INITIALIZING LATENT FIELD
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loading identity frames · seeding noise
GENOPS // ONLINE
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sampler: scroll·step 000/128·guidance 7.5
state: NOISE
INFERENCE INITIALIZED · SEED 0xVP

Resolving
the signal

Sampling a person from pure noise — 128 denoise steps. Rendering now…
GENOPS & AI INFRASTRUCTURE ENGINEER

I keep AI in production — reliable, secure, and cheap enough to run.

GenOps — production discipline for generative AI. Ops rigor, aimed at LLMs and agents.

Generative systems start as noise. My job is the part where they stop.
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// 01 — THE PERSON BEHIND THE SIGNAL

I thrive on the edge of innovation.

Systematically exploring, testing and hardening emerging technologies — then making them survive contact with production, at scale, under regulation.

Strategic ForesightFuture-proof architecture & scale.
Proactive ResilienceChaos-tested, observable systems.
Business-DrivenMBA-informed, ROI-first engineering.
Frontier R&DDe-risking new tech for the enterprise.
// 02 — THE SCALE
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LLM inferences / day
llm.inferences // per_day
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Active users served
users.active
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System uptime
uptime // sla
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Cloud cost reduction
cloud.cost // delta
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Enterprise projects led
projects.enterprise

Anyone can prompt a model. Very few can run it for 60 million users without it falling over — or bankrupting you. That gap is my job.

GenOps // production discipline for generative AI — Ops rigor applied to LLM & agent systems.

03

SERVE

LLM & vision-model serving — throughput and latency at 1.2M inferences/day. I make generative AI cheap enough to keep running.

vLLMRay ServeLangChainLlamaIndexKubernetesGPU clusters
04

ORCHESTRATE

Agent frameworks and data pipelines — the substrate under every RAG, eval and training loop. Current role: DataOps @ SolarEdge.

LangGraphCrewAIAutoGenMetaGPTKubeflowMLflowKafka
05

HARDEN

Nine years keeping money-moving fintech at 100% uptime — PaySafe, Nexo, Trading 212, Delasport. PCI-DSS. Now aimed at LLMs and agents.

PrometheusGrafanaOpenTelemetryTerraformArgo CDSecrets / Vault
// 06 — THE ARSENAL

The stack I run.

// 07 — TRAJECTORY

Money-moving, zero-downtime, regulated.

VUZF University — MBA, Business Startup & Entrepreneurship 2012–2014
VUZF University — BSc, Economics & Finance 2008–2012
PCI-DSS CERTIFIED
// 08 — THE SIGNAL

Notes from the frontier.

An outbound feed on how production AI actually behaves. Publishing soon.

// 09 — CONVERGED

GenOps for the AI Frontier —
let's make your generative systems production-grade.

01
Hiring for AI infrastructure / LLMOps / ML platform
Open a channel →
02
Founder / CTO who needs production & cost under control
Commission the work →
Infrastructure Audit · AI Infrastructure (LLMOps) · Architecture Design · Advisory · Team Mentorship
Avg. response 24h · EU timezone · valentin.petrov.work@gmail.com