Cloud-Native Architecture

Without selling your soul to the cloud.

Platform Eng

We design cloud infrastructure the way elite product teams do it: fast to deploy, resilient under load, and portable across environments. Whether you’re deep in AWS, juggling hybrid deployments, or trying to escape cloud lock-in, we help you build smart, future-proof architectures that match your goals — not just your vendor’s roadmap. This isn’t “lift and shift.” This is cloud-native engineering with control, clarity, and composability at the core.

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Platform Engineering / Cloud-Native Infrastructure

What we deliver!!

We build AI infrastructure that runs in production, not just in demos.

MLOps Toolchains!!!!

CI/CD pipelines for training, testing, deploying, and monitoring models.

GPU Orchestration

On-demand and auto-scaling GPU clusters (NVIDIA, AMD, cloud-native or bare metal).

Model Serving Infrastructure

Real-time inference endpoints with load balancing, batching, and A/B testing.

LLM Hosting Platforms

Ollama, LM Studio, HuggingFace Accelerated Inference, vLLM, TGI — all supported.

Vector Databases & Embeddings

Pinecone, Weaviate, Qdrant, FAISS, or in-house setups.

Vector Databases & Embeddings

Pinecone, Weaviate, Qdrant, FAISS, or in-house setups.

Platform Engineering / Cloud-Native Infrastructure

What we deliver

We build AI infrastructure that runs in production, not just in demos.

MLOps Toolchains

CI/CD pipelines for training, testing, deploying, and monitoring models.

GPU Orchestration

On-demand and auto-scaling GPU clusters (NVIDIA, AMD, cloud-native or bare metal).

Model Serving Infrastructure

Real-time inference endpoints with load balancing, batching, and A/B testing.

LLM Hosting Platforms

Ollama, LM Studio, HuggingFace Accelerated Inference, vLLM, TGI — all supported.

Platform Engineering / Cloud-Native Infrastructure

What we deliver

We build AI infrastructure that runs in production, not just in demos.

MLOps Toolchains

CI/CD pipelines for training, testing, deploying, and monitoring models.

GPU Orchestration

On-demand and auto-scaling GPU clusters (NVIDIA, AMD, cloud-native or bare metal).

Model Serving Infrastructure

Real-time inference endpoints with load balancing, batching, and A/B testing.

LLM Hosting Platforms

Ollama, LM Studio, HuggingFace Accelerated Inference, vLLM, TGI — all supported.

Vector Databases & Embeddings

Pinecone, Weaviate, Qdrant, FAISS, or in-house setups.

Vector Databases & Embeddings

Pinecone, Weaviate, Qdrant, FAISS, or in-house setups.

Platform Engineering / Cloud-Native Infrastructure

What we deliver

We build AI infrastructure that runs in production, not just in demos.

MLOps Toolchains

CI/CD pipelines for training, testing, deploying, and monitoring models.

GPU Orchestration

On-demand and auto-scaling GPU clusters (NVIDIA, AMD, cloud-native or bare metal).

Model Serving Infrastructure

Real-time inference endpoints with load balancing, batching, and A/B testing.

LLM Hosting Platforms

Ollama, LM Studio, HuggingFace Accelerated Inference, vLLM, TGI — all supported.

Vector Databases & Embeddings

Pinecone, Weaviate, Qdrant, FAISS, or in-house setups.

Vector Databases & Embeddings

Pinecone, Weaviate, Qdrant, FAISS, or in-house setups.

Our reviews

CI/CD Rebuild: Hands-Off Delivery at Scale

CONFLICT transformed SteadyMD’s brittle deployment workflows into a hands-off CI/CD pipeline that builds, tests, and ships code automatically—with near-zero errors. From chaos to confidence, we engineered a system that deploys everywhere, on demand, with human gates for control.

SteadyMD – Compliance & Security

SteadyMD turned to CONFLICT to meet HIPAA and SOC 2 demands without derailing velocity. We hardened their production cloud, implemented real DevSecOps, and embedded audit-ready security into every layer—engineering confidence, not just compliance.

SteadyMD – Custom App Dev & Embedded Team Support

SteadyMD trusted CONFLICT to build and maintain a custom non-core application—fully staffed, fully managed—for over a year. We embedded seamlessly, shipped consistently, and owned the stack until sunset. No hires, no drama, just clean delivery.

DevCamps: On-Demand Cloud Environments

SteadyMD partnered with CONFLICT to tame chaotic dev workflows. Our DevCamp environments cut deployment lead time by 45%, doubled velocity, and slashed error rates by 80%. From friction came velocity—engineering confidence, built on precision.

Zonos – PHP SDK Development

Zonos asked CONFLICT to build a PHP SDK developers would actually love. We delivered clean interfaces, clear docs, and hardened endpoints—helping partners integrate faster, with fewer questions and less churn.

SteadyMD – Production Support & Operations

When SteadyMD needed rock-solid production support, CONFLICT stepped in. From backups to incident response, we stabilized systems, hardened ops, and kept healthcare infrastructure humming. Uptime, confidence, and velocity—all engineered into the platform.

SteadyMD – Staff Augmentation & Embedded Engineering

SteadyMD embedded CONFLICT engineers to run a non-core application end-to-end for 14+ months. No ramp-up, no micro-managing. Just seasoned devs who shipped, supported, and sunset the system with surgical precision.

Team One – Cloud, DevOps & SRE Support

Team One LA brought in CONFLICT to harden infrastructure, optimize DevOps, and support SRE initiatives across internal and client projects. We delivered speed, stability, and scalable cloud ops—without the overhead of building it in-house.

Zonos – API & Web Development

Zonos relied on CONFLICT to build and maintain core APIs and internal-facing UIs that power operational workflows. We delivered durable endpoints, clean interfaces, and production-grade velocity—without creating tech debt.

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Let's engineer the future

We’ve helped companies untangle spaghetti infra, launch in record time, and go from zero to production AI in a single quarter.

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