Quit: A Human-in-the-Loop Platform for AI Research Automation
QUIT is a human-in-the-loop platform designed to automate AI research processes while keeping researchers in control. It features a transparent pipeline that allows for the inspection and editing of intermediate outputs. The system is designed to be traceable and reproducible, with a focus on facilitating research from query to publication.
- ▪QUIT allows researchers to search, understand, implement, and draft papers through a coordinated system of specialized agents.
- ▪The platform supports an end-to-end mode, enabling users to set a topic and let the pipeline run without intervention.
- ▪Researchers can stop at any stage to review and edit outputs, ensuring full control over the research process.
Hacker News (AI / LLM) files mainly under ai. We currently carry 2,800 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/Mr-XcHan/QUIT |
| Publication time | Sun, 17 May 2026 19:54:44 +0000 |
| Retrieval time | 2026-05-17T19:58:20.939Z |
| Last seen | 2026-05-17T19:58:20.939Z |
| 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 | QXaB8lLZK_Mq |
| 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
QUIT: A Human-in-the-Loop Platform for AI Research Automation Query · Understand · Implement · Tell ✦ Quit the Old Way of Doing Research ✦ QUIT is a human-in-the-loop research assistant — not a black box, but a transparent pipeline where researchers remain in full control at every step. Its artifact-driven design eliminates long-context dependency and avoids redundant token consumption. QUIT also fully supports end-to-end mode — just set a topic and let the pipeline run to completion without any intervention. End-to-end cost with DeepSeek-V4-Pro: roughly ¥10 ($1.5) per manuscript.
…
Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.