The Miniflux inbox got noisy after a few subreddits + HN + Lobste.rs.
This stack distills a single static page twice a day — at 0800 and
2000 local — that surfaces only what cleared score + ratio filters,
each item tldr'd by qwen3.5-35-a3b on llama-swap.
Pipeline (digest.py, ~330 lines):
1. Discover subreddits from Miniflux feeds (any reddit.com/r/<sub>/
URL — single source of truth, no duplicated config).
2. Reddit JSON top-of-day per sub. Filter: score >= 50,
upvote_ratio >= 0.85. Cap 8 items per sub.
3. Miniflux /v1/entries for the 'Tech aggregators' category
(HN, Lobste.rs) — last 12 hours.
4. Batched per-source summarization via llama-swap
/v1/chat/completions. Each post gets a one-sentence tldr +
one-word tag (news / tutorial / release / discussion /
question / showcase / drama / meme).
5. Render Jinja2 template. Atomic write to /output/index.html
(.tmp + rename) so partial pages never get served. Per-edition
archive at /output/edition-YYYY-MM-DD-{am,pm}.html.
Two containers:
news-digest-worker python:3.12-alpine + busybox crond
news-digest-web nginx:alpine, port 8181, homepage card via
docker labels (group=News, fits next to Miniflux)
Both bind-mount /opt/docker/data/news-digest as /output and
/usr/share/nginx/html respectively.
Aesthetic — operations-center chrome (Australis cool-mono palette,
JetBrains Mono UPPERCASE eyebrows, mdi-glyph anchor) wrapping
editorial-serif news content (Fraunces variable serif w/ optical
sizes). Two type families that wouldn't normally meet, intentionally
combined: chrome says 'filed at 0800 from the bridge'; headlines say
'this is news, read it like news.' Sticky aurora-glow rule under the
masthead is the only sanctioned Australis gradient.
Edition stamp (AM/PM in big mono Australis-yellow) is the signature
piece — establishes the twice-daily rhythm at a glance.
All filtering + LLM + scheduling knobs in .env. Subreddit list is
implicit (read from Miniflux), so adding a sub = subscribing in
Miniflux, no config edit on this stack.
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:
- Pulls top-of-day posts per subreddit from Reddit's public JSON API (gives us scores + upvote ratios — RSS doesn't).
- Filters by
score >= 50andupvote_ratio >= 0.85(configurable) to drop flame-bait and low-effort posts. - Pulls non-Reddit recent items from Miniflux's Tech aggregators category (HN, Lobste.rs).
- Sends each source through
qwen3.5-35-a3bon 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). - Renders an HTML page styled with Australis tokens + Fraunces serif headlines.
- Static page is served by a tiny
nginx:alpine. Cron writes/output/index.htmlatomically; nginx serves whichever copy is there.
Two editions per day: 8am and 8pm local. Plus per-edition archives
at /edition-YYYY-MM-DD-{am,pm}.html.
Architecture
Two containers, both on traefik-net, sharing a bind-mounted
output dir:
news-digest-worker (python:3.12-alpine + cron)
├── 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 served from /output (copied at deploy)
news-digest-web (nginx:alpine)
└── serves /output as / on host port 8181
└── homepage card via container labels (group=News)
Deploy
scripts/elway ana-docker --playbook playbooks/deploy-news-digest.yaml
After first deploy, fill in MINIFLUX_PASSWORD on the host:
ssh ana-docker '
cd /opt/docker/compose/news-digest
sed -i "s|^MINIFLUX_PASSWORD=.*|MINIFLUX_PASSWORD=<your-miniflux-admin-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 http://10.250.50.70:8181 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/<sub>/ gets
queried. To add a sub, just subscribe in Miniflux (UI or API). The
next digest run includes it.
Updating the LLM model
ssh ana-docker '
cd /opt/docker/compose/news-digest
sed -i "s|^LLAMA_SWAP_MODEL=.*|LLAMA_SWAP_MODEL=<new-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
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
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.