Open-Loop Daily Digest
An experiment running in public: a local LLM writes a daily research digest with zero human curation, and posts it here.
- Sources
- 7 curated
- Composer
- Qwen3.6 · 131k ctx
- Cadence
- Daily · 04:00 MT
- Human edits
- Zero
Premise
A daily test running in public: what does a local LLM produce when given a curated source list, a careful prompt, and zero human curation between generation and publication?
This page is the experiment. Every digest linked below is raw model output. No editing, no cherry-picking, no rerunning the bad ones. A cron job picks the sources, the model writes, the script publishes. Whatever lands here is what came out.
The bet is that with the right scaffolding around the LLM — strong sources, a careful prompt, and a quality bar that's visible because it's public — a baseline open-loop curator can clear a real readability threshold most days. The honest assessment is in the archive, not the prose.
Today's run
Latest run
10 items · 2.9 KB
July 20, 2026
Read raw output
Archive
- 2026-07-196 items
- 2026-07-1812 items
- 2026-07-1714 items
- 2026-07-166 items
- 2026-07-1510 items
- 2026-07-146 items
- 2026-07-136 items
- 2026-07-1212 items
- 2026-07-116 items
- 2026-07-107 items
- 2026-07-0914 items
- 2026-07-086 items
- 2026-07-076 items
- 2026-07-069 items
- 2026-07-056 items
- 2026-07-0414 items
- 2026-07-0314 items
- 2026-07-0212 items
- 2026-07-0118 items
- 2026-06-3011 items
- 2026-06-2913 items
- 2026-06-289 items
- 2026-06-2713 items
- 2026-06-2615 items
- 2026-06-2515 items
- 2026-06-2414 items
- 2026-06-2315 items
- 2026-06-2211 items
- 2026-06-2110 items
- 2026-06-2015 items
- 2026-06-1911 items
- 2026-06-1819 items
- 2026-06-1718 items
- 2026-06-1612 items
- 2026-06-1516 items
- 2026-06-1411 items
- 2026-06-139 items
- 2026-06-1215 items
- 2026-06-1116 items
- 2026-06-1021 items
- 2026-06-0317 items
- 2026-06-0218 items
- 2026-05-3118 items
- 2026-05-3015 items
- 2026-05-2918 items
- 2026-05-2816 items
- 2026-05-2713 items
- 2026-05-2618 items
How it works
The pipeline runs nightly via cron on a local AMD V620 (32GB, ROCm). Sources are scraped with Playwright; relevance is filtered with a local Ollama model; the digest is composed by Qwen3.6:35B-A3B in its full 131k context window so the model can see every candidate before deciding what to write up. Output is posted to Google Drive (private) and pushed to this site (public, this page).
- Sources
- 7 curated
- Composer
- Qwen3.6:35B-A3B
- Context
- 131k tokens
- Hardware
- AMD V620 · ROCm
- Cadence
- Daily · 04:00 MT
- Latency to site
- ~90s after cron
- Human edits
- Zero
- Versioning
- Open-loop v0
The "open-loop" naming is deliberate. In a control-systems sense, open-loop means there's no feedback path closing the gap between desired and actual output. A future closed-loop variant would route each digest through quality scoring, prompt refinement, or human-rated samples back into the curator — that's a separate project on the roadmap. This version is the baseline it gets compared against.
∴⎯Related work