NoWreck v0.4.0 – – Deterministic AI Verifier
+------------------------------------+ | NoWreck v0.4.0 | | Deterministic AI Verifier | +------------------------------------+ NoWreck is a deterministic verifier for AI coding assistants. Install pipx install . (from a cloned copy of this repo — PyPI publishing coming later) Requires Python 3.10+. NoWreck calls the configured model, gets a diff + claims, and verifies them automatically. nowreck fix --pre PATH --post PATH Pre/Post mode — scan two directory snapshots and detect structural changes.
- ▪+------------------------------------+ | NoWreck v0.4.0 | | Deterministic AI Verifier | +------------------------------------+ NoWreck is a deterministic verifier for AI coding assistants.
- ▪Install pipx install . (from a cloned copy of this repo — PyPI publishing coming later) Requires Python 3.10+.
- ▪NoWreck calls the configured model, gets a diff + claims, and verifies them automatically. nowreck fix --pre PATH --post PATH Pre/Post mode — scan two directory snapshots and detect structural changes.
Hacker News (AI / LLM) files mainly under ai. We currently carry 2,776 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
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Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | GitHub |
| Canonical URL | https://github.com/AstralXVoid/NoWreck |
| Publication time | Wed, 29 Jul 2026 14:56:06 +0000 |
| Retrieval time | 2026-07-29T15:03:14.981Z |
| Last seen | 2026-07-29T15:03:14.981Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | ZIGOHbmWZDAs · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
+------------------------------------+ | NoWreck v0.4.0 | | Deterministic AI Verifier | +------------------------------------+ NoWreck is a deterministic verifier for AI coding assistants. When an AI changes your code and explains what it did, NoWreck checks whether the explanation matches reality — using structural AST analysis, not another AI's opinion. $ nowreck fix "Add email validation to auth.py" Summary ──────────────────── ● 3 claims total ● 2 confirmed ● 1 contradicted CONFIRMED ✓ ADD_FUNCTION validate_email → auth.py Evidence: Function 'validate_email' was added in auth.py CONTRADICTED ✗ CALLS_FUNCTION validate_email → sanitize_input Evidence: No call to sanitize_input detected in validate_email's body What it catches Hallucinated functions or classes — the AI claims it added…
Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.