deployment
Observability for AI coding assistants in production
Learn how to instrument AI coding assistants with LLM-specific observability: inference traces, quality metrics, token tracking, and model behavior correlation.
2026-08-148 min read
Goatfied blog
Benchmarks, deployment notes, and hard-won patterns
Developer-to-developer writing. No fluff. Just what worked, what failed, and what shipped.
Filter by category
Filter by tag
All#security#refactoring#open-source#models#deployment#benchmarks#agent-loop#self-hosted#gpu#infra#devex#debugging#apps#agents#planning#tools#benchmark#cursor#copilot#code-review#triage#automation#pull-requests#architecture#reliability#case-study#strategy#trust#onboarding#telemetry#ux#inline-diff#ghost-text#lsp#completion#context#sandboxing#secrets#prompting#testing#docs
deployment
Multi-region deployment for latency-sensitive completion
Deploy LLM inference endpoints across regions to reduce code completion latency while managing model sync, consistency, and infrastructure costs.
2026-08-138 min read
deployment
Right-sizing GPUs for code completion workloads
Learn how to match GPU specs to your code completion request patterns, latency requirements, and team size without overspending on idle compute capacity.
2026-08-128 min read
deployment
Deploying a coding assistant to Kubernetes without leaking source
Deploy AI coding assistants on Kubernetes without exposing source code through logs, volumes, secrets, or network calls to external model endpoints.
2026-08-118 min read
deployment
Zero-downtime model upgrades for coding assistants
Learn how to deploy new LLM versions to production coding assistants without dropping in-flight requests or causing retry storms during model transitions.
2026-08-108 min read
deployment
Cost modelling for self-hosted inference at team scale
Learn how to calculate actual costs for self-hosted LLM inference by modeling compute utilization, instance sizing, and traffic patterns for small engineering teams.
2026-08-098 min read
deployment
Running AI coding assistants in air-gapped environments
Learn how to deploy AI coding assistants in isolated networks using local inference, offline model management, and compliant monitoring infrastructure.
2026-08-088 min read
deployment
Shipping agent-generated PRs safely: gates, budgets, and small diffs
Goatfied deployment playbook covering pre-merge checks, diff review tactics, and retry budget tuning to ship agent-generated PRs safely to production.
2026-07-258 min read
deployment
Self-hosted AI coding assistants: a complete Goatfied deployment guide
A practical guide to self-hosting Goatfied — architecture, model routing, network and data controls, and the tradeoffs between self-hosted and managed for security-sensitive teams.
2026-05-2310 min read