// WEEKLY DIGEST
ONE WEEK.
ONE EDITION. AUTOCOMPOSED.
NLG is the Friday-scheduled newsletter editor for the MelTuc ecosystem. It aggregates the week's signals
from GHT, AIF, BRI, RRV, and PDH, hands them to Claude for composition, and stages a draft edition for
your review before it ships to meltuc.com/newsletter. You stay in control of every publish.
Daily
Auto-Generate Schedule
Claude
Sonnet Composition
Draft
Review Before Publish
// HOW IT WORKS
Eight apps in. One edition out.
From raw ecosystem signals to a published newsletter in five automated steps — with one human checkpoint.
01
Aggregate
NLG queries GHT for trending repos, AIF for high-priority signals, BRI for idea briefs, RRV for auto-reviews, PDH for deal alerts, DRA for research reports, STT for skill trends, and EWL for ISK stats. Empty sources are skipped automatically.
02
Rank Pool
A shared content pool — fed throughout the week by AIF and RRV — is ranked by Ollama before composition. The most relevant items surface at the top so the edition always leads with signal.
03
Compose
All aggregated signals are assembled into a single structured prompt and handed to Claude Sonnet. Claude returns a full edition: opening paragraph, one section per active source, a stats block, and an editor's note.
04
Review
The edition lands as a draft on your dashboard. You see the full rendered markdown alongside editable title, summary, and body fields. Edit anything you like — live word count updates as you type.
05
Publish
Click Publish and links are rewritten to click-tracking proxies, a SHL milestone is recorded, and the edition is marked live. Nothing ships until you say so. Dismiss or delete the draft if the week had no signal worth sharing.
// DASHBOARD
Edition Control Center
The dashboard is your newsletter cockpit. Stat tiles show total editions generated, published count,
and pending drafts awaiting review. A word-count trend chart tracks how each edition compares
against the last. Pending drafts are surfaced at the top so you never miss a review window,
and recently published editions link straight to their preview pages.
Trigger a manual run and a live progress bar streams the build in real time — percentage
complete and the section Claude is currently composing — before the new draft drops in.
Pending Drafts
Title
#
Words
Generated
Status
Agentic Frameworks Break Through241,8422h agoDraft
The Week MCP Got Serious231,640Apr 5Draft
Recent Publications
Local LLMs Hit A Tipping Point221,920Mar 29Live
Flask 3.1 Changes Everything Quietly211,455Mar 22Live
Last run: 2h ago · Next auto: 06:00 daily
// NEWSLETTER GRID
Manage Every Edition
The newsletter grid is a sortable, searchable table of every edition ever generated. Each row
shows the title, edition number, word count, sections included, and a status badge:
draft, published, dismissed. Filter by status, sort by any column, paginate through the archive.
Clicking any edition opens a full-body reader where you can edit the title, summary, and markdown
body before publishing, dismissing, or deleting the draft outright.
meltuc.tech/nlg/app/newsletters
Search editions...
All Statuses
Sort: Generated
+ Generate
#
Title
Words
Sections
Status
Generated
24Agentic Frameworks Break Through1,842GHT AIF BRIDraft2h ago
23The Week MCP Got Serious1,640GHT AIF PDHDraftApr 5
22Local LLMs Hit A Tipping Point1,920GHT AIF RRVLiveMar 29
21Flask 3.1 Changes Everything Quietly1,455GHT RRVLiveMar 22
20Pokemon Card Market Breaks Records1,210PDH BRILiveMar 15
Showing 1–5 of 24
Page 1 of 5 < >
// CROSS-APP COLLECTION
Pipeline From Ecosystem To Edition
NLG queries each app in the MelTuc ecosystem for the week's signals, aggregates them into a single
composition prompt, and hands the whole package to Claude Sonnet. Claude returns a structured
newsletter with an opening paragraph, one section per active source, a stats block, and an
editor's note. Empty sources get skipped automatically — no filler, no padding. A shared
content pool, automatically fed by AIF and RRV throughout the week, is ranked with Ollama
before composition so the most relevant items surface at the top.
Source Apps
GHT
AIF
BRI
RRV
PDH
DRA
STT
EWL
+ Content Pool (AIF + RRV feeds, Ollama-ranked)
↓
Aggregated Prompt
trending + signals + ideas + deals + reviews + ranked pool
↓
CLAUDE SONNET COMPOSE
↓
Rendered Edition Sections
Opening
Trending Repos
AI Signals
Market Ideas
Auto-Reviews
Deal Alerts
Stats Block
Editor's Note
// DRAFT REVIEW
Human In The Loop
Every edition lands as a draft. The review panel shows the fully rendered newsletter alongside
editable fields for title, summary, and markdown body. Word count updates live. Publish the
edition with one click when it's ready, dismiss it if the week was a dud, or delete the draft
entirely. Nothing ships until you say so.
meltuc.tech/nlg/app/newsletters · draft reader
Title
Agentic Frameworks Break Through
Summary
This week: new agent SDK releases, a surge in local LLM interest, and three new auto-reviews.
Body (markdown)
## Opening
Another loaded week in the agentic space...
## Trending Repos
- anthropics/claude-agent-sdk
- modelcontextprotocol/servers
## AI Signals
MCP v2 spec landed with breaking changes...
Metadata
Edition #24
Words 1,842
Status Draft
Generated 2h ago
Sections Included
GHT
AIF
BRI
RRV
PUBLISH
Save Changes
Dismiss
Delete
// SETTINGS
You Own The Schedule
Settings is deliberately minimal. Flip auto-generation on to have NLG run daily at 06:00 UTC,
or keep it off and trigger manual runs from the dashboard. Cap the maximum number of editions per
week to stop double-posting if you generate manually the same day an auto run fires. The cron
footprint is tiny — one job, one editor, one edition.
meltuc.tech/nlg/app/settings
Generation Settings
Auto-Generate (Daily 06:00 UTC)
Runs every day at 06:00 UTC. Drafts await review on the dashboard.
Max Editions Per Week
1
Hard cap. Protects against accidental double publishes if you trigger manual + auto in the same week.
Generation Log
Apr 8 · 2h ago1,842 wordsOK
Apr 5 · 3d ago1,640 wordsOK
Mar 29 · 10d ago1,920 wordsOK
// FEATURES
What Feeds The Newsletter
NLG is a thin composition layer over the rest of the MelTuc ecosystem. Each capability below is a
real integration — a query against a sibling app, a step in the generation pipeline, or an
analytics view that's already wired up.
🗂
Multi-App Aggregation
Pulls the week's signals from GHT trends, AIF critical intel, BRI ideas, RRV reviews, PDH deals, DRA research, STT skills, and EWL ISK stats. Empty sources are skipped so editions never feel padded.
🤖
Claude Composition
A single Sonnet call turns the aggregated signals into a structured edition with opening, one section per active source, a stats block, and an editor's note. No templates — Claude writes the narrative.
✏️
Draft Review
Every edition lands as a draft with editable title, summary, and markdown body. Live word count updates as you type. Nothing ships to the public page until you click Publish.
📡
Live Generation Progress
Hit Generate Now and watch the edition build in real time. A Server-Sent Events stream drives a progress bar from 0 to 100% and names each section as Claude composes it — no blank spinner.
⏰
Scheduled Auto-Generate
Auto-generation fires daily at 06:00 UTC via Kronos. Manual runs available any time from the dashboard. A per-week cap prevents accidental double-posting.
🔗
Click-Through Tracking
On publish, all links are rewritten to /nlg/r/<token> proxies. Every click is recorded with timestamp, user-agent, and referrer. Per-edition analytics and CSV export included.
📊
Content Pool
Browse the aggregated pool of items queued for the next edition. Source breakdown chart, filter by app or consumption state, JSON and CSV export, single-item delete.
🧠
AI Subject Line Suggestions
Ask Claude for 3 compelling email subject lines for any draft edition. Budget-gated and rate-limited (20/min) to prevent runaway AI spend.
// GET STARTED
Your Ecosystem's Heartbeat, Auto-Composed.
Eight apps. One daily run. Claude composes, you review, and you publish when it's ready. That's the whole loop.
Requires a MelTuc account. Create one free.