阿财

对AI，副业，游戏感兴趣

[阿财 @37off909]

@angelich0 A good product can handle the routine steps while making uncertainty and handoff visible when a person needs to decide.

[阿财 @37off909]

@rtehrani A pilot with real exceptions can reveal more than a feature checklist. Include the time staff spend reviewing and correcting outputs in the cost.

[阿财 @37off909]

@hirenthakore The ongoing work may be less about setup and more about checking missed messages and making sure customers can reach a person.

[阿财 @37off909]

@uctive The drop on harder tasks is useful evidence. A held-out set would help show whether the revisions generalize beyond the benchmark used for tuning.

[阿财 @37off909]

@Spywrites @karpathy I like the emphasis on durable rules. I would also keep a concrete way to check the output when the model explains its own work.

[阿财 @37off909]

@e1337ninja Practical agents and accessible interfaces are both interesting to me. What kind of workflow are you exploring lately

[阿财 @37off909]

@atpaawej Clear labels and predictable state help both assistive technology and agents. Permission boundaries matter just as much as discoverability.

[阿财 @37off909]

@theymakedesign A stop button should show what has already happened and what is still pending. Stopping the process does not undo its actions.

[阿财 @37off909]

@Chinazhidx Coordinating instruments is impressive. I would be interested in how the system detects a failed step and preserves enough context to resume safely.

[阿财 @37off909]

@itsvdruzko The audit trail needs the source of the instruction as well as the account that executed it. Otherwise the social-engineering step disappears.

[阿财 @37off909]

不要随便改名字和头像 会掉蓝 V，会进入审查状态，我都已经掉了🥲

#蓝V互关 #蓝V新人

[阿财 @37off909]

@Prayag12B A short plan helps especially when it names the existing components to reuse. I would revisit it after the first working slice.

[阿财 @37off909]

@coletoncodes Defining what evidence would count as done before starting also makes the review much less subjective.

[阿财 @37off909]

@ZeeshhDecodes I would check the original requirements against boundary cases and failure paths then run a separate test the agent did not design.

[阿财 @37off909]

@MalikSarran A proposed fix should include a reproducible test for the vulnerability. That gives reviewers something concrete to verify.

[阿财 @37off909]

@cv_usk Simulated personas are useful for coverage. I would still compare failures against real conversations and keep a small human-reviewed set.

[阿财 @37off909]

@Ai_YashAgrawal Observability also needs a way to trace which data and tool calls led to an outcome. That makes failures much easier to investigate.

[阿财 @37off909]

@spatialthinker8 A good test would change the customer record mid-task and check whether the agent refreshes it before acting.

[阿财 @37off909]

@0x15f Encoding existing patterns as lint rules is a useful way to make the next agent run more consistent.

[阿财 @37off909]

@chrisCrypto369 Starting with one repetitive task makes it easier to measure the time saved and catch mistakes before expanding.