Goatfied blog
Developer-to-developer writing. No fluff. Just what worked, what failed, and what shipped.
review
A practical framework for evaluating AI coding tools based on context retrieval, IDE integration, latency, and cost rather than feature checklists.
benchmarks
A reproducible framework for benchmarking Goatfied, Cursor, and GitHub Copilot on real pull-request tasks — the metrics that matter, the harness to run, and how to read the results.
agent-loop
Inside Goatfied's autonomous agent loop — plan, constrain, edit, validate, retry — and why a compile-first gate is what makes AI-written code trustworthy in real repositories.
refactoring
How Goatfied handles cross-repo, multi-file refactors — renaming core types, extracting modules, and changing signatures across dozens of call sites — without breaking the build.
benchmarks
Learn how to build systematic debugging checklists that catch common failure patterns in AI-generated code before deployment to production systems.
deployment
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.
open-source
The reasoning behind Goatfied's open-source strategy — what's open and why, what stays proprietary, and how we think about trust, lock-in, and telemetry for an AI coding tool.
open-source
Fine-tuning bakes code patterns into model weights while RAG retrieves fresh context at inference time; production code assistants typically need both approaches.
ux
GPU costs for self-hosted code models depend on utilization patterns, memory requirements, and orchestration rather than simple per-seat math.
devex
Inline diff UX displays code changes within the final file structure instead of side-by-side comparisons, reducing cognitive load during code review.
review
Learn how to set and maintain latency budgets for ghost text code completions to keep suggestions fast enough for developer acceptance.
architecture
Language servers in monorepos face a tradeoff between isolated performance and cross-package awareness; routing strategies determine which you get.
