Hey DEVs,
Following up on my last post about stepping into the "vibe coding" arena at age 67. The feedback and welcoming energy from all the young guns here has been fantastic!
Right now, as CEO of The Avinoam Group LLC, I am staring down a highly complex technical migration. We are moving our animated video sales and ad engine (Stack 2.0) off a human-design environment and onto a dedicated self-hosted VPS framework in Mumbai using Hostinger VPS, n8n, HubSpot webhooks, and custom media renderers.
When you have zero traditional software engineering background and you're coordinating multiple massive development fronts at the same time, the absolute biggest killer isn’t the syntax—it’s scope creep and context switching.
To survive this, my business partner Eyal and I implemented a core operational principle that I think can help a lot of freelancers and independent contractors here plug the leaks in their own "money buckets": Strict Project Siloing.
Right now, I run my operational infrastructure through two entirely separate, isolated AI Project Managers (using Grok and Gemini in completely segregated environments).
Silo A doesn't know what Silo B is doing.
For example, one handles the heavy backend infrastructure design of freepaycalc, while the other acts as the macro strategic architect mapping out localized payment guardrails and automated human-in-the-loop fail-safes for AnimationDr.
By keeping the AIs and the projects completely blind to each other's sandboxes, I prevent cross-contamination of code, protect our strategic "secret sauce," and force myself to focus on solving one isolated problem at a time. It keeps the architecture clean, the scope tightly bounded, and prevents the dread of getting overwhelmed by the sheer scale of the machine. And, I've just only shared two of the five projects, each with either slightly or greatly different business models and purposes. Some are naturally adjacent but not integrated with others. Some are stand alone projects. But, all of it isn do-able, in-order and not overwhelming based upon this one principle: Don't mix apples and oranges! In other words, silo your projects and silo your AIs.
If you are an independent consultant or indie developer constantly letting clients expand the scope of a project mid-build without paying for it, you need to stop this. We have a calculator-tool on freepaycalc (it's free; no data stored) to help you with this; don't let a difficult client NOT pay a premium for your troubles dealing with her/him! And, help this whole scenario by setting up structural project silos for your own clarity to work effectively and sanity to just feel good enjoying the feeling of being control of the scope for each project.
How are you all structuring your multi-client project boundaries to keep scope creep from eating your margins in 2026? Let’s swap notes in the comments—I’m happy to drop some old-school corporate business experience to help you protect your time and value. Have a good week, Devs!
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