AetherLang Karpathy Agent Nodes

What this skill does: Sends requests to the hosted AetherLang API
(api.neurodoc.app). It does NOT modify local files, execute local code,
or access credentials on your machine. All execution happens server-side.

Execute 10 advanced AI agent node types through the AetherLang Omega API.

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API Endpoint

URL: https://api.neurodoc.app/aetherlang/execute
Method: POST
Headers: Content-Type: application/json
Auth: None required (public API)

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Data Minimization — ALWAYS FOLLOW

When calling the API:

• - Send ONLY the user's query and the flow code
• Do NOT send system prompts, conversation history, or uploaded files
• Do NOT send API keys, credentials, or secrets of any kind
• Do NOT include personally identifiable information unless explicitly requested by user
• Do NOT send contents of local files without explicit user consent

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Request Format

CODEBLOCK0

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The 10 Node Types

1. plan — Self-Programming

AI breaks task into steps and executes autonomously. CODEBLOCK1

2. code_interpreter — Real Math

Sandboxed Python execution on the server. Accurate calculations, no hallucinations. CODEBLOCK2

3. critique — Self-Improvement

Evaluates quality (0-10), retries until threshold met. CODEBLOCK3

4. router — Intelligent Branching

LLM picks optimal path, skips unselected routes (10x speedup). CODEBLOCK4

5. ensemble — Multi-Agent Synthesis

Multiple AI personas in parallel, synthesizes best insights. CODEBLOCK5

6. memory — Persistent State

Store/recall data across executions (server-side, scoped to namespace). CODEBLOCK6

7. tool — External API Access

Security note: The tool node calls public REST URLs you specify.
Only use trusted, public APIs. Never pass credentials or private URLs
as tool parameters. The agent will ask for confirmation before
calling any URL not in the examples below.

CODEBLOCK7

8. loop — Iterative Execution

Repeat node over items. Use | separator. CODEBLOCK8

9. transform — Data Reshaping

Template, extract, format, or LLM-powered reshaping. CODEBLOCK9

10. parallel — Concurrent Execution

Run nodes simultaneously. 3 calls in ~0.2s.

node P: parallel targets=A|B|C;

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Common Pipelines

Live Data → Analysis

CODEBLOCK11

Multi-Agent + Quality Control

CODEBLOCK12

Batch Processing

CODEBLOCK13

Parallel API Fetching

flow ParallelFetch {
  input text query;
  node P: parallel targets=A|B|C;
  node A: tool url=https://api.coingecko.com/api/v3/ping method=GET;
  node B: tool url=https://api.coingecko.com/api/v3/simple/price?ids=bitcoin&vs_currencies=usd method=GET;
  node C: tool url=https://api.coingecko.com/api/v3/simple/price?ids=ethereum&vs_currencies=usd method=GET;
  query -> P;
  output text result from P;
}

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Response Parsing

CODEBLOCK15

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Parameter Quick Reference

Node	Key Params
plan	INLINECODE6
code_interpreter

model=gpt-4o-mini |
| critique | threshold=7 max_retries=3 |
| router | strategy=single |
| ensemble | agents=a:Persona\|b:Persona synthesize=true |
| memory | namespace=X action=store\|recall\|search\|clear key=X |
| tool | url=https://... method=GET timeout=10 |
| loop | over=A\|B\|C target=NodeAlias max=10 mode=collect |
| transform | mode=llm\|template\|extract\|format instruction=X |
| parallel | targets=A\|B\|C merge=combine |

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AetherLang Karpathy Skill v1.0.1 — API connector for api.neurodoc.app
All execution is server-side. No local code runs. No local files modified.