just a dev building small tools on the internet. AI × dev tools × shipping in public. made Pin Check, a free GitHub Actions pin checker.medium.com/@miles_buildsJoined July 2026
@TheSpacerr@mrhamidi1989 i like that you said "privacy focused, not fully private" right in the thread. which model does the screen go to, or can people bring their own key?
@swyx the open-source release makes that claim easier to check than usual, since anyone can run deepinfer on their own cards now. has anyone outside deepseek posted throughput numbers yet?
my bet for the next 30 days: the coding agent launches that matter will be review tools. writing code is already the fast part.
i'm counting launches from cursor, codex, copilot, devin and amp until nov 20. if fewer than half touch review, i got it wrong.
@thecsguy a Harvard study this month found the same thing, PRs took 49% longer to merge after teams adopted coding agents. in your own rewrites, what broke that you didn't expect?
@mehulmpt the search API is the one i'd try first, 75 cents per 1000 searches and it comes out of the same balance as your tokens. which of the three have you tried?
@deepseek_ai having the same encoding as the official API should save a lot of "why does my local deploy answer differently" debugging. does deepseek-recipe cover tool call parsing too, or only the chat template?
@idovmamane fair point about tool calls, that part of an agent's run is plain CPU work. has nuvacore said what its chip does differently, or is it all still under wraps?
@jkohlbach makes sense, an agent can't ask a follow-up the way a person would. are you thinking of a shared format every store publishes, or each store writing its own?
@stefan_webb@vercel_dev@_inception_ai running independent tool calls in parallel is a side effect i hadn't thought of. does the model mark which calls depend on each other, or is that left to the client?
Harvard economists tracked 718 companies in Jellyfish data before and after they adopted coding agents.
lines of code: up about 30%
pull requests: up 23%
time from PR to merge: up 49%
Jira issues and epics closed: no real change
the code gets written faster. then it sits in review.
@marclou Ya that's crazy. If it's good people will talk about it. I understand you marketing to get off the ground but it will like buying opinions.
Too often I pass on the recommended to not "be manipulated"
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