Individual skill
Simplify
Research-first simplification of any file, skill, tool, subsystem or codebase against its ideal state: reads its ISA or derives its purpose, maps every dependent (callers, imports, references, hooks, settings, docs, tests), classifies each element with evidence as load-bearing, duplicate, dead, cruft or over-abstracted, then proposes and applies cuts that keep every behaviour a dependent relies on, proven by before-and-after parity checks. USE WHEN simplify, simplify this, simplify this system, remove cruft, remove duplication, dedupe, dead code, clean this up, this has gotten bloated, too complicated, reduce complexity, consolidate, strip this down without breaking it, what can we delete. NOT FOR always-on context files (Trim), cleanup of just the current diff (/simplify), harmony across many systems (Unify), auditing prompt rules for over-prompting (BitterLessonEngineering), bug hunting (/code-review).
LifeOS/install/skills/Simplify/SKILL.md
Source commit b7efec97d8c3885feee285bee468c35602fb0606
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- Yes
- Observed behavior
- Not checked yet
- Last checked
- Nov 2, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
Standard SKILL.md format has not been attested at this commit. No installation command is available; inspect the source.
Repository context
- Repository stars (not skill ratings)
- 19,769
- Repository last updated
- Nov 5, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai Repository topic
- augmentation Repository topic
- productivity Repository topic
- humans Repository topic
- ai-harness Repository topic
- intent-engineering Repository topic
- personal-ai Repository topic
- coding Repository topic
- lifeos Repository topic
- docs Derived category
- research Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
Intents/Apply.mddoc · 2,647 bytesIntents/Propose.mddoc · 2,807 bytesIntents/Survey.mddoc · 3,668 bytesSKILL.mdcore · 4,770 bytes
Read excerpt
# Simplify
Simplify makes a target smaller and clearer without breaking anything that depends on it. A target can be a file, a skill, a tool, a subsystem or a whole repo. The work comes in three intents, each building on the record from the one before: Survey maps the target read-only, Propose ranks the cuts and holds them for a yes, and Apply lands the approved cuts with proven parity. The central rule: a cut never drops a behaviour that a dependent or ISA criterion relies on, and anything the evidence cannot explain stays. Records sit next to the target's ISA when there is one.
## Ideal State
- The target ends smaller and clearer, and every behaviour a dependent or ISA criterion relies on still works, shown by the same baseline checks passing before and after.
- No element is cut on looks: each cut rests on a survey finding with its searches cited, and anything the evidence cannot explain stays.
- Nothing changes until the principal approves the specific rows, and a delete of irreplaceable content gets its own yes.
- Each stage leaves its record under `LIFEOS/MEMORY/WORK/{slug}/simplify/`, so the next stage builds on evidence rather than on memory.
## Intent Routing
| Intent | Trigger | File |