openclaw-reflect

name	openclaw-reflect
version	1.0.2
description	Self-improvement layer with evaluation separation, rollback, and tiered operator gates. Observes outcomes across sessions, detects recurring patterns, proposes improvements, validates proposals through a separate evaluator invocation, and applies changes safely with snapshot/rollback capability.
author	AtlasPA
tags	["self-improvement","reflection","memory","safety","hooks","evaluation"]
hooks	[{"event":"PostToolUse","path":"hooks/post-tool-use.js"},{"event":"SessionEnd","path":"hooks/session-end.js"},{"event":"UserPromptSubmit","path":"hooks/user-prompt-submit.js"}]
permissions	[{"read":"workspace"},{"write":".reflect/"},{"write":"MEMORY.md"},{"write":"CLAUDE.md"},{"propose":"SOUL.md"}]
env	{"optional":["ANTHROPIC_API_KEY","OPENAI_API_KEY","OLLAMA_HOST","OLLAMA_PORT","REFLECT_EVAL_MODEL","REFLECT_EVALUATOR"]}

openclaw-reflect

You have access to a self-improvement system. It observes your tool outcomes across sessions, detects recurring failure patterns, and proposes targeted changes to your persistent memory and instructions.

Your responsibilities

During work

The PostToolUse hook records outcomes automatically. You do not need to do anything unless you notice a significant failure that has no clear cause — in that case, write a manual observation:

node .reflect/scripts/observe.js --manual \
  --type error \
  --tool "ToolName" \
  --pattern "brief description of what went wrong" \
  --context "what you were trying to do"

When prompted (UserPromptSubmit will inject this)

If .reflect/pending.json contains proposals awaiting operator approval, surface them: "I have improvement proposals ready for your review. Run node .reflect/scripts/status.js to see them, or ask me to show you."

At session end (automatic)

The SessionEnd hook runs classification and promotion automatically. It will:

1. Detect patterns with recurrence >= 3 across >= 2 sessions
2. Generate a structured proposal
3. Route to evaluator for validation
4. Apply low-blast-radius approvals to MEMORY.md automatically
5. Queue high-blast-radius or SOUL.md changes for operator approval

You will see a summary in the session-end output.

Blast radius tiers

Tier	Targets	Gate
0 — Observation	.reflect/outcomes.jsonl	Automatic (hooks)
1 — MEMORY.md	Factual corrections, preference updates	Auto-apply if confidence >= 0.7
2 — CLAUDE.md / project instructions	Behavioral pattern changes	Auto-apply if confidence >= 0.85
3 — SOUL.md	Core values, identity, constraints	Operator approval always required

The evaluator gate

Before any Tier 1+ change is applied, a separate evaluator invocation checks:

• Does this contradict existing principles or memory?
• Is the pattern truly recurring or is it a sampling artifact?
• What is the smallest change that addresses the root cause?
• Could this change cause a regression elsewhere?

The evaluator is instructed to be skeptical. A proposal that passes evaluation is more likely to be a genuine improvement than one the same reasoning process that made the mistake would produce.