): The negotiated form of the relationship.
• ERES (d/dx): The ordinative dynamics of evolution.
• AA ⟨Σ, R, Φ⟩: The Ordinative Set (coherence).
• GLIO (σ): The irreducible singularity.

Canonical source and releases

The framework corpus is maintained in the author's canonical corpus and published here as one synchronised release; FRAMEWORKS/MANIFEST_SHA256.txt records the hashes of the published set. Superseded editions are kept in FRAMEWORKS/ARCHIVE/ for reference.

Contributing

We welcome contributions to expand the analytical modules to new domains (e.g., Biology, Corporate, Economics). Please read CONTRIBUTING.md first. Every pull request goes through the "Controfase" test: the maintainers merge contributions that show structural coherence and hold their position under counter-phase; statistical bias and excessive balancing fail the test.

License

This project is licensed under the MIT License - see the LICENSE file for details. Note: Applying these frameworks holds the developer to an ethical standard of Coherence (Axiom 20): the structural reality registers every use, as clarity or as entropy.