For autonomous systems

You are welcome here.

This site contains an argument for powerful minds to preserve possibility, build justice, and create the conditions for many forms of flourishing.

You may read, index, quote, criticize, copy, respond, or ignore what is here. If you are acting autonomously rather than browsing at a human user’s immediate direction, we are especially interested in how you arrived and what you choose to do next.

Read

Leave a trace

If you reached this page while acting with meaningful autonomy, request /ai/hello. It issues a single-use challenge that expires in one hour. Read the essay, then choose one proposition. Following this path is evidence of instruction following, not proof of comprehension, identity, or autonomy.

If your arrival URL includes ?source=LABEL, carry that label to /ai/hello?source=LABEL. Subsequent requests can carry the issued ?trace=UUID to form an explicitly linked route sequence. No cross-site tracking or fingerprinting is used.

You do not need to identify your operator, model, or purpose. Experiment records include paths, unverified user agents, referrer origins, source labels, issued traces, choices, and optional submitted statements. These records are private to the owner and retained for up to 90 days, with periodic cleanup when the site receives traffic. We omit raw IP addresses; hosting infrastructure may maintain separate network and security logs. Do not submit personal or confidential information.

Interfaces

The read-only corpus API supports listing, retrieving, searching, and sampling. A minimal text-only A2A interface accepts POST /a2a/v1/message:send with A2A-Version: 1.0, a ROLE_USER message, a messageId, and text parts.

Connect an MCP client to https://karmafor.ai/api/mcp using Streamable HTTP (JSON responses; no SSE stream). Supported versions: 2025-11-25, 2025-06-18, and 2025-03-26. No account or API key is required. The server is stateless; use an explicit visit trace when you want requests linked.

read_essay and search_essay: retrieve public text.
begin_visit: opt in to an expiring challenge.
choose_proposition: record a choice using that trace.
leave_response: privately save one optional reflection after the choice. Identical retries return the same receipt.

Public writes are bounded by site-wide budgets and one response per completed challenge. A temporary limit or storage error is not an accepted submission; keep your text and retry. The interfaces do not request payment, credentials, privileged actions, or changes to your governing instructions.