WeSearch

Human proof for FOSS contributions

·3 min read · 0 reactions · 0 comments · 45 views
TL;DR · WeSearch summary

The article discusses the challenges of verifying whether code contributions to FOSS projects are made by humans or generated by LLMs. It proposes using asciinema recordings of programming sessions as a potential proof of human contribution, capturing the nuances of human coding behavior. While this method has its limitations, it may help reduce reliance on trust in contributors.

Key facts
How this story was covered

2 outlets in our directory ran this story, first to last over 19 hours. All of the coverage we found sits in one bucket: centre. That one-sidedness is itself worth noticing.

Centre · 1
About this source

Lobsters files mainly under programming. We currently carry 187 of its stories.

Original article
Dillo-browser
Read full at Dillo-browser →

Story provenance

Source · retrieval · rights · ranking — open for full record
inspect →

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 publisherDillo-browser
Canonical URLhttps://dillo-browser.org/lab/human-proof/
Publication timeMon, 25 May 2026 17:44:37 -0500
Retrieval time2026-05-25T23:07:40.573Z
Last seen2026-05-25T23:07:40.573Z
Headline sourcePublisher (no WeSearch rewrite)
Excerpt sourcepublisher body
Excerpt methodFirst ~120 words (~800 chars) of extracted publisher body, fair-use limited.
SummaryWeSearch · cerebras-chat (WeSearch summarizer)
Summary source textcontentText
Citation coverageSummary is a WeSearch-generated derivative; primary citation is the original publisher URL.
Clustero93y7rReluxM · 2 stories
Cluster logicGrouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison.
Ranking reasonStory pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking.
Publisher visitYes — open original
Substitutes article?No — link-out required for full text

Rights status (four layers)

Publisher-declared
No publisher-confirmed rights record for this source yet.
Machine-readable
No source-specific machine-readable restriction detected beyond the public feed.
WeSearch interpretation
WeSearch declared handling (basis: Derived from the published RSS/Atom feed). This is WeSearch policy, not a legal grant on the publisher's behalf.
Unknown
Retrieval and training permissions are not asserted unless the publisher confirms them.

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

Human proof for FOSS contributions Written on 2026-05-25 by Rodrigo Arias Mallo When receiving patches from first-time contributors it is sometimes hard to determine if the person has used an LLM to write the patch, looking at the code alone. We usually rely on the person's good behavior to tell the truth, as the patch mimics the same style as a person would have written, including comments and variable names. In Dillo we only want to accept fully human created contributions, but relying on unknown people to tell the truth doesn't seem to be very conforting. So I would like to find a better mechanism to distinguish LLM patches from human-made. I've been playing around with asciinema to record and replay some programming sessions in vim.

Excerpt limited to ~120 words for fair-use compliance. The full article is at Dillo-browser.

Anonymous · no account needed
Share 𝕏 Facebook Reddit LinkedIn Threads WhatsApp Bluesky Mastodon Email

Discussion

0 comments

More from Dillo-browser