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Software & Learning Systems / Independent exploration

Evidence-Bounded Software Analysis

How semantic summaries and isolated evaluation can support inspectable code-change proposals.

2026-11-09 / 1 MIN READ

Research question

How far can static semantic evidence support change proposals while keeping uncertainty and execution boundaries explicit?

Methodology

The collaborative Thermodynamic Evolution system combines a Rust Tree-sitter structural analyzer with Go semantic summaries, proposal orchestration, and sandbox-mediated evaluation. Structural energy is a code metric; it is not physical energy or a demonstrated runtime speedup.

Results

Source inspection confirms summary-cache and execution-gate implementations. The latest verification report concerns a bounded fixture corpus and explicitly defers autonomous remediation. Its reported fixture results were not rerun here.

Limitations

Fixture success does not prove soundness on arbitrary programs. Unresolved ownership and interface dispatch remain conservative cases. No accepted paper or general security guarantee is claimed.

Reproducibility

Reviewed on 2026-11-09 at commit d5ae3189dcbcc34b1261f9a5d16145006c6144bb. Evidence is source inspection and repository-authored reporting, not an independent experimental replication.

The Thermodynamic Evolution case study covers architecture and contribution attribution.

Links and citation

Source code ↗