Architecting Autonomous Cloud & Intelligent AIOps Pipelines
From multi-region Kubernetes clusters & Terraform GitOps to high-throughput Enterprise LLM fine-tuning and self-healing AIOps telemetry.
[08:42:01.109] INFO [AIOps-SRE-Engine] Streaming metrics from Prometheus & Datadog collectors across 42 microservices...
[08:42:01.350] ANOMALY_DETECTED Pod 'auth-svc-prod-8df98c-2q89x' memory latency spiked +284ms above normal baseline.
[08:42:01.402] DIAGNOSIS Memory leak in connection pool thread pool worker. Root-cause correlation index: 98.4%.
[08:42:01.620] AUTONOMOUS_ACTION Rolling container graceful restart + bumping memory limits to 2Gi via dynamic Kube-Mutator.
[08:42:02.100] RESOLVED Latency dropped back to 12ms. Zero manual engineer page required.
❯ myka-aiops status: ALL CLUSTERS HEALTHY (P99: 14.2ms)
Full-Spectrum Cloud & AI Engineering
Modern systems cannot survive on standard virtualization alone. We bridge deep infrastructure engineering with autonomous intelligence.
Cloud & IaC Architecture
Deterministic, self-documenting multi-cloud foundations across AWS, Azure, and Google Cloud with OpenTofu and Terraform.
DevOps & GitOps Delivery
Industrial CI/CD pipelines deploying immutable Docker containers into production-hardened Kubernetes clusters.
AIOps & GenAI Infrastructure
High-concurrency GPU model hosting, enterprise RAG workflows, private chatbots, and ML-driven autonomous root-cause remediation.
Shift From Reactive Incident Response to Autonomous AIOps
When production incidents occur at 3:00 AM, our AI-driven telemetry doesn't just wake up engineers with false alarms. It runs real-time root-cause analysis, triggers self-healing workflows, and auto-scales infrastructure before users notice degradation.
Full-Stack OpenTelemetry Instrumentation
Unified distributed tracing, metrics, and application logs aggregated via Prometheus, Grafana, Datadog, and Dynatrace.
Automated Machine Root-Cause Attribution
Correlation models pinpoint exactly which commit, database lock, or misconfigured ingress route triggered service degradation.
Automated Self-Healing Clusters
Self-triggering rollbacks, ephemeral container recycling, and automated traffic diversion before MTTR SLAs are breached.
Private LLMs & Enterprise AI Chatbots
Don't leak proprietary company data to public endpoints. We deploy sovereign, private Large Language Models, agentic chatbots, and fine-tuning clusters inside your secure VPC.
GPU Cluster Orchestration
Deploy and scale NVIDIA H100, A100, and L40S clusters using Ray, Slurm, and Kubernetes for cost-optimized training and high-throughput inference.
vLLM & Fast Model Serving
Ultra-low latency open-source LLM hosting (Llama 3, Mistral, DeepSeek, Qwen) utilizing vLLM, TensorRT-LLM, and Ollama for private enterprise inference.
Custom AI Chatbots & RAG
Enterprise Retrieval-Augmented Generation connecting your internal Confluence, Notion, Git repos, and SQL databases to intelligent private chatbots.
Fine-Tuning & Quantization
LoRA, QLoRA, and AWQ/GPTQ weight quantization workflows to customize frontier models to your internal domain while slashing compute expenditure by 70%.
Full-Spectrum Cloud & AI Toolchain
Click category filters to explore the technologies we deploy, integrate, and support daily.
Experience Myka Autonomous AI Agent
Select any real-world production situation below to test how our AI DevOps copilot parses logs, generates infrastructure code, and optimizes architecture in real time.
Myka Cloud & AIOps Copilot
Hello! I am your Autonomous Cloud & DevOps engineer. Click one of the test scenarios above, or watch how our models parse complex Kubernetes, IaC, and AIOps incidents.Ready to Upgrade to Autonomous Cloud & AIOps?
Whether you need to migrate production to multi-cloud Kubernetes, implement Infrastructure as Code, set up autonomous self-healing SRE pipelines, or deploy private AI models—our principal architects are here to help.
All client architectural audits and infrastructure codebase discussions are governed by strict mutual NDAs and SOC2 Type II compliance frameworks.
Initiate Architecture Consultation
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