Execute SkillFoundry agent pipeline
Run all PRD-driven agents across database, backend, and frontend layers until the full development lifecycle completes.
Source: samibs ↗graded C · 60/100 — how grades work →
More automation loops
Run an autonomous dev team across GitHub repos (looper)
Runs Claude Code/Codex as an autonomous multi-role dev team — planner → reviewer ↔ fixer → worker — across all of a user's GitHub repos, entirely driven by issue labels. Each loop runs in its own git worktree so multiple repos/issues proceed in parallel without collisions.
Loop cost guardrails pattern
The four-part cost guardrail every agent loop should ship with: a hard iteration cap, a stop-after-N-turns clause in the goal text, a budget limit on SDK loops, and a /cost check inside the loop body.
claude-progress.txt harness pattern (Anthropic)
Anthropic's first-party file-as-memory harness for long-running agents: every fresh-context session recovers state from a progress file and the git log, does one unit of work, updates the file, commits, and exits.