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
Persona builder – turns the raw plan into a plain-language customer snapshot.
Agent 1 – Demographics grabs age and gender bands.
Agent 2 – Professional maps roles, education and keywords.
Agent 3 – Interests & behaviours layers detailed targeting codes.
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
Asset naming cleanup to remove stray characters that confuse tracking.
Facebook Pixel roll-out on every landing page for richer attribution.
Automate the last manual tweaks in HTML and image QA.
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.