Engineer. I build and ship production software, mostly backend, Go, Python, and the web. AI helps write the code; I own the design and what ships.badry.devJoined August 2026
I want human approval on every agent merge, but approval alone is too weak.
The real check is whether I can explain what the change does on a retry, a timeout, or a partial failure.
Which of those do agents get wrong most often in your diffs?
json.Decoder stops at the closing }. If the server adds a trailing newline, that one byte stays unread, and through Go 1.26 the HTTP/1 connection got dropped instead of reused.
Go 1.27 drains unread bodies in the background. Nice fix for a bug nobody saw in review.
go.dev/blog/http-conn…
@felix_horvat@jpschroeder Fair point for general use but narrow tasks look different: Coinbase post-trained Qwen3.5-9B for Onramp fraud detection and it beat Opus 4.5 on their internal benchmark. The model just outputs a risk tier, and their code decides.
coinbase.com/blog/part-one-…
Cockroach Labs turned on human approval for every merge after a week of autonomous agents. They're still checking the Db2 code from that first unreviewed run.
Once agents write faster than I can check, auto-merge goes, and the reviewer gets its own context.
cockroachlabs.com/blog/experimen…
My bots ask Jev before they act: route this, go/confirm/escalate, which draft. Jev returns probabilities, and the code decides what happens next.
I put that in a small Python CLI, stdlib only. Unofficial, not affiliated with TypeSafe.
github.com/badry-dev/jev-…
A decision gate before every agent tool call costs you latency and one more model to evaluate.
What you get back: the expensive model is no longer the only thing between a made-up argument and a real write.
Worth it for writes. Probably overkill for reads.
Not very long ago, my AI was a chat tab. Copy context, get answer, close, restart tomorrow.
I now run Hermes, Grok Bot, and dots. They have a machine, files, and notes on my working between days.
The model upgrades weren't as important as getting it a computer and memory.
I don’t have a simple way of seeing what each one of them actually remembers about me. The next thing I want is memory I can audit.
Repo per agent? Done, basically. Hard part is still reading the PR. Contest is for that half. Give me why + Preview + “it ran” or I’m just staring at a diff.
blog.cloudflare.com/next-git-platf…
I’m turning on Workers Issues.
Last spike came back as one grouped failure with stack and version. That’s really helpful blog.cloudflare.com/real-time-issu…
Agents are about half of Wrangler now and they still slap --json on everything. Just make that the default. I'll pass a flag when I want the table. blog.cloudflare.com/cloudflare-cf-…
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