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DENSN Atlas

DENSN Atlas is a frozen DENSN proof repository for verifier-backed abstraction invention, transfer, and compression in small formal protocol and concurrency problems.

This repository is intentionally release-oriented:

  • the structural core is frozen
  • raw JSON artifacts are the source of truth
  • Markdown is limited to operator docs, contracts, and reproduction guidance
  • proposal generation is quarantined and never mutates ontology directly

What This Repo Shows

  • DENSN invents verifier-backed abstractions under persistent contradiction.
  • Pathway B is the main invention mechanism: persistent high-tension hotspots trigger TSL, isolate a contradiction cluster, compute its Markov blanket, and synthesize a new reusable abstraction.
  • Those abstractions remap across different formal families when the interface supports it.
  • Pathway B is active in the flagship proof runs, the fresh-live bundle, and the external real-world solves; accepted tsl_event telemetry is the direct evidence.
  • Pathway A compression reduces future solve cost in a low-conflict regime.
  • Bad transfer and cross-family misuse are blocked under verifier scrutiny.
  • A quarantined live model helps proposals without gaining ontology authority.

Supported Claim

The strongest claim this repository is designed to support is:

Given a small formal system with explicit verifier surfaces, DENSN can accumulate persistent contradiction in a long-lived ontology, synthesize a reusable abstraction that resolves the contradiction, verify it externally, and transfer it to related tasks while blocking bad transfer.

In this repository, "formal system" means protocol, distributed-systems, lock/lease, or similar concurrency-oriented artifact bundles with objective external checks.

What This Repo Does Not Claim

  • It does not prove general intelligence.
  • It does not prove performance on arbitrary formal systems or arbitrary theorem proving.
  • It does not prove scalability to large ontologies or production-scale symbolic state spaces.
  • It does not claim broad robustness across many competing verifier ecosystems.
  • It does not show that the live model is authoritative over ontology change.

Current Evidence Envelope

  • The proof bundle is strongest on small protocol and concurrency families.
  • The canonical internal proof focuses on verifier-backed abstraction invention, transfer, negative-transfer blocking, and Pathway A compression.
  • The external real-world lane currently covers a small number of upstream artifact bundles rather than a broad benchmark suite.
  • The repo is intended as a rigorous 0.1.x research release, not a finished platform.

Canonical Raw Artifacts

Setup

  1. Install Python 3.12+.
  2. Create your local environment file from the template:
Copy-Item .env.example .env
  1. Add your own Groq key to .env, or set it directly in your shell:
$env:GROQ_API_KEY="your_key_here"

Notes:

  • No API keys are shipped in this repository.
  • .env is gitignored and should never be committed.
  • Live proposal-path scripts require GROQ_API_KEY.
  • Core proof artifacts and many offline checks do not require a live model key.

Quick Start

Reproduce the canonical bundle:

./repro/run_repro.ps1

Run the fresh-live chain:

python scripts/run_fresh_live_bundle.py

Run the decisive wedge demo:

python scripts/run_decisive_demo.py
python scripts/run_wedge_eval.py

Run the release audit:

python scripts/run_release_audit.py

Repo Map

Licensing

This repository is released under PolyForm Strict 1.0.0.

That means the code is public for inspection and permitted noncommercial use under the license terms, but it is not an open-source license in the OSI sense, and commercial rights are reserved.

Evidence Rule

When a Markdown statement disagrees with raw JSON, trust the raw JSON.

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Verifier-backed abstraction invention for small formal protocol and concurrency systems with contradiction-driven ontology revision

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