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ExternalSoftware Engineering
DEV Community

Why AI Keeps Making the Same Coding Mistakes—And How Teaching It Pain Gives It Wisdom

"What did you do for AI?" "I brought the scars." — Randal L. Schwartz SPOCK: "Dr. Daystrom, a computer is incapable of standard creative thought. It must be programmed. How did you instruct the M-5 to construct new data banks, to create new circuitry?" DAYSTROM: "By using a new method, Mr. Spock. I developed a method of impressing memory engrams upon computer circuits. The M-5 thinks." SPOCK: "Whose engrams did you use?" DAYSTROM: (With proud emphasis) "Why, mine, of course." — Star Trek:

aiprogrammingarchitecture
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ExternalSoftware Engineering
DEV Community

Hard caps on autonomous agent API spend

Autonomous agents in long research loops can exhaust an API budget before anyone notices. Provider dashboards and account-level alerts help after the fact, but they often fire too late for a single runaway session. A practical DIY baseline is a thin client wrapper that: tracks cumulative token or dollar cost per session refuses the next call once a hard session ceiling is hit logs the stop reason so the operator can inspect what burned the budget Provider key quotas and org spend limits still ma

aiopensourcegithub
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ExternalSoftware Engineering
DEV Community

A Feature Review of Tencent EdgeOne Makers for Beginner Developers

Hello everyone!  Introduction Technology is developing rapidly, and many new platforms are appearing with various interesting features to explore. One of them is Tencent EdgeOne Makers, a platform that provides different capabilities to help developers create and develop projects. As a student who is currently learning about technology and web development, I became interested in learning more about the features available in Tencent EdgeOne Makers. Before trying it, I did not really understand ho

beginnersreviewstutorial
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ExternalSoftware Engineering
GitHub Changelog

Profiles now show your highest achievement badge tier

Your GitHub profile now displays the highest tier you’ve earned for achievements with multiple levels. Previously, profiles could display the first tier earned, even after you had progressed to a… The post Profiles now show your highest achievement badge tier appeared first on The GitHub Blog.

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