🔁 Finishes your entire backlog while you sleep. The AI orchestrator that DOES the work end-to-end on ANY LLM — discover → implement → verify → merge → 24/7 — behind safety gates, at up to 90% fewer tokens. 48 extension points. Not a chatbot. A worker.
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Evolutionary optimize-by-metric loop — mutate a target, evaluate against fixed criteria, KEEP if the score improves (commit) or REVERT if it doesn't (git checkout), repeat, plateau-break after N stagnated runs. Adapts Karpathy's autoresearch pattern (and the ECC autoresearch-agent) with mandatory yool guardrails (§11…
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Cut output and memory tokens without losing meaning — terse prose levels (caveman-style) that preserve code/paths/URLs byte-for-byte, plus a one-time memory/doc compaction pass that pays back every future turn. Use when replies or worker reports are verbose, when standing context (CLAUDE.md/AGENTS.md/notes) is…
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Perform deterministic Simplicio code changes and validation through the Dev CLI. Use for file edits, patches, implementation, formatting, tests, diagnostics, pre-effect validation, retries, evidence files, and safe mutation workflows. The agent decides intent; Dev CLI owns the mutation and verification.
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Accelerate Simplicio retrieval with indexed search, ranking, cache, mmap, and bounded parallel reads. Use for repeated or large context lookups, low-latency symbol/file retrieval, snapshot-backed ranking, and cache-aware discovery. Do not use it as the source of truth or as a file mutation tool.
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Persist what a run taught you so the next run is cheaper and more correct — mine high-signal lessons from the trajectory, dedup them, and write them back to AGENTS.md / memory so they're applied not re-derived. Use after a run or at session end, when the user says "remember this", "do a retrospective", "learn from…
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Unified public entrypoint for Simplicio's body-of-work orchestration: core + loop in one command. Use when the user types /simplicio-loop, says "ralph loop", "keep iterating until done", "finish all open issues", or asks to drain a queue of work autonomously. Runtime-agnostic: binds a real stop-hook where the host…
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Survey and understand Simplicio codebases before action. Use for repository discovery, architecture mapping, symbol and dependency lookup, call-graph analysis, precedent search, snapshot creation, context selection, and any task where an agent must understand the project before editing. Do not use it as the mutation…
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Terminal-first execution — answer facts with the shell, never with the LLM. Use whenever a step needs a fact about the filesystem, git, processes, or system resources, or runs a build/test/lint/diff whose output would flood context. Substitutes deterministic shell/CLI calls for native LLM operations and clamps their…
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Route broad or ambiguous work across Simplicio Mapper, Fast, Dev CLI, Loop, and Runtime. Use when a request spans components, requires choosing the correct capability, needs an end-to-end workflow, or the agent is unsure which Simplicio skill to invoke. Prism classifies and composes; it does not execute mutations…
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Deep, adversarial branch review — parallel subagents on separate rubrics (security/correctness, code-quality, and does-it-reproduce), spawned in one message, then deduped into one verdict. Runs for EVERY item, no TRIVIAL/SMALL shortcut — it is 3 of the 6 roles in simplicio-tasks' minimum-agent floor. Use before…
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Govern and execute Simplicio workflows through native execution, MCP, gates, checkpoints, receipts, backpressure, pools, memory, and subagents. Use when a task needs durable evidence, controlled side effects, native acceleration, MCP compatibility, or Runtime reconciliation. Do not make Loop depend on Runtime for…
wesleysimplicio/simplicio-loop
Skill Claude CodeCodex
Legacy compatibility alias for /simplicio-loop. Use only when an older install, adapter, or saved prompt still invokes /simplicio-tasks; immediately route the run through .claude/skills/simplicio-loop/SKILL.md, which now owns the public core + loop protocol.