// 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.

Launch App Learn More
5
Source Apps
Fri
12:00 UTC Schedule
Claude
Sonnet Composition
Draft
Review Before Publish
// HOW IT WORKS

Five apps in. One Friday edition out.

From raw ecosystem signals to a published newsletter in four automated steps — with one human checkpoint.

01
Aggregate
Every Friday at 12:00 UTC, NLG queries GHT for trending repos, AIF for high-priority signals, BRI for idea briefs, RRV for auto-reviews, PDH for deal alerts, and DRA for approved research reports. Empty sources are skipped automatically.
02
Rank Pool
A shared content pool — fed throughout the week by BRI idea briefs and GHT trend data — is ranked by Claude Haiku 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 the edition goes live immediately at meltuc.com/newsletter with previous/next navigation and RSS. Nothing ships until you say so. Dismiss or delete the draft if the week had no signal worth sharing.

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 Friday review window, and recently published editions link straight to their live pages on meltuc.com/newsletter. 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.

meltuc.tech/nlg/app
24
Total Editions
21
Published
2
Pending Drafts
1
Dismissed
38
Pool Total
14
Pool Pending
Word Count Trend
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: Fri 12:00 UTC

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, the sections included that week, and a status badge: draft, published, dismissed. Filter by status, sort by any column, and 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
19Self-Hosted Stacks Get Real1,378AIF RRVLiveMar 8
Showing 1–6 of 24 Page 1 of 4   < >

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 BRI and GHT throughout the week, is AI-ranked by Claude Haiku before composition so the most relevant items surface at the top.

composition pipeline
Source Apps
GHT
AIF
BRI
RRV
PDH
+ Platform Content Pool (BRI + GHT feeds, AI-ranked by Haiku)
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
Deep Dives
DRA research reports approved this week — full citations, confidence scores

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 hits meltuc.com 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

You Own The Schedule

Settings is deliberately minimal. Flip auto-generation on to have NLG run every Friday at noon 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 Weekly
Runs every Friday at 12:00 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.
Manual Generate Now
RUN
Triggers the same pipeline on demand. Useful for off-cycle editions or testing.
Generation Log
Apr 8 · 2h ago1,842 wordsOK
Apr 5 · 3d ago1,640 wordsOK
Mar 29 · 10d ago1,920 wordsOK

Shipped To meltuc.com

When you publish, the edition surfaces immediately at meltuc.com/newsletter. The public page renders the title, summary, section badges, and the full markdown body in reading-optimized typography. Previous and next navigation lets readers browse the archive, and the RSS feed keeps subscribers in sync without an email list to manage.

meltuc.com/newsletter
Edition #24 · Apr 8, 2026
Agentic Frameworks Break Through
This week: new agent SDK releases, a surge in local LLM interest, and three new auto-reviews from RRV.
GHT AIF BRI RRV
Opening
Another loaded week in the agentic space. MCP v2 landed with breaking changes, the Claude Agent SDK hit stable, and the local LLM crowd finally got a benchmark worth talking about.
Trending Repos (GHT)
Top movers this week across the Anthropic, Flask, and MCP ecosystems, ranked by star velocity.
AI Signals (AIF)
Critical items from the scored intelligence feed — only the signal, none of the noise.
< Edition #23 RSS Edition #25 >
// 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 a publishing target 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, and DRA research reports. 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, no guessing how far along the run is.
Scheduled Publish
Auto-generation fires every Friday at 12:00 UTC via the weekly cron job. Manual runs are available any time from the dashboard. A per-week cap prevents accidental double-posting.
📊
Content Pool Health
Two dashboard stat tiles show the total items in the content pool and how many are still pending. See how much pre-ranked material is queued before you hit Generate.
📈
Word Count Trend
A dashboard bar chart tracks word count across the last 10 editions so you can see whether your newsletter is growing, shrinking, or staying consistent week to week.
🌐
meltuc.com Integration
Published editions surface immediately at meltuc.com/newsletter with previous/next navigation, RSS feed, and reading-optimized typography. No separate publishing step required.
// GET STARTED

Your Factory's Heartbeat, Auto-Published.

Five apps. One Friday edition. Claude composes, you review, meltuc.com publishes. That's the whole loop.

Launch Newsletter Generator
Read Published Editions · Edition Archive · Settings · Back to Platform

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