# news-digest Twice-daily LLM-curated briefing across Reddit (via JSON API) and Miniflux's Tech aggregators category. Output is a single static HTML page styled in the Australis design system with editorial-serif headlines (Fraunces) — operations-center chrome wrapping news content. ## Why this stack exists After a few subreddits + HN + Lobste.rs, the Miniflux inbox gets noisy. This stack: 1. Pulls **top-of-day** posts per subreddit from Reddit's public JSON API (gives us scores + upvote ratios — RSS doesn't). 2. Filters by `score >= 50` and `upvote_ratio >= 0.85` (configurable) to drop flame-bait and low-effort posts. 3. Pulls non-Reddit recent items from Miniflux's Tech aggregators category (HN, Lobste.rs). 4. Sends each source through `qwen3.5-35-a3b` on llama-swap (one batched call per source — efficient) for a one-sentence tl;dr + single-word tag (news / tutorial / release / discussion / question / showcase / drama / meme / other). 5. Renders an HTML page styled with Australis tokens + Fraunces serif headlines. 6. The page is served by a tiny FastAPI app on uvicorn that also exposes `/api/{hidden,hide,restore}` for the per-item × button (state in `/output/hidden.json`, shared across every device the user opens the digest from). Two editions per day: 8am and 8pm local. Plus per-edition archives at `/edition-YYYY-MM-DD-{am,pm}.html`. ## Architecture Two containers built from the same Dockerfile, both on `traefik-net`, sharing a bind-mounted output dir: ``` news-digest-worker (default ENTRYPOINT — busybox crond) ├── busybox crond fires at 0 8,20 * * * ├── digest.py: │ ├── miniflux /v1/feeds → discover subreddits │ ├── reddit JSON top/.json?t=day per sub (gentle 1.5s sleep) │ ├── miniflux /v1/entries → tech aggregators │ ├── llama-swap /v1/chat/completions → batched per source │ └── jinja2 render → /output/index.html (atomic .tmp + rename) │ → /output/edition-2026-04-26-pm.html └── style.css / favicon.svg / app.js staged in /output at deploy news-digest-web (entrypoint overridden → uvicorn web:app) ├── / → serve /output as static (index.html as default) ├── /api/hidden GET → JSON array of hidden item ids ├── /api/hide POST → {id} → adds id to hidden.json ├── /api/restore POST → {id} → removes id from hidden.json ├── /output/hidden.json — durable state (atomic writes + threading lock) └── homepage card via container labels (group=News) ``` Hidden state is server-side and global per-user (single-user setup): hide an article once and it stays hidden in any future edition that includes the same article. The "Hidden (N)" tray at the bottom of each page shows items hidden FROM THE CURRENT PAGE; older hidden ids that aren't present on this page just sit silently in `hidden.json` and continue to filter future editions. ## Deploy ```bash scripts/elway ana-docker --playbook playbooks/deploy-news-digest.yaml ``` After first deploy, **fill in MINIFLUX_PASSWORD on the host**: ```bash ssh ana-docker ' cd /opt/docker/compose/news-digest sed -i "s|^MINIFLUX_PASSWORD=.*|MINIFLUX_PASSWORD=|" .env docker compose up -d ' ``` The container runs the first digest immediately if `/output/index.html` doesn't exist, so the page populates within a minute or two of bringing the stack up with real credentials. Visit to read. ## Tuning the noise floor Defaults in `.env.example`: | Knob | Default | Effect | |---|---|---| | `DIGEST_REDDIT_HOURS` | 12 | Look-back window (matches twice-daily cadence) | | `DIGEST_MIN_SCORE` | 50 | Reddit minimum upvotes to consider | | `DIGEST_MIN_RATIO` | 0.85 | Reddit minimum upvote ratio (skips flamebait) | | `DIGEST_MAX_PER_SUB` | 8 | Cap per subreddit, post-filter | | `DIGEST_MINIFLUX_HOURS` | 12 | Look-back window for HN/Lobste.rs | | `DIGEST_MINIFLUX_MAX` | 8 | Cap per non-Reddit feed | For a busier day, lower `DIGEST_MIN_SCORE`. For a quieter morning edition, raise it. Edit `.env`, no rebuild needed — the worker reads env on each cron fire. ## Adding more subreddits The digest picks up subreddit feeds from Miniflux automatically — any feed whose URL starts with `https://www.reddit.com/r//` gets queried. To add a sub, just subscribe in Miniflux (UI or API). The next digest run includes it. ## Updating the LLM model ```bash ssh ana-docker ' cd /opt/docker/compose/news-digest sed -i "s|^LLAMA_SWAP_MODEL=.*|LLAMA_SWAP_MODEL=|" .env docker compose up -d ' ``` The model must be loaded in llama-swap's `config.yaml`. Check `http://10.250.50.54:9292/v1/models` for what's available. Models with tool/JSON-mode support give better summarization quality; `qwen3.5-35-a3b` is the current default. ## Forcing a fresh digest now ```bash ssh ana-docker 'docker exec news-digest-worker python3 /app/digest.py' ``` Runs the full pipeline once, ignoring cron. Useful after changing filtering knobs or adding feeds. ## Logs ```bash ssh ana-docker 'docker logs --tail 100 news-digest-worker' ``` Worker logs each phase (subreddit discovery / fetching / summarizing / rendering) with timestamps. Per-source LLM filter results show how many items were kept vs skipped. ## License + attribution Reddit content surfaced here is owned by its authors and Reddit. The digest is a derived index pointing at original sources — every item links back to the Reddit thread (and to the external link if the post linked out). Same for HN / Lobste.rs.