This is interesting: Talkie is a vintage LLM , trained...
The article discusses the significance of Claude Shannon's master's thesis and its impact on modern research in large language models (LLMs). It suggests that if LLMs like Talkie can replicate Shannon's insights, it would validate their potential in making profound connections in knowledge. Conversely, failure to do so could challenge the current approach to LLM development.
- ▪Claude Shannon's master's thesis established a connection between electric circuits and Boolean logic.
- ▪This connection was considered radical and opened a new field relevant to current LLM research.
- ▪The ability of LLMs to replicate Shannon's insights could validate their capabilities in knowledge exploration.
2 outlets in our directory ran this story, first to last over 3 hours. All of the coverage we found sits in one bucket: lean left. That one-sidedness is itself worth noticing.
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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 | kottke.org |
| Canonical URL | https://kottke.org/26/04/0048838-this-is-interesting-talki |
| Publication time | 2026-04-28T21:03:58Z |
| Retrieval time | 2026-04-28T21:14:39.821Z |
| Last seen | 2026-04-28T21:14:39.821Z |
| 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 | idRbn2hPErWh · 2 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
I'm presently reading a terrific biography of Claude Shannon. In the late 1930s, his MIT master's thesis — "the most important master's thesis ever" — established a direct mapping between electric circuits and Boolean logic. This connection was both very simple and totally radical; at the time, Boolean logic wasn't considered particularly practical — in fact, it wasn't considered much at all. In a stroke, Shannon's insight opened up a new field, basically the same one that all this LLM research is unfolding in today.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at kottke.org.
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