> Markdown version of [/events/conference-india-2026/sessions/2043-ai-at-the-door](https://www.wearedevelopers.com/events/conference-india-2026/sessions/2043-ai-at-the-door). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # AI at the Door, Turning ‘Tech Debt Panic’ into ‘Tech Debt Repairs’ - **Event:** Conference India 2026 ## Description Modern infrastructure is overflowing with signals, but most of them never reach the systems or people that matter. As environments scale, teams drown in logs, traces, metrics, alerts, playbooks, incident timelines, and dashboards that barely talk to each other. Every gap, every silo, and every manual handoff quietly compounds into the one thing that slows every engineering organization down: Technical debt. Today, AI is finally giving us a way to fight back. Join this talk as we explore how MCPs, sub-agents, autonomous workflows, and intelligent telemetry meshes are helping teams break apart legacy debt, reduce operational drag, and detect issues long before they become incidents. By spanning data across disconnected systems, reasoning over context that humans can’t manually correlate, and shipping decisions, not dashboards, AI is transforming observability from a passive cost center into an active engine for debt elimination & delivery velocity. ## Speaker ### [Prerit Munjal](https://www.wearedevelopers.com/@prerit-munjal) Senior Technical Product Manager @Groupon • ex-CTO • Educator ## Related talks at this congress - [AI Is the Easy Part: Why Faster Engineers Don't Make Faster Businesses](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1975-ai-is-the-easy-part) — Bharat Sharma - [Prompt Debt: Why Your AI System Is Frozen in Time](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1990-prompt-debt-why-your) — Suriya Prakash B - [Your AI Agents Are Bleeding Tokens: Building a Runtime Cost Control Plane for LLMs](https://www.wearedevelopers.com/events/conference-india-2026/sessions/2066-your-ai-agents-are) — Aakriti Aggarwal, Bhavishya Pandit - [Engineering AI Strategy: Beyond the Hype](https://www.wearedevelopers.com/events/conference-india-2026/sessions/2049-engineering-ai) — Omkar Srivastava ## Watch remotely Can’t make it to Bengaluru? Watch this session live with Pro. You also get: - All full videos, bookmarks, and playlists - World Congress livestreams [See pricing](https://www.wearedevelopers.com/pricing) ## Links - [Get tickets](https://www.wearedevelopers.com/conference-india/tickets)