Tagged “deployment”

3 posts.

All Model Architecture19 Training & Alignment22 Inference & Serving18 Agents & Orchestration11 Reasoning & Evaluation26 Safety, Security & Governance7 Platforms & Practice20

Platforms & Practice 24 min

A Model Version Is No Longer a File: Registries for Compound AI Systems

Model registries were built to version a trained artefact you own. An LLM application's behaviour comes from a hosted snapshot that retires on someone else's calendar, plus prompts, an index and tools you change weekly. The relea…

model-registry-and-versioning mlops llm-systems evaluation ∑ ◫

Reasoning & Evaluation 24 min

Hidden Technical Debt, a Decade On: What Continuous Delivery for ML Actually Fixed

In 2015 a Google paper catalogued the ways machine learning systems rot, and a decade of MLOps tooling set out to pay that debt down. It paid down the debt that lives in pipelines and artefacts, and left the debt that lives in ju…

ci-cd-for-ml mlops evaluation-mlops deployment ∑ ◫

Agents & Orchestration 25 min

Production Agent Engineering: The Pro-Code Playbook

Fifty-seven percent of organizations now run AI agents in production, yet quality remains the top deployment barrier. This is the field guide for the engineers shipping those systems: frameworks compared, patterns catalogued, fai…

agents frameworks langgraph crewai ∑ ◫