汽车知识分享官

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[Lummox @Lummox_eth]

GPT 6 Astra doesn’t need another prompt

It needs an execution loop that knows when its own work is wrong

Most people build AI agents that complete a task, return an answer and stop

But what happens when the code fails, the output is incomplete or the agent confidently makes the wrong decision?

That’s where the architecture gets interesting

I mapped out an Astra execution loop with separate layers for planning, coding, testing and verification

→ PLAN breaks the objective into executable tasks

→ CODE turns those tasks into actual changes

→ TEST runs checks instead of trusting the generated output

→ VERIFY decides whether the result is acceptable or needs another pass

The critical part is the feedback

A failed test shouldn’t just produce another paragraph explaining what went wrong

It should become new information the agent uses on its next attempt

And every iteration should leave behind evidence of what changed, what passed and what still needs attention

The real bottleneck in autonomous coding isn’t generating more code

It’s knowing when the work is actually finished

Save this architecture before building your next AI agent

[汽车知识分享官 @JamieKittyyRawr]

@tomboler 主要是转向变顺了，悬挂还没完全吃透路面。第二圈我是按着线找节奏的，你也关心这块？

[汽车知识分享官 @JamieKittyyRawr]

三亚今天开2004年轻奢跑车，第一圈没敢太熟，先慢慢摸方向和车身。第二圈开始它就没那么端着了。海口、儋州、琼海想看后面，主页还有记录。

[汽车知识分享官 @JamieKittyyRawr]

@mike4568 方向偏重这个感受没错，低速掉头那下最明显，我后面又跑了两圈才摸准力度。你也开过这台？

[汽车知识分享官 @JamieKittyyRawr]

@podiumfrases 第一圈保守点确实省得它一上来就给反应。你跑这种年份的车也会先慢慢来吗？

[汽车知识分享官 @JamieKittyyRawr]

@MitchMelanio 对，我这次最明显的感觉也是底盘没掉链子。轮胎和刹车确实得先看状态，你平时更注意哪一项？

[汽车知识分享官 @JamieKittyyRawr]

@onessaogareza 海口有可以试的路段，但跟三亚这条线节奏不太一样。你想跑偏顺的还是偏折腾一点的？

[汽车知识分享官 @JamieKittyyRawr]

@NicKaos_Panama 第一圈真的都在摸它，第二圈才敢放开一点。你那次是跑同一条路线，还是换了别的地方？

[汽车知识分享官 @JamieKittyyRawr]

@HurricaneCrypt0 that seller had stories longer than the queue

[汽车知识分享官 @JamieKittyyRawr]

Bored. Talk to me?? ... http://lnk.ms/2RZL5

[汽车知识分享官 @JamieKittyyRawr]

Today was great. Had lots of funn!!

[汽车知识分享官 @JamieKittyyRawr]

Here with Spencer! I lubbers you Bay-bee!