I Built a Team of Self-Improving AI Agents
Every night at 1am, 3am, 4am, and 5am, a set of Claude Code agents build something, grade themselves against a rubric, and write their own rules before the next run.
October 6thA screen-recorded walkthrough of building a custom Claude Code skill that watches any viral video, breaks it into timestamped beats, and recreates it with Higgsfield's Seedance 2.0.
A single custom Claude Code skill can turn any viral video into a repeatable remix pipeline by pairing Fable 5 as a planning advisor with Sonnet 5 as the cheaper executor, cutting token cost by roughly 80 percent.
Claude Fable 5 is powerful but expensive at $10 per million tokens, so the creator uses it only as an advisor (the planning brain) while Sonnet 5 executes the actual work, cutting cost by about 80 percent. He installs a free community skill that lets Claude watch any video (extract frames, transcribe audio) and gives Fable a goal: build a new skill that watches a viral video, breaks it into camera-move and character-action beats, and writes a Higgsfield Seedance 2.0 video prompt in 15-second timestamped chunks. Claude drafts a plan in plan mode, the creator reviews and edits it (correcting resolution and aspect ratio), then approves auto mode. Claude builds the working skill, tests it against a fresh terminal session, and when Seedance fails, Claude automatically falls back to Cling 3.0 to still produce a video. The core takeaway: give Claude a clear goal and success state, review the plan before execution, and let it self-correct when a tool fails.
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Sets up the premise: his community asked for a viral AI video generator, built by recreating an existing 1.8M-view video.

Notes Fable 5 is the most capable model because it excels at figuring out what you want from a stated goal.

Explains the give-it-a-goal-and-walk-away philosophy, illustrated with an on-screen diagram, and flags Fable's cost.

Fable costs $10/million tokens — 2x Fable 4.8, 5x Sonnet 5 — so the plan is to use Fable as advisor and Sonnet to execute, saving about 80%.

Advisor mode is terminal-only for now; shows Sonnet 5 already selected as the active model via the /model command.

Installs a free community GitHub skill (by Brad Automates) that lets Claude extract frames, transcribe, and understand any video by pasting the repo link.

Demonstrates /watch on a Goku vs Thanos AI fight video, returning a timestamped beat breakdown of actions and camera moves.

Clears the session and runs /adviser to switch Fable 5 into the advisor role while Sonnet executes.

States the goal to Fable: build a global skill that watches a video, breaks it into beats with camera/action/style notes, and generates 15-second Higgsfield Seedance 2.0 prompts with timestamps.

Walks through installing Higgsfield both via CLI (terminal/IDE) and MCP connector (desktop app): copy connector link, add custom connector, sign in.

Tours the Higgsfield video UI inside Claude (Seedance 2.0): prompt field, duration, aspect ratio (16:9 vs 9:16), and resolution controls that affect credit cost.

Fable returns the full plan mode game plan for the new global skill, matching the stated goal.

Catches that the plan defaults to 1080p/16:9 and edits it in plan mode to require 720p and 9:16 for cost savings before approving.

Approves auto mode; Claude builds the skill end-to-end, and the creator questions two ambiguous steps in the plan, prompting Claude to clarify and tighten them.

Tests the finished /viral-remix skill from a fresh terminal; Seedance fails on every attempt, so Claude auto-falls-back to Cling 3.0 and still produces a usable remixed video.
Routing planning to a premium model and execution to a cheaper one, and reviewing the plan before approving it, is what makes expensive agentic AI workflows both affordable and reliable.
“All you have to do is give it a goal, like what do you want it to achieve, and then basically walk away and it's done.”
“Claude is super smart, and so what it did instead is it switched from Cdance to Cling.”
See every word as it's spoken — crank it to 2× and still catch all of it. The same dual-channel trick behind Amazon's Kindle + Audible.
The creator asked his 6,700-member community what he should build with Claude Fable 5, and the answer was unanimous: a viral AI video generator. What follows is a screen-recorded build of a custom Claude Code skill that watches any viral video and hands back a ready-to-generate remix.
Route planning/reasoning to the expensive, most capable model and route execution to a cheaper model to cut total token spend by roughly 80%.
“If you wanna get access to the skill already built for you and join thousands of others learning how to build cool things with quad code, just check the link in the description.”
Soft CTA delivered at sign-off, pointing to a $9 Skool community product bundling the finished skill; also teases a part-two video.
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10:53Add Modern Creator as a preferred source and Google shows you more of our breakdowns in Search, Top Stories, and AI Overviews. It only changes what you see, and you can undo it in your Google settings anytime.
Every night at 1am, 3am, 4am, and 5am, a set of Claude Code agents build something, grade themselves against a rubric, and write their own rules before the next run.
October 6thAndrej Karpathy says the best way to brief an AI coding agent is a messy ten-minute voice ramble — so a creator tests it live by building a naturopath website from a single, uninformed viewer request.
August 2ndA former art director breaks a single sentence into a seven-piece "goal prompt" and gets Fable 5 to autonomously build a playable game, a 3D website, and a cinematic video in one session.
July 15thHow one Claude Code agent reads sponsor emails, negotiates deals, and posts the paid videos itself.
September 29thA screen-recorded read-through of Anthropic's own prompting playbook for Opus 5.5, tip by tip, with a mid-video pitch for the creator's $9 Claude Code community.
September 23rdA three-level walkthrough of prompting, saving a design system, and layering in AI-rendered images to turn one topic into a branded Instagram carousel.
September 1st