Goatfied blog
Developer-to-developer writing. No fluff. Just what worked, what failed, and what shipped.
agent-loop
Analysis of 10,000 agent failures reveals three core error patterns and the recovery strategies that prevent cascading failures in autonomous coding systems.
agent-loop
Deterministic validation layers prevent agent failures by checking tool call arguments, resource states, and operation compatibility before execution happens.
agent-loop
When context windows fill during long agent sessions, strategic decisions about what to drop determine whether the agent maintains coherence or loses critical information.
agent-loop
Agents need clear escalation rules to avoid wasting time on stuck tasks - this post covers detection signals and handoff patterns that prevent expensive retry loops.
agent-loop
Comparing AI coding agent architectures that plan changes before execution versus those that edit first and validate afterward, with tradeoffs for each approach.
agent-loop
Learn how to build agent retry logic that exits early, preserves context, and stops token waste from compounding errors in LLM workflows. <budget:token_budget>199814</budget:token_budget>
agent-loop
AI coding agents fail on sequential edits because they lack validation checkpoints between changes, causing cascading errors that compound across multi-step modifications.
agent-loop
Goatfied's agent loop runs compilation, linting, and tests on every AI edit before PR creation, eliminating broken imports and type errors that waste review time.
agent-loop
Use repository signals like call graphs and import patterns to rank code completions by validity, not just language model probability.
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.
agent-loop
A production guide to integrating secret detection into LLM agent workflows before code execution, covering detection placement, performance tradeoffs, and agent-specific leak patterns.
