Agentic Delivery, Guardrailed: AI in CI/CD & Platform Engineering (Open Source Patterns)
Talkat Open Source Summit India 2026 · on Wednesday, 2026-06-17· at 18:25· Lotus Ballroom 2 (Level 3)·
summary
A reference architecture that fuses Git + Jenkins/Tekton + Argo CD with OpenTelemetry (Tempo, Loki, Prometheus/Mimir, Grafana) and a delivery intelligence layer built on Postgres+PGVector, MemZero, Apache Jena/Fuseki, Gwen 3.4 and OpenAI frontier models 5.4, LangChain/LangGraph and LlamaIndex drives grounded copilots for failure triage with runbook evidence; production patterns include flaky test quarantine, test prioritization/selection, and change‑risk scoring that picks canary/rollout strategies; evidence‑first outputs, OPA/Kyverno policy‑as‑code, GitLeaks redaction and MLflow evaluation harnesses secure and measure the system, achieving >99.99% availability.
AI-written summary · about
chapters (10)
- 0:00Agentic delivery in CI/CD
- 4:52Platform as product for CI/CD
- 8:45AI-driven CI/CD reference
- 13:22OpenTelemetry in CI/CD
- 25:00AI failure triage patterns
- 30:59Dynamic runbooks & AI costs
- 32:03Flaky test detection
- 34:08Risk scoring & deployments
- 36:56Guardrails for AI in CI/CD
- 41:07Anti-patterns in agentic CI/CD
related talks
46mUnlocking The Tech Wonderland: Combining GitOps, Platforms, and AI
24mEmpowering the GitOps Future with AI
29mOpen-Source Framework for AI-Powered CI/CD Pipelines
29mCombining Progressive Delivery with GitOps and Continuous Delivery
30mOur Journey in Integrating GitOps Tools Into Delivery Pipelines
26mAgentic DevOps in the Autonomous Cloud
05mAgentic GitOps: Evolving Enterprise Delivery
40mAI-Augmented DevOps with Platform Engineering