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agentic-core-stateless-llm

Enforces stateless-LLM architecture where execution state lives in orchestrator, tools, and managed memory layers.

Skill by rupeshitpatekar

IndexedMIT★ 1
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/rupeshitpatekar-agentic-core-stateless-llm

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Enforces stateless-LLM architecture where execution state lives in orchestrator, tools, and managed memory layers.

Use cases: ml

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/agentic-core-stateless-llm

What's inside

Skill name
agentic-core-stateless-llm
Description
Enforces stateless-LLM architecture where execution state lives in orchestrator, tools, and managed memory layers.
License
MIT
Instructions
38 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Agentic Core: Stateless LLM

Use this skill to keep the model stateless and move system state into explicit runtime components.

## Principles

1. Model calls are pure inference steps.
2. Session state belongs to orchestrator-managed stores.
3. No critical behavior may depend on hidden model memory assumptions.

## Workflow

1. Define required state categories (ephemeral, durable, indexed).
2. Define which component owns each state category.
3. Define retrieval/update contracts per category.
4. Define failure behavior when state is missing or stale.

## Anti-patterns

- Prompt transcript as sole system of record.
- Implicit reliance on "model remembering" prior turns.
- Unbounded context accumulation.

## Required output format

1. **State Taxonomy**
2. **Ownership Matrix**
3. **Retrieval/Update Contracts**
4. **Failure Modes**
5. **Controls**

## Controls checklist

- Explicit state owner per data class.
- Freshness and invalidation rules.
- Unknown state handling without silent fallback.

From rupeshitpatekar/claude-code-leak-learnings, MIT.

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Last commit (this folder)
Apr 4, 2026 (7 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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agentic-core-stateless-llm skill. Agent Mart. https://agentmart.dev/skills/rupeshitpatekar-agentic-core-stateless-llm (last updated 2026-10-24)