A real estate website can generate a buyer inquiry in seconds, but one wrong chatbot answer can undo the trust behind that inquiry just as quickly. The problem is not whether an AI chatbot can respond instantly; it can. The real question is whether it knows what it should answer, what it should verify, and when it should stop and involve a human. That distinction matters when buyers ask about p...
My last article shared the high-level architecture of KODA (my AI coding mentor built on a POCO C55). Then Artur commented: "Can you expand the idea? It looks very interesting."
So here's the deep dive. Real schema, real policies, real scars.
The generator is written once, in code - everything but the business logic comes out of it.
👋 I'm Anton - a software engineer working mostly in PHP/Symfony and Go, currently carving a live PHP monolith into Go services. This part is about one tool I have specified: a generator that produces the skeleton of a new domain. Maybe the idea is useful to you, maybe you look at it ...
✓ Human-authored analysis; AI used for formatting and proofreading.
On July 29, 2019, Capital One disclosed that an attacker had exfiltrated over 100 million customer records from their AWS environment. The total cost including regulatory fines, class action settlement, remediation exceeded $300 million.
The breach required three conditions to be tr...
Disclosure: this piece was drafted with Claude Fable 5.1 on its launch day, inside the pipeline that writes every SharpHaw post. I read it, corrected it and edited it before it went out.
Anthropic shipped Claude Fable 5.1 on 1 September. The benchmarks are in every feed already. What is more useful to a developer who also runs a business is the page under the benchmarks: the re...