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
- 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_eventtelemetry 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.
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.
- 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.
- 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.xresearch release, not a finished platform.
- artifacts/phase10/proof_manifest.json: provenance and command manifest for the canonical proof line
- artifacts/phase11/final_proof_bundle.json: canonical proof payload
- artifacts/phase12/fresh_live_run_manifest.json: source of truth for the fresh-live rerun chain and completion state
- artifacts/phase12/fresh_live_final_proof_bundle.json: fresh-live alias of the canonical proof payload when the rerun re-materializes the same end state
- artifacts/phase12/README.md: explains the relationship between the fresh-live manifest and the fresh-live bundle alias
- artifacts/readiness/release_audit.json: release gate and reproducibility checks
- Install Python
3.12+. - Create your local environment file from the template:
Copy-Item .env.example .env- 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.
.envis 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.
Reproduce the canonical bundle:
./repro/run_repro.ps1Run the fresh-live chain:
python scripts/run_fresh_live_bundle.pyRun the decisive wedge demo:
python scripts/run_decisive_demo.py
python scripts/run_wedge_eval.pyRun the release audit:
python scripts/run_release_audit.py- architecture.md: frozen system shape and laws
- interfaces.md: stable module and contract boundaries
- evaluation_contract.md: evidence hierarchy and claim rules
- failure_modes.md: operational risks and mitigations
- CHANGELOG.md: public release history
- CITATION.cff: citation metadata for the repository
- CONTRIBUTING.md: contribution rules for the frozen release line
- CODEOWNERS: default ownership for public review
- SECURITY.md: security and credential-reporting policy
- SUPPORT.md: issue scope and support expectations
- repro/README.md: reproduction workflow
- wedge/README.md: narrow formal-systems wedge
- DENSN_FRAMEWORK_EXPERT_BRIEF.md: manuscript-oriented framework brief
- COMMERCIAL-LICENSING.md: commercial use policy
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.
When a Markdown statement disagrees with raw JSON, trust the raw JSON.