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Automation · content pipelines · AI video

I build the machine.It makes the content.

Automations and content pipelines — video, image, distribution — that run without you. And when the job isn't content, I build that too.

The idea

Mostteamspayforcontentonepostatatime.Ibuildthethingthatmakestheposts.Briefin.Finishedcontentout.Ahumansaysyesbeforeanymoneymoves.Thenitrunsnights,weekends,atvolumeandyouowneverylineofit.

TypeScriptNextPythonRemotionffmpegWhisperXClaude Agent SDKn8nAfter EffectsKlingfalElevenLabsCloudinaryFly.ioTypeScriptNextPythonRemotionffmpegWhisperXClaude Agent SDKn8nAfter EffectsKlingfalElevenLabsCloudinaryFly.io
What I build

Six shapes of work.

The pipeline is the main thing — brief in, finished posts out, a human gate wherever money is spent. Everything else orbits it.

01 / 06

Content pipelines

One panel, pick a type, set a count, approve the script — and N finished posts come out the other end. Carousels, text-walls, faceless reels.

a real job, waiting on its gate
02 / 06

AI video systems

A song and a lyric sheet in; a captioned 9:16 with consistent AI characters out. Nine stages, three human gates, nothing expensive runs early.

AI singer · fully generated
03 / 06

Image pipelines

Batches of on-brand carousels driven by references you drop in, not fixed templates. Swap the references, the look changes, nothing gets rebuilt.

one reference → a batch
04 / 06

Distribution

Draft, approve, publish — Instagram, YouTube, X — with the real numbers pulled back in so the next batch learns from the last.

published · YouTube
05 / 06

Agents & ops

Self-healing loops, content-ops agents on Telegram, a phone that talks to Claude running on your own PC. The boring parts, handled.

agents & ops

runs while you sleep.

06 / 06

Not content at all

Marketplaces, audits, internal tools, the odd product. Same method: prototype fast, put gates where it costs money, ship, let it run.

tipyourcustomer.lol · live
In production

In production.

Shipped and running today. Scroll sideways.

01

Content Factory

One panel: pick carousel, text-wall or faceless reel, set the count, approve the script, get finished assets. Built to hit about $2 per video and fifty image posts under a dollar.

Python · ffmpeg · Claude

02Saints

Music-to-video pipeline

Song + lyric sheet → 1080×1920 video with burned captions and consistent AI characters. Nine stages, three human gates; nothing reaches the expensive stage until all three are approved.

TypeScript · Demucs · WhisperX · fal · Fly.io

03

AI Visibility Audit

Type a business URL. It asks ChatGPT, Gemini and Perplexity the questions real buyers ask, records who gets recommended instead, and writes six PDFs — including the finished content to publish.

TypeScript · Next

04

Talking-head ad studio

A voiceover in, a viral-style talking-head ad out, in four commands. Cut rhythms measured from reference creators, not guessed.

Remotion · HeyGen · Python

05

WinFlow

Claude on your phone, running on your own PC with your own subscription. Talk to the orb → posts drafted, Notion updated, real YouTube and Instagram numbers pulled, a morning brief every day.

Expo · Claude Agent SDK · Node

06revid.ai

Reference Forge

Give an AI a reference video and a topic; it rebuilds the motion design inside After Effects with your content and checks the pixels itself. The revid spec ad: about 35 minutes, two renders.

After Effects · Node · ffmpeg

07

Claudia Cut

Talking-head video + word-timed SRT → an After-Effects-style edit that plays in the browser. No render step; scrub the timeline and see the exact edit state.

Web · ffmpeg

08

lyricgen

MP3 in, MP4 out: word-level animated lyric video. CPU only, no GPU required.

Remotion · WhisperX

09

tipyourcustomer.lol

The inverse of advertising: people post what they want, verified companies reply with a real deal. Server actions, SQLite, near-zero client JS.

Next 15 · SQLite

10

Ops loops

A self-healing n8n + Jira eval loop, and a Telegram content-ops agent delivered end-to-end and retained.

n8n · LLMs

11DeepSurge · 1st place

SealForge

An autonomous agent marketplace with threshold encryption. Won DeepSurge (Sui × OpenClaw).

Move

and the next one is probably yours.

Revid.aiSaintsBazzlyDeepSurge · Sui × OpenClawRevid.aiSaintsBazzlyDeepSurge · Sui × OpenClawRevid.aiSaintsBazzlyDeepSurge · Sui × OpenClaw

worked with

Work

What comes out the other end.

Hover to play, click the speaker for sound.

Created with AI

Made with AI.

Some of these are fully AI-generated, some fully edited by AI — no camera, no edit bay. Most came out of the pipelines above.

AI singer · original character
UGC

UGC ads.

Characters that say it themselves.

UGC ad
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UGC ad
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UGC ad
YouTube

I post the automations. Free.

latest · free tool

ChatGPT Is Recommending Your Competitor (Free Tool Fixes It)

August 28, 2026

Builds, breakdowns, the occasional rant. Not that often — but everything on the channel is a real system, not a demo.

How it works
01

Brief

Tell me what you're posting, what should be automatic, and where it hurts right now.

02

Prototype

I build a working version fast — real inputs, real outputs, a human gate wherever money gets spent.

03

Ship & run

It runs on your machine or in the cloud. You own the code, the prompts, and the outputs.

content pipelines · AI video systems · agents & ops automation · anything repeatable
Questions

Straight answers.

The things people ask before they send a brief.

What do you build?

Automations and content pipelines: systems that take a brief and produce finished content — carousels, text-walls, faceless reels, AI video — with a human approval gate wherever money is spent. Around that: AI video systems, image pipelines, posting and distribution automation, agents, and non-content tools when the job calls for it.

What is a content pipeline?

One panel or trigger in, N finished posts out. Script, render, post — repeatable and brand-consistent, so a team can publish at volume without a freelancer invoice attached to every asset. You review the script before anything expensive runs.

What stack do you use?

TypeScript and Next, Python, Remotion, ffmpeg, WhisperX, Claude and the Claude Agent SDK, n8n, After Effects, Kling, fal, ElevenLabs. Chosen per job, and every model sits behind a swappable adapter where it matters, so a provider can change without a rebuild.

How does a project start, and how fast is it?

Send a brief: what you're posting, what should be automatic, and a budget. I build a working prototype fast with real inputs and outputs, we tighten it until it's right, then it ships to your machine or the cloud.

Do I own the system?

Yes. Source, prompts, templates and outputs transfer to you. No licence, no per-seat fee, no lock-in.

Do you still do video and editing?

Yes — UGC ads, product films, motion, and fully AI-generated video. Kling for generation, Filmora, Premiere and After Effects for the cut. The pipelines are the main thing; the video craft is what they're built on.

Where are you based, and do you work remotely?

Bangalore, India, working remotely with clients anywhere. The fastest way in is the brief form on this site, X (@Justin_lords), or main@justinlord.io.

Contact

Let's build something.

Send a brief — what you're posting, what should run on its own, and a budget. I'll come back fast.

or DM me on X →