
Engineering operations
Reference buildBug 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.
Aik nazar mein
- Muddat
- 13 hafte
- Team ka hajm
- 1 fard
- Muahide ki naueeyat
- Nayi tameer
- Project ki qism
- AI aur automation
- Shoba
- B2B SaaS
Kin cheezon se bana
Soorat-e-haal
Challenge kya tha
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.
Hum ne kya kiya
Attempt reproduction automatically, and when that fails, ask precisely for the missing piece rather than sending a generic request for more detail.
Wo faisle jo aham the
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.
Kya badla
- 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.
Istemal shuda khidmaat
- Automated reproduction attempts against report context
- Structured triage output with severity and routing
- Targeted follow-up question generation
Hum kya mukhtalif karte
Har mansoobe mein aisi aik baat hoti hai. Ise shaya karna hi asal nukta hai — jis case study mein koi pachhtawa na ho wo saboot nahi, tashheer hai.
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.
Istemal shuda khidmaat
Mazeed kaam
- 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.
Case study parhen - 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.
Case study parhen