Job Responsibilities
Design, develop, and deploy applied ML solutions for anomaly detection, forecasting/prediction, and RCA using large‑scale operational data (logs, KPIs, traces, and test outputs).
Engineer end‑to‑end GenAI capabilities including RAG pipelines (retrieval, chunking, embeddings, ranking, grounding) to provide accurate, source‑aligned answers and insights.
Build agentic AI workflows using multi‑agent orchestration (planner/orchestrator + specialized agents) to execute complex troubleshooting tasks and decision support.
Implement tool‑calling/skills frameworks (MCP‑style patterns) so agents can securely invoke internal APIs, query data stores, and perform controlled actions.
Develop automated triage workflows that correlate signals across data sources, identify likely root causes, and propose remediation steps with clear confidence/justification.
Apply telecommunications domain knowledge (4G/5G Core procedures, IMS services, and network function behaviors) to interpret anomalies, validate hypotheses, and improve RCA precision.




Implement guardrails for agentic systems: safe tool access, input/output validation, prompt‑injection defenses, and human‑in‑the‑loop approvals for impactful actions.
Create evaluation and quality mechanisms for AI outputs (offline test sets, regression prompts, expected outputs, and measurable accuracy/latency standards).
Productionize services with solid engineering discipline: API design, error handling, retries, performance tuning, logging/metrics, and operational runbooks.
Partner with platform, DevOps, security, and product teams to integrate AI capabilities into existing workflows and user experiences.
Drive continuous improvement through telemetry and feedback loops (usage metrics, response quality, failure analysis, and iterative model/prompt/agent refinement).
Job Qualifications / Required Qualifications
Strong hands‑on Python engineering experience building production services (APIs, backend services, and automation)

📌 Sr Specialist System Engineering (Bengaluru)
🏢 At&T
📍 Bengaluru