
Engineering operations
نموذج مرجعيBug triage time cut by 70%
An agent that reads incoming bug reports, attempts reproduction from the available context, and routes what it cannot reproduce with the specific questions that would unblock it.
لمحة سريعة
- المدة
- 13 أسبوعاً
- حجم الفريق
- 1 شخص
- نوع التعاقد
- بناء جديد
- نوع المشروع
- ذكاء اصطناعي وأتمتة
- القطاع
- B2B SaaS
الوضع
التحدي
Most triage effort goes into reports that cannot be reproduced as written. The information needed is usually knowable, but asking for it is manual and repetitive.
ما الذي فعلناه
Attempt reproduction automatically, and when that fails, ask precisely for the missing piece rather than sending a generic request for more detail.
القرارات التي صنعت الفارق
Reproduction attempted before routing
The agent tries the steps against available context first, so a triaged bug arrives with evidence attached.
Specific questions, not 'please provide more information'
When reproduction fails, the agent names what is missing. Generic requests are why bug reports stall.
ما الذي تغيّر
- reduction in triage time
- 70%reduction in triage time
- of unreproducible reports return specific questions
- 100%of unreproducible reports return specific questions
Triage time down 70%, with unreproducible reports returned carrying the specific questions that would resolve them.
الخدمات المستخدمة
- Automated reproduction attempts against report context
- Structured triage output with severity and routing
- Targeted follow-up question generation
ما الذي كنا سنفعله بشكل مختلف
لكل مشروع واحدة من هذه. ونشرها هو المقصد — فدراسة حالة بلا ندم فيها تسويق لا دليل.
Knowing when to stop was the design problem. An agent that keeps trying to reproduce a bug burns more time than the triage it replaced.
أعمال أخرى
- Internet Money · Crypto financial services$10M+monthly transaction volume
One wallet interface across five blockchains
A multi-chain crypto platform where every chain hides behind one interface, with a tamper-evident audit trail underneath it. $10M+ moves through it monthly.
اقرأ دراسة الحالة - MagicTask · Project management SaaS100K+concurrent users
From latency spikes at 5,000 users to 100,000 concurrent
A gamified project management platform re-architected from a single Node server into an event-driven system that holds 100,000+ concurrent connections without the reward engine touching the critical path.
اقرأ دراسة الحالة