review
Latency budgets for ghost text completions
Learn how to set latency budgets for ghost text completions in code editors, from the 75ms threshold to pipeline stage breakdowns and monitoring strategies.
2026-04-1711 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.
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architecture
LSP routing strategies for monorepos
Learn three LSP routing strategies that prevent language servers from crawling in monorepos by scoping requests to the smallest project boundary.
2026-04-0711 min read
deployment
Model routing between fast and smart engines
Learn how model routing directs AI requests to fast or powerful engines based on complexity, reducing costs by 40-60% while preserving quality.
2026-03-2812 min read
security
PR triage automation with risk scoring
PR triage automation uses risk scoring to prioritize code reviews based on change impact, contributor history, and affected systems rather than simple rule-based labels.
2026-03-1811 min read
open-source
Prompt patterns for reliable test generation
Learn three prompt patterns that help AI generate reliable, maintainable test cases with better coverage and fewer brittle assertions for your codebase.
2026-03-0813 min read
security
Pull request summaries that engineers actually read
Learn how to write pull request summaries that reduce review time, catch vulnerabilities, and improve code quality by focusing on intent and risk.
2026-02-2810 min read
prompting
Repository indexing that keeps context fresh
Learn how repository indexing stays accurate through continuous updates, version awareness, and incremental syncing as your codebase changes.
2026-02-1812 min read
ux
Sandboxing untrusted tools in dev workflows
Learn how to isolate untrusted code execution in development workflows using containers, VMs, and permission boundaries without breaking developer productivity.
2026-02-1012 min read
agent-loop
Secret detection before agent execution: a production playbook
Learn how to scan for secrets in AI agent contexts before execution, block credential leaks, and audit detection events in production environments.
2026-01-319 min read
architecture
Telemetry ethics for open-source assistants: a production guide
Learn how to design telemetry systems for open-source AI assistants that balance product improvement, user privacy, and regulatory compliance requirements.
2026-01-2112 min read
prompting
Tool call retries with deterministic guards
Tool call retries waste tokens on errors that won't resolve through repetition; deterministic guards validate inputs before execution to prevent futile retry cycles.
2026-01-1110 min read