A fresh take on Code Intelligence for AI agents – publically benchmarked
Benziby Variant Technologies An AI coding agent that doesn't read — it queries. Benzi is free to use — actively in development, a work in progress. StallionSwipe demo · Website · Live demo · Benchmark · VS Code Marketplace Select a symbol in the graph → ask about it → Benzi queries the map and answers.
- ▪Benziby Variant Technologies An AI coding agent that doesn't read — it queries.
- ▪Benzi is free to use — actively in development, a work in progress.
- ▪StallionSwipe demo · Website · Live demo · Benchmark · VS Code Marketplace Select a symbol in the graph → ask about it → Benzi queries the map and answers.
Hacker News (AI / LLM) files mainly under ai. We currently carry 4,820 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/oooscoos/Benzi |
| Publication time | Mon, 14 Sep 2026 14:07:27 +0000 |
| Retrieval time | 2026-09-14T14:26:51.290Z |
| Last seen | 2026-09-14T14:26:51.290Z |
| 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 | we9cQ3G5tanY · 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
Benziby Variant Technologies An AI coding agent that doesn't read — it queries. Benzi is free to use — actively in development, a work in progress. StallionSwipe demo · Website · Live demo · Benchmark · VS Code Marketplace Select a symbol in the graph → ask about it → Benzi queries the map and answers. What is Benzi Most AI coding agents dump a repository into a context window and hope the model finds what matters. Benzi works differently: before answering anything, a real compiler — built on tree-sitter — parses every file in the project and resolves it into a precise, queryable map. Every symbol, every call edge, every reference, every class in its inheritance chain. One pass, done.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.