Mohammed Falahi@mohammedfalahi

CallOps is an autonomous, real-time voice and incident orchestration platform designed to eliminate the critical "3 AM incident triage bottleneck" for engineering teams and solo developers. When a production outage, database crash, or service failure occurs, traditional alerting tools rely on robotic pre-recorded robocalls or quiet chat notifications that are easily missed during off-hours. When engineers do wake up, they spend 15–30 minutes deciphering complex error logs, searching through scattered wikis, and risking destructive guesswork under extreme stress. CallOps bridges the gap between automated monitoring and immediate, intelligent human action. Upon ingesting diagnostic alert webhooks, CallOps triggers a multi-stage workflow: 1. Intelligent Triage & Investigation: An AI SRE investigator isolates root causes from noise, deduplicates cascading errors, and executes a hybrid RAG search (BM25 + vector search with cross-encoder reranking) over verified internal Markdown runbooks. 2. Real-Time Interactive Telephony: Instead of sending a static message, CallOps places an outbound phone call via LiveKit SIP/Twilio to the on-call engineer. Powered by bidirectional, low-latency audio streaming, it briefs the engineer on the live outage using natural speech. 3. Grounded & Safe Remediation: The engineer can converse naturally with CallOps, asking for context, blast radius details, or step-by-step guidance. CallOps operates under a strict zero-hallucination constraint—relying solely on verified runbook steps—and enforces deterministic policy gating (Human-in-the-Loop) before any mutating or destructive remediation command is approved and executed. 4. Comprehensive Observability: Every distributed step, latency metric (TTFT), and tool call is fully tracked via OpenTelemetry, ensuring complete auditability and continuous safety evaluation. CallOps transforms midnight production emergencies from multi-hour panics into brief, guided, and safely resolved phone conversations.

**WorkflowAI** is an AI-powered automation builder that lets anyone create real business workflows just by describing them in plain English. Instead of manually programming scripts or configuring complex automation tools, the user simply explains the task — for example sending emails, notifying a Slack channel, routing support tickets, or approving invoices — and the system handles the rest. The platform uses multiple AI agents working together. One agent understands the request and breaks it into clear steps. Another generates clean, executable Python code using real integrations like email and Slack. The workflow is then executed inside a secure sandbox environment. If an error occurs, a debugging agent analyzes the failure, fixes the code automatically, and reruns it. The result is a production-ready automation that can be downloaded and reused anywhere. WorkflowAI effectively removes the need for technical knowledge, allowing business teams to automate repetitive operational work without writing code, while still producing reliable and usable software.

🌎 Online Hackathon | 💻 Month-long challenge | Dates: Sep 1–30, 2026 | 🏆 $10,000 Prize Pool ($5k cash + $5k in AAI credits) A month-long online challenge run by lablab.ai together with AssemblyAI, the Voice AI infrastructure company for builders. Every participant builds on AssemblyAI. You can join at any point — registration stays open for the whole build window, so you can start on day one or pick the project up halfway through and still submit. 🌍 Fully online hackathon. Join and build from anywhere in the world.

Teams work together with multiple AI agents in shared workspaces to design, build, and launch complete AI products — from initial idea to market-ready app. 📅 February 23– March 1, 2026 ⏱️ 6 days to build and ship an end-to-end agentic AI product 🤝 Work together in shared AI workspaces where your team and AI agents collaborate in real time 🔧 Build with multiple AI agents that handle development, design, testing, and documentation together 🎯 Create everything in one place — from ideation to product to marketing materials, all by prompting and observing 🚀 Focus on real-world products that teams could actually ship and use 🏆 $3,500 in prizes + premium 3-month Complete.dev access for top teams 🧑‍💻 Join your team workspace and start building together

Join Deriv and lablab.ai for a high-intensity hybrid hackathon where top builders create AI prototypes, demo their work, and get fast-tracked to interviews. When • Sat, Jan 31, 2026- On-Site Pre-Hackathon: Deriv AI Meetup (Dubai) • Fri, Feb 6 - Opening words, Challenge, and Hackathon kick-off. (Dubai) • Sat, Feb 7 - Build and ship your prototype - 12 hours (Onsite +Online) • Sun, Feb 8 - Demos, judging, and next steps for standout teams. (Onsite +Online) On-Site Pre-Hackathon: Deriv AI Meetup Sat, Jan 31, 2026 · 2:00–6:00 PM (GST) · Dubai In-person talks, workshops, team formation, and networking with the Deriv team. 👉 Deriv AI Meetup registration What's in it for you • USD $10,000+ in prizes across categories • Mentors available to unblock you when you're stuck • Fast-track interviews for top performers - skip the queue • Real problems to solve - not toy demos Format • Teams of 1-3 • Hybrid: Dubai on-site or fully remote • On-site spots confirmed after screening Location • One by Omniyat, 24th Floor, Al Mustaqbal Street, Business Bay, Dubai, UAE • Travel and accommodation not provided. Apply now • Spots are limited. Shortlisting begins right after the event.