From my experience all software developers are now security engineers wether they know it, admit to it or do it. Your code is now the security of the org you work for. #GoldenAgeOfDefense
Youโre right. The hype is gaslighting.
Most of what gets posted is theater. But the reason it looks like nothing useful gets produced is that 90% of people are pointing AI at huge vague tasks and getting slop.
Where I see it actually work is small, well-scoped, testable stuff with tight guardrails. Spec driven development.
A lot of the spec driven AI people I know are not on Twitter posting โmagic solutionsโ to fix AI. They are getting work done and building product.
This is exactly what I author in my courseware and Iโm grateful folks are listening. The MCP spec helps, and the work of the AISVS team which Iโm on also helps. Some are really doing this work, in class, in standards and in practice. ๐ค Iโm grateful for the folks I work with who care about this. You too!
@IceSolst Sophos got a huge security report from Tavis on a Friday night, said thank you, and spent the weekend fixing it all.
After I saw it go down, all corporate response is second to that.
Fix your damn bugs. ๐
@enjojoyy Research loops, spec driven development runs.
If I spend waking hours building machine readable specifications for applications, I can let CC run all night.
Iโve noticed that Claude Code works brilliantly with well designed applications using modern frameworks, and problems really show up in messy multi-framework legacy garbage.
So a theory is, Claude is way better for new applications designed well. Codex is better for going after legacy messes where serious surgery is needed.
So for those doing spec driven development on modern frameworks? Youโre experience is likely positive.
Those vibe coding legacy messes? You likely hate Claude.
Iโm curious if this matches your experience!
It's becoming increasingly important to understand the real security properties of cryptographic key storage. A related problem is secure provisioning of those cryptographic keys.
The shortcut is to just learn from established systems vs. slowly rediscovering the need for them.
I'm delivering a webinar on Claude Code (spec driven development) to help us all use Claude Code and other AI coding tools with quality, security and maturity.
This will land June 15 @ 10am PT. Hope to see you there. I love doing these and feel it's high value info for you!
https://t.co/KFPkAS5lj9