July 25, 2025

Week 18: From Framework to Field Test

Headline numbers

  • 40 auto-generated venture concepts

  • 7 met our quality filter and went live

  • 1-click deployment workflow now running end-to-end

  • AWS S3 hosting fully operational

What changed this week

Area

Previous state

New state

Hosting

GitHub Pages with sporadic suspensions

AWS S3 buckets with automated uploads and public URLs

Workflow

Four separate n8n paths

Single master workflow orchestrating venture creation, asset generation, targeting and launch

Targeting

Static rule sets

Three-agent system that drafts demographics, professional traits and interests, then self-validates against Meta’s Reach Estimate API

Quality gate

Manual spot checks

Filtering layer that scores every plan before campaigns are funded

Why the pivot to AWS

GitHub’s rate limits and suspension risk blocked our rollout last week. S3 gives us scalable object storage and near-perfect durability while keeping costs pay-as-you-go. The move also unlocked automatic deploys: once the plan is pasted into n8n, the system writes HTML, uploads assets and returns a live URL in under a minute.

Inside the new targeting engine

  1. Persona builder – turns the raw plan into a plain-language customer snapshot.

  2. Agent 1 – Demographics grabs age and gender bands.

  3. Agent 2 – Professional maps roles, education and keywords.

  4. Agent 3 – Interests & behaviours layers detailed targeting codes.

  5. Validation loop calls Meta’s API for audience range; if too narrow or broad, a correction agent rewrites the spec and loops until it lands in the sweet spot.

Outcome: every dollar now chases a verified audience size instead of guesses.

Early traction signals

The seven live ventures are collecting clicks and emails through Meta ads that point to S3-hosted landing pages. Over the weekend we’re tracking:

  • Click-through rate (CTR)

  • Email capture rate

  • Cost per lead

Monday’s analytics review will decide which ventures scale and which get shelved.

Lessons we are carrying forward

  • Quality beats quantity – launching 7 solid concepts adds more value than 40 flimsy ones.

  • Infrastructure first – stable hosting and automated deploys free the team to test ideas instead of fighting tool limits.

  • Recursive AI beats rigid logic – letting agents correct their own targeting spec cut human review time by 60 %.

What’s next

  1. Asset naming cleanup to remove stray characters that confuse tracking.

  2. Facebook Pixel roll-out on every landing page for richer attribution.

  3. Automate the last manual tweaks in HTML and image QA.

  4. Targeting agent v2 – deeper recursion and self-healing edge cases.

By the end of Week 19 we expect new ventures to launch with zero human edits.

Building a portfolio of autonomous companies is a marathon, not a sprint. This week we proved the engine can take an idea and put it in front of real prospects in a single click. Next week we focus on turning those clicks into validated demand.

Stay tuned – more data and fresh ventures ahead.

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