Sando George @sandogee
Futurist | Software Engineer | Strategic Advisor | Military Officer Opinions are my own. github.com/sandogeorge The City of Gold Joined December 2010-
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ENERGIES (MDPI) told me that I should promote my work ... They published it... so, here is the promotion ;-) Title: Dynamic Knowledge Management in an Agent-Based Extended Green Cloud Simulator Link: mdpi.com/1996-1073/17/4…
I think about this everyday. The coding models are standing on the shoulders of giants.
I have so much gratitude to people who wrote extremely complex software character-by-character. It already feels difficult to remember how much effort it really took. Thank you for getting us to this point.
The current wave of vibe-coded AI systems resembles the spreadsheet era in how it decentralizes capability and embeds critical business logic outside formal engineering controls, but with a more opaque and potentially more hazardous failure surface.
Reading: Reuters / AP (Feb 17, 2026) — fast overview + wider context. reuters.com apnews.com
Reading: Ofcom update (Feb 3, 2026) — what online-safety enforcement can/can’t do for AI chatbots. ofcom.org.uk/online-safety/…
Grok isn’t being judged on “AI potential.” It’s being judged on the distribution loop: personal data → generation → virality → harm. EU/UK regulators are testing whether “safety by design” is real or just a blog post. Where should liability sit?
Do it scared. Do it tired. Do it doubting. Do it imperfect. Do it alone. Do it anyway.
You literally just have to get really good at continuing.
@marcinpaprzycki That's a deep philosophical question 🤣
Is 100% test coverage still unrealistic/suboptimal when it's agents designing and writing tests?
@marcinpaprzycki Full agreement that formal verification is the only TRUE 100% test. I'm mainly referring to common unit/integration testing here though. I decided to try and was able to get one of my code bases to 100% in about 12hrs using GPT-Codex-5.3. I had done about 53% manually.
It just hit me that we're probably not authoring GitHub project readmes for humans anymore.
GPT-5.3-Codex. The vibe is strong with this one. This is the way.
@Jayyanginspires Writing forces a level of accountability that is often ignored when speaking.
Remember when boilerplate generation tools made you feel good as a coder?
So will the mythical 10x engineer now be replaced by a solid 1x engineer doing agentic coding?
For years I've thought of the idea of cloning myself to get more work done. Now we have fairly capable agents that are easy to spin up and direct. I'm happy.
Reading: arxiv.org/pdf/2601.09760 — shows how tool vs memory conflicts can quietly break reliability; provenance makes the mismatch visible.
Reading: arxiv.org/pdf/2601.20727 — argues for “LLM audit trails” (tamper-evident provenance) as a practical accountability mechanism.
AI will draft you a plan that sounds like it survived a staff brief. But if you can’t trace where each claim came from, you’re outsourcing judgment—not typing. Habit: demand provenance (“source / assumption / confidence”) before you act.
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