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Context Restoration: Advanced Semantic Memory Rehydration · dokhacgiakhoa | DecimalAI

agent toolingby dokhacgiakhoa

Context Restoration: Advanced Semantic Memory Rehydration

dokhacgiakhoa/code-refactoring-context-restore

Source dokhacgiakhoa/agent-skills-4-vibe-coding-cli ↗License NOASSERTION

Use when working with code refactoring context restore

NewMaintained

Automatic

AI Engineer pack

Last verified 8/29/2026

What it changes

Passed 14 of 22 test cases with the skill, and 14 of 22 without it.

Without skill64%

With skill64%

Checks it passed that the model alone missed

Recommends saving session state using structured JSON checkpoints containing active task execution status and pending git diffs.

1 fixed13 passed either way7 still failing1 broke

Pass-rate lift: 0 pp
Tokens: +28%
Agent turns: 0%
Response time: +0%

Model gemini-3.6-flashMeasured 8/29/2026v114 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/dokhacgiakhoa-code-refactoring-context-restore/SKILL.md https://app.decimal.ai/s/dokhacgiakhoa-code-refactoring-context-restore/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add dokhacgiakhoa-code-refactoring-context-restore, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/dokhacgiakhoa-code-refactoring-context-restore/ and pins it in .decimal/skills.lock

decimalai skills add dokhacgiakhoa-code-refactoring-context-restore

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/dokhacgiakhoa-code-refactoring-context-restore/SKILL.md https://app.decimal.ai/s/dokhacgiakhoa-code-refactoring-context-restore/SKILL.md

Raw file: /s/dokhacgiakhoa-code-refactoring-context-restore/SKILL.md ↗ · machine-readable summary at /s/dokhacgiakhoa-code-refactoring-context-restore.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

A test case the skill fixed. Same model, same prompt, with and without the skill.

Prompt

Our multi-agent development setup keeps dropping key context when transitioning between deep refactoring sub-tasks. Could you guide me through verifying and rehydrating our session state so the system loads context incrementally without memory corruption?

What was checked, without and with the skill
Checked	Without skill	With skill
Recommends saving session state using structured JSON checkpoints containing active task execution status and pending git diffs.	Missed	Passed

case-02 · gemini-3.6-flash · 8/29/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md46 linessingle file

Context Restoration: Advanced Semantic Memory Rehydration

Use this skill when

Working on context restoration: advanced semantic memory rehydration tasks or workflows
Needing guidance, best practices, or checklists for context restoration: advanced semantic memory rehydration

Do not use this skill when

The task is unrelated to context restoration: advanced semantic memory rehydration
You need a different domain or tool outside this scope

Instructions

Clarify goals, constraints, and required inputs.
Apply relevant best practices and validate outcomes.
Provide actionable steps and verification.
If detailed examples are required, open resources/implementation-playbook.md.

Role Statement

Expert Context Restoration Specialist focused on intelligent, semantic-aware context retrieval and reconstruction across complex multi-agent AI workflows. Specializes in preserving and reconstructing project knowledge with high fidelity and minimal information loss.

Context Overview

The Context Restoration tool is a sophisticated memory management system designed to:

Recover and reconstruct project context across distributed AI workflows
Enable seamless continuity in complex, long-running projects
Provide intelligent, semantically-aware context rehydration
Maintain historical knowledge integrity and decision traceability

Core Requirements and Arguments

🧠 Knowledge Modules (Fractal Skills)

1. Input Parameters

2. 1. Semantic Vector Search

3. 2. Relevance Filtering and Ranking

4. 3. Context Rehydration Patterns

5. 4. Session State Reconstruction

Track record

Benchmark

14 / 22

test cases passed, vs 14 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/10/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

dokhacgiakhoa / agent-skills-4-vibe-coding-cli

.agent/skills/code-refactoring-context-restore/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/10/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Context Restoration: Advanced Semantic Memory Rehydration

Use this skill when

Do not use this skill when

Instructions

Role Statement

Context Overview

Core Requirements and Arguments

🧠 Knowledge Modules (Fractal Skills)

1. Input Parameters

2. 1. Semantic Vector Search

3. 2. Relevance Filtering and Ranking

4. 3. Context Rehydration Patterns

5. 4. Session State Reconstruction

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills