Show HN: Turo – An Aggressive Token-Saving Proxy for CLI AI Agents
A real instruction block — 138 tokens (cl100k): When you are reviewing a pull request, please make sure that you carefully examine each of the changed files and verify that the new code does not introduce any regressions in the existing behavior. It is really important that you check whether the author has added appropriate tests for the new functionality, because untested code is very likely to break in subtle ways that are difficult to debug later. You should also confirm that the documentation has been updated to reflect the changes, and that the commit messages clearly explain what was changed and why.
- ▪A real instruction block — 138 tokens (cl100k): When you are reviewing a pull request, please make sure that you carefully examine each of the changed files and verify that the new code does not introduce any regressions in the existing beh
- ▪It is really important that you check whether the author has added appropriate tests for the new functionality, because untested code is very likely to break in subtle ways that are difficult to debug later.
- ▪You should also confirm that the documentation has been updated to reflect the changes, and that the commit messages clearly explain what was changed and why.
Hacker News (AI / LLM) files mainly under ai. We currently carry 3,306 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
inspect →
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/kdeps/turo |
| Publication time | Fri, 24 Jul 2026 00:32:12 +0000 |
| Retrieval time | 2026-07-24T00:58:56.734Z |
| Last seen | 2026-07-24T00:58:56.734Z |
| 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 | 4SixEGdUjWkp |
| 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
Point more. Token less. A real instruction block — 138 tokens (cl100k): When you are reviewing a pull request, please make sure that you carefully examine each of the changed files and verify that the new code does not introduce any regressions in the existing behavior. It is really important that you check whether the author has added appropriate tests for the new functionality, because untested code is very likely to break in subtle ways that are difficult to debug later. You should also confirm that the documentation has been updated to reflect the changes, and that the commit messages clearly explain what was changed and why.
…
Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.