@DeRonin_: stop renting your content engine 1 recording in.. a week of clips, a newsletter, and scheduled posts out, built with op…
Summary
A thread describes a DIY content engine using open tools like faster-whisper and local LLMs to turn one recording into clips, a newsletter, and scheduled posts across 30+ channels, advocating ownership over renting expensive tools.
View Cached Full Text
Cached at: 07/01/26, 08:14 PM
stop renting your content engine
1 recording in.. a week of clips, a newsletter, and scheduled posts out, built with open tools you actually own
Riverside 2.0 just shipped all of this as your AI Producer.. you record once, it does the rest:
[ by the end you’ll have ]:
- a pipeline that turns 1 recording into clips, a newsletter, and a week of posts
- highlight detection that picks the best moments for you
- 9:16 shorts auto-cut and captioned, no editor, no watermark
- everything scheduled to 30+ channels on autopilot
[ the workflow ]:
transcribe the recording with faster-whisper, local and free let an LLM pull the best moments and write the captions + newsletter (local GLM 5.2 / Kimi or any api, your call) auto-cut the clips with AI-Youtube-Shorts-Generator (whisper + ffmpeg, no per-clip credits) Postiz schedules it across 30+ networks, it even runs as an MCP so an agent drives the whole thing
IDEA: package it as a done-for-you content engine and charge creators $300-500/mo
set it up once, onboard 10 clients, it runs while you sleep
most teams still pay per seat for this.. you can own the entire pipeline
save it.. build it this weekend
Nadav Keyson (@NadavKeyson): AI Videos are ALL slop.
AI should be making you a content machine.
Introducing Riverside 2.0, the first AI Producer that creates authentic content while you sleep:
Similar Articles
@DeRonin_: i built a self-improving content machine it scans the entire internet, runs 10+ accounts (for my clients), and gets sma…
A developer built a self-improving AI content machine that scans the internet, runs multiple accounts, and autonomously writes and optimizes content. The builder plans to release the full architecture as a free guide and possibly open-source it.
@DeRonin_: This article made me rewrite 4 sections of my automated content engine tonight content engine v2: https://x.com/DeRonin…
The author shares four specific improvements to their automated content engine, including smaller context packets, viral postmortems, folder-based state management, and bookmarkability scoring.
@DeRonin_: one underrated content strategy nobody talks about: building a memory layer for every piece of content that ever worked…
A content creator explains a strategy for building a 'memory layer' by saving proven content hooks, structures, and emotional triggers into Obsidian to avoid burnout, recommending the Content Engine system.
@DeRonin_: Here's how I'm running automated content engine in 2 files 1 markdown file = my wiki 1 html file = my dashboard that's …
The article outlines a method for creating a personalized automated content engine using a single Markdown file for data and an HTML dashboard powered by Claude agents to replace paid SaaS tools.
@DeRonin_: a business idea you can start today use Higgsfield Supercomputer to build a faceless content factory for local business…
This tweet proposes a business idea to use Higgsfield Supercomputer to create a faceless content factory for local businesses, automating video creation and packaging it as a done-for-you service charging $1,000-3,000/month per client.