~/talks

Kerim Satirli

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Enterprise-ready document processing for AIAI By the Bay 20252025-11-17
Built an end-to-end pipeline that converts PDFs, images, audio and video into chunked embeddings, stores them in a vector DB and serves relevant passages to…
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GPU sharing done right: Secrets, security, and scaling with Vault and vClusterHashiConf 20252025-09-24
Shows a concrete stack: vCluster for per-team virtual clusters, HashiCorp Vault namespaces with listener route per-namespace, and GPU sharing via MPS or MIG…
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Building a Conversational Knowledge BaseAI_dev Europe 20252025-08-28
Built a conversational knowledge base that indexes robot docs and specs and returns focused answers using retrieval-augmented generation with embeddings and a…
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The building blocks of Infrastructure Lifecycle ManagementHashiConf 20242024-10-14
A demo shows discovery of a vulnerable Node package in one of ~500 workspaces using HCP Terraform safe views, then a full remediation: identify the offending…
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Learning from Firefighters to Improve Systems ReliabilityCloudOpen at Open Source Summit Europe 20242024-09-16
Adapts the Ten Standard Firefighting Orders (codified since 1957) into concrete SRE practices: keep a 120‑page pocket playbook with prerequisites, run 3–5…
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Learning from Firefighters to Improve Systems ReliabilityOpen Source Summit Europe 20242024-09-16
Adapts the Ten Standard Firefighting Orders (codified since 1957, pocket 120 page playbook) to SRE practices and shows concrete practices that reduce operator…
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Gaming at Scale: What we learned from building our own multiplayer environmentScale By the Bay 20232023-11-13
Engineers build a multiplayer Minecraft environment that uses Nomad to run Node.js bot containers, Terraform to deploy across clouds and regions, and Datadog…
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What We Learned from Building Edge Computing NodesCloudOpen @ Open Source Summit North America 20232023-05-10
Deploys three real systems and what actually worked: an airport LoRa sensor network that loses years off expected lifetime because of LoRa battery misread and…
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Patterns That Protect: Securing Workloads in Automated DeploymentsSupplyChainSecurityCon @ OSS NA 20232023-05-10
Shows concrete, working patterns: uses Terraform to codify GitHub allow lists and GitHub Actions with content-addressed allowlist entries (no human tags)…
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Hands-on Workshop: Envoy Metrics Demystified WorkshopServiceMeshCon North America 20222022-10-25
Hands-on walkthrough that uses Prometheus + Grafana and an Envoy-based mesh to turn raw stats into dashboards. Workshop boots a three‑tier demo (API → payments…
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Event Driven Access ControlsHashiConf Europe 20222022-06-20
Prototype automates event-driven access: PagerDuty webhook triggers a Boundary + Vault + PagerDuty workflow that vends ephemeral Postgres credentials via…
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Better Reliability Through Observability and ExperimentationKubeCon + CloudNativeCon Europe 20222022-05-16
Shows how observability plus controlled experiments shorten time to detect (TTD) and harden systems using OpenTelemetry/OpenTracing, Gremlin-style fault…
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Panel Discussion | Test Automation TrendsTestCon Europe 20212021-09-07
Claims: mobile testing moves to the cloud for device variety and cost savings, teams run thousands of devices in parallel; recommended tools include genimotion…
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Understanding the GitHub Provider for TerraformHashiTalks 20202020-02-20
Covers using the GitHub Terraform provider to manage orgs, teams, memberships and ~500 repositories across half a dozen orgs, requiring Terraform 0.12+ and…
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