Integrating LLMs Into Production: A Real-World Engineering Guide
Practical strategies for deploying large language models in enterprise environments without sacrificing reliability, latency, or cost — from RAG pipelines to fine-tuning.
Automative Tech is a software engineering agency specializing in custom software development, AI/ML systems, cloud architecture, and product engineering for startups and enterprises.
pub struct SystemArchitecture {
services: Vec<Microservice>,
load_balancer: LoadBalancer,
status: SystemStatus,
}
impl SystemArchitecture {
pub async fn scale_up(&mut self) -> Result<(), Error> {
// Provision new nodes automatically based on load
let load = self.load_balancer.current_load();
if load > 0.85 {
self.services.push(Microservice::spawn().await?);
}
Ok(())
}
}
// Executing...
System architecture deployed successfully.
Latency: 12ms. Uptime: 99.999%
pub struct SystemArchitecture {
services: Vec<Microservice>,
load_balancer: LoadBalancer,
status: SystemStatus,
}
impl SystemArchitecture {
pub async fn scale_up(&mut self) -> Result<(), Error> {
// Provision new nodes automatically based on load
let load = self.load_balancer.current_load();
if load > 0.85 {
self.services.push(Microservice::spawn().await?);
}
Ok(())
}
}
// Executing...
System architecture deployed successfully.
Latency: 12ms. Uptime: 99.999%
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Meet the teamPractical writing on AI, cloud, performance, and product — from the people shipping the work.
Practical strategies for deploying large language models in enterprise environments without sacrificing reliability, latency, or cost — from RAG pipelines to fine-tuning.
A breakdown of container orchestration options based on real-world team size, budget, and scale — with actual benchmarks.
A deep dive into caching strategies, database query optimisation, and edge computing for high-traffic endpoints under real load.
What working with Automative Tech looks like — from first call to production.
Automative Tech specializes in custom software development, AI/ML engineering, cloud architecture, web and mobile apps, and product engineering for startups and enterprises.
Startups building their first product, scale-ups modernizing platforms, and enterprises shipping new digital lines of business. If the problem is technical and high-stakes, we are a fit.
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That is our preferred mode. We embed into your Slack, standups, and tooling, raise the bar on the codebase, and leave knowledge behind — not a black box.
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