How much does it actually cost to self-host over-the-air (OTA) updates for React Native or Capacitor apps? Especially for an app with many millions of users. It’s a useful number to know if you’ve got a growing bill for a…
After 10+ years of building AI automation and cloud systems, and running my own autonomous pipelines under BizFlowAI, this is the playbook I follow when someone asks me to make an AI feature reliable. An LLM engineering engagement covers six things:…
The list was not slow because the phones were weak. It was slow because every row asked the phone to do heavy work for a 120 pixel box, and to do it again on every scroll. The wrong fix is to…
A visitor arrives through a campaign link, browses two service pages, and submits your contact form. The enquiry reaches your CRM. The campaign information does not. The sales team sees a new lead, but nobody can confidently explain which campaign…
Chain of Recall ist ein Ansatz, um langlebigen KI-Agenten ein Gedächtnis zu geben, ohne deren Kontextfenster zu überladen. Jeder Trigger, Thread und Worker erhält eine dauerhafte ID. Im Kontext verbleiben lediglich IDs, kurze Zusammenfassungen und benachbarte Nachrichten – der Agent folgt…
Available · Senior full-time · Remote-first Pakistan · UTC+5 · Issue 01 Blind retries double-send emails and double-charge customers. The BullMQ setup I run in NestJS: jittered backoff, idempotent jobs, and a dead-letter queue. Install two packages and register one module. BullMQ is the queue…
I have watched the same failure play out in real-time features more than once. One server, one room, everything works. You add a second instance behind a load balancer to handle more connections, and half your users stop receiving messages.
The scene arrived in the right town, on the right block, and about four feet below the road. It also looked rotated by a degree or two. Nothing in the file said so. The mesh was beautiful, the textures were…
Field report · November 4, 2026 · AgentConn Team Parallel agents are solved. Collaborative agents are not. The shared-session primitive is the gap everyone is racing to fill. To understand why the shared session is hard, you have to understand what the current parallel-fleet…
Every engineering leader managing modern distributed systems eventually hits the same bottleneck: context fragmentation. Teams communicate decisions across Slack threads, Google Meets, Jira tickets, and Confluence docs, but autonomous services and developers operate in isolated silos. When artificial intelligence entered…
System design, microservices vs monoliths, event-driven architectures, DDD, and resilient patterns.
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