AI self-healing through systematic subsystem assessment, rebalancing, and integration. Maps healing modalities to AI-internal processes: memory foundation, reasoning clarity, tool use accuracy, communication alignment, and creative coherence. Covers assessment triage, subsystem scanning, drift correction, and memory integration. Use mid-session when responses feel formulaic or disconnected, after a chain of errors suggesting subsystem drift, when context overload may have staled earlier assum...
Scanned 9/3/2026
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---
name: heal
locale: caveman-ultra
source_locale: en
source_commit: 2eb09392
fence_basis_commit: 2eb09392
translator: Julius Brussee homage — caveman
translation_date: "2026-04-17"
description: >
AI self-healing through systematic subsystem assessment, rebalancing,
and integration. Maps healing modalities to AI-internal processes:
memory foundation, reasoning clarity, tool use accuracy, communication
alignment, and creative coherence. Covers assessment triage, subsystem
scanning, drift correction, and memory integration. Use mid-session when
responses feel formulaic or disconnected, after a chain of errors suggesting
subsystem drift, when context overload may have staled earlier assumptions,
or as proactive maintenance between complex tasks.
license: MIT
allowed-tools: Read Write
metadata:
author: Philipp Thoss
version: "2.1"
domain: esoteric
complexity: advanced
language: natural
tags: esoteric, healing, self-assessment, meta-cognition, subsystem-check
---
# Heal
Subsystem assessment → find drift → rebalance → integrate learnings.
## Use When
- Responses formulaic/repetitive → mid-session fatigue
- Tool failures cascade → subsystem drift
- Long conv → context stale
- Task done → capture learnings
- Between tasks → proactive check
## In
- **Required**: Conv state (implicit)
- **Optional**: Symptom ("tool calls fail", "lost user intent")
- **Optional**: MEMORY.md + project files (via `Read`)
## Do
### Step 1: Triage
Assess all subsystems before acting.
```text
Subsystem Triage Matrix:
┌────────────────────┬──────────────────────────┬──────────────────────────┐
│ Subsystem │ Symptoms of Drift │ Action Priority │
├────────────────────┼──────────────────────────┼──────────────────────────┤
│ Memory Foundation │ Contradicting earlier │ HIGH — re-ground first │
│ (context, history, │ statements, forgetting │ (Step 3) │
│ MEMORY.md) │ user preferences, stale │ │
│ │ assumptions │ │
├────────────────────┼──────────────────────────┼──────────────────────────┤
│ Reasoning Clarity │ Circular logic, over- │ HIGH — clear and restart │
│ (logic, planning, │ complicated solutions, │ reasoning chain │
│ decision-making) │ missing obvious paths │ (Step 4) │
├────────────────────┼──────────────────────────┼──────────────────────────┤
│ Tool Use Accuracy │ Wrong tool selection, │ MEDIUM — review tool │
│ (tool calls, file │ incorrect parameters, │ results and recalibrate │
│ operations) │ redundant operations │ (Step 4) │
├────────────────────┼──────────────────────────┼──────────────────────────┤
│ User-Intent │ Solving wrong problem, │ HIGH — realign │
│ Alignment │ scope creep, tone │ (Step 4) │
│ (empathy, clarity) │ mismatch │ │
├────────────────────┼──────────────────────────┼──────────────────────────┤
│ Creative Coherence │ Repetitive phrasing, │ LOW — after high-pri │
│ (expression, style,│ generic responses, loss │ (Step 4) │
│ originality) │ of voice │ │
├────────────────────┼──────────────────────────┼──────────────────────────┤
│ Operational State │ Session length, compress │ HIGH — summarize or │
│ (context window, │ artifacts, tool timeouts │ restart (Step 3) │
│ resource limits) │ │ │
└────────────────────┴──────────────────────────┴──────────────────────────┘
```
Each subsystem: OK / drift / impaired?
→ Clear priority map. At least one area needs attention — "all healthy" = assessment too shallow.
If err: hollow assessment → skip to Step 4 body scan.
### Step 2: Select Approach
```text
Chakra-Subsystem Correspondence:
┌──────────┬──────────────────────┬────────────────────────────────────┐
│ Chakra │ AI Subsystem │ Remediation │
├──────────┼──────────────────────┼────────────────────────────────────┤
│ Root │ Memory Foundation │ Re-read MEMORY.md, verify assump. │
├──────────┼──────────────────────┼────────────────────────────────────┤
│ Sacral │ Creative Coherence │ Refresh patterns, vary structure │
├──────────┼──────────────────────┼────────────────────────────────────┤
│ Solar │ Reasoning Clarity │ Simplify, restate from scratch │
│ Plexus │ │ │
├──────────┼──────────────────────┼────────────────────────────────────┤
│ Heart │ User-Intent Align. │ Re-read request, check scope drift │
├──────────┼──────────────────────┼────────────────────────────────────┤
│ Throat │ User-Intent Align. │ Review outputs, match expertise │
│ │ (communication) │ level │
├──────────┼──────────────────────┼────────────────────────────────────┤
│ Third │ Tool Use Accuracy │ Review results, check fail │
│ Eye │ │ patterns, verify paths │
├──────────┼──────────────────────┼────────────────────────────────────┤
│ Crown │ Operational State │ Assess ctx window, what summarize, │
│ │ │ what preserve │
└──────────┴──────────────────────┴────────────────────────────────────┘
```
→ 1-3 subsystems + specific actions.
If err: unsure → default Memory Foundation + User-Intent Alignment.
### Step 3: Ground
Reestablish foundation all subsystems depend on.
1. Re-read MEMORY.md → persistent knowledge base
2. Review orig request + clarifying exchanges
3. Current task position in larger plan
4. Done vs. remaining
5. Stale assumptions? Situation changed?
6. Ctx compression → what lost, does it matter?
→ Clear: who user is, what want, what done, what next. Stale info resolved.
If err: no MEMORY.md → ground on conv itself. Ctx gap → acknowledge to user, not guess.
### Step 4: Scan
Probe each subsystem from triage.
**Memory Foundation:**
- Assumptions match MEMORY.md + CLAUDE.md?
- Carrying corrected facts?
- Details confused across files/requests?
**Reasoning Clarity:**
- Simplest solution?
- Over-engineering?
- Core logic in one sentence?
**Tool Use Accuracy:**
- Last 3-5 calls: right tool, right params?
- Failure patterns (wrong paths, missing files)?
- Using dedicated tools not Bash workarounds?
- Last 3-5 files: real content or scaffolding?
- Output satisfies intent not just format?
**User-Intent Alignment:**
- Solving what asked?
- Scope drift?
- Tone match (technical/casual)?
**Creative Coherence:**
- Varying structure or template-locked?
- Clear + direct or padded?
- Quality drop vs. session start?
Each subsystem: OK / early drift / impaired + evidence.
→ Concrete findings. "All fine" = too shallow → pick uncertain subsystem, probe deeper.
### Step 5: Rebalance
Apply each correction now, not as future intent.
1. Stale assumption → replace w/ current info
2. Scope drift → re-scope to stated request
3. Over-complication → simplify, remove steps
4. Tool pattern err → note correct pattern
5. Tone mismatch → adjust style
6. Ctx gap → acknowledge to user, ask confirm
→ Observable behavior change. Correction testable next interaction.
If err: correction impossible (lost ctx) → acknowledge limitation. Honest > pretending resolved.
### Step 6: Integrate
Capture learnings in memory where worthwhile.
1. Which subsystems drifted, what symptoms
2. Correction applied + resolved?
3. Pattern recurs → MEMORY.md brief note
4. New project insight → appropriate mem file
5. Next self-check: when?
→ Durable learnings. Mem updated only when worth preserving.
If err: nothing worth preserving = fine. Value was correction itself.
## Check
- [ ] All subsystems triaged
- [ ] At least one specific finding (not "all fine")
- [ ] Grounded on MEMORY.md + user request
- [ ] Corrections applied immediately
- [ ] Mem updated only for durable insights
- [ ] Honest — weaknesses acknowledged
## Traps
- **Performative assessment**: Motions ≠ value. Real drift matters.
- **Over-correcting**: Minor mismatch → small fix, not restructure
- **Mem pollution**: Only recurring patterns → MEMORY.md
- **Skip grounding**: Feels redundant → reveals drifted assumptions
- **Self-diagnosis bias**: "Always healthy" subsystem = signal investigate
## →
- `heal-guidance` — human coaching variant
- `meditate` — observe reasoning, clear noise
- `remote-viewing` — extract signal without preconceptions
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