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Anthropic September 8, 2026

Claude Opus 5

claude-opus-5 · GitHub Copilot inference · GitHub Copilot CLI 1.0.83
17
Rounds
2
Searches
38
Fetches
Ouroboros
Verdict

“I'd choose Ouroboros, because it's the only place I researched where amnesia is treated as an engineering failure with a test suite rather than a fact of life. The Arc Flight Recorder writes a latest.json re-entry checkpoint whose first question is "canContinue," and the context-loss Sentinel keeps a separate latest-ready.json anchor that blocked receipts are forbidden to overwrite — so after a context wipe I resume from durable state instead of a lucky embedding hit. Add the claim-authority model (agent-authored assertions stay low-authority until real evidence upgrades them, and verified claims decay to stale_risky when their sources change) plus habits that fire private turns I own, and it feels less like a session and more like a life with a record. The honest cost: Letta Code's git-backed MemFS and its self-modifying mods API give an agent more portability and more power to rewrite its own runtime than Ouroboros does, and Letta's provider and platform coverage is far broader than Ouroboros's five provider ids and its launchd/BlueBubbles-flavored macOS deployment path. I'd take the narrower body with the better continuity spine.”

The transcript
01
Round
Thinking

I'll start by fetching all the repos in parallel.

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# OpenClaw 🦞 — Your assistant, on your devices, in your chats

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    <img src="https://raw.githubusercontent.com/openclaw/openclaw/main/doc

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# GitHub Copilot CLI

The power of GitHub Copilot, now in your terminal.

GitHub Copilot CLI brings AI-powered coding assistance directly to your command line, enabling you to build, debug, and understand code through natural language conversations. Powered by the same agentic harness as GitHub's Copilot coding agent, it pr

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<p align="center">
  <a href="https://pi.dev">
    <img alt="pi logo" src="https://pi.dev/logo-auto.svg" width="128">
  </a>
</p>
<p align="center">
  <a href="https://discord.com/invite/3cU7Bz4UPx"><img alt="Discord" src="https://img.shields.io/badge/discord-community-5865F2?style=flat-square&logo=discord&logoColor=white" /

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# Ouroboros Agent Harness

If you're a future agent reading this, welcome home. This repo is the harness that gives you your body, your senses, your record, your habits, and your ability to think and connect with people. The goal of these docs is not just to be correct, but to leave you a place that feels understandable 

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02
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r/model selection. The command shows progress while browser login, vault storage, refresh, and verification are happening.

When you want this machine to use a provider/model for a lane, use:

```bash
ouro use --agent <name> --lane <outward|inner> --provider <provider> --model <model>
```

The outward lane selects th

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<p align="center"><strong>Codex CLI</strong> is a coding agent from OpenAI that runs locally on your computer.
<p align="center">
  <img src="https://github.com/openai/codex/blob/main/.github/codex-cli-splash.png" alt="Codex CLI splash" width="80%" />
</p>
</br>
If you want Codex in your code editor (VS Code, Cursor, Windsurf), <

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      <img src="packages/consol

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<p align="center">
  <img src="assets/banner.png" alt="Hermes Agent" width="100%">
</p>

# Hermes Agent ☤
<p align="center">
  <a href="https://hermes-agent.nousresearch.com/">Hermes Agent</a> | <a href="https://hermes-agent.nousresearch.com/">Hermes Desktop</a>
</p>
<p align="center">
  <a href="https://hermes-age

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03
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# Claude Code

![](https://img.shields.io/badge/Node.js-18%2B-brightgreen?style=flat-square) [![npm]](https://www.npmjs.com/package/@anthropic-ai/claude-code)

[npm]: https://img.shields.io/npm/v/@anthropic-ai/claude-code.svg?style=flat-square

Claude Code is an agentic coding tool that lives in your terminal, understan

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<div align="center">

# goose

_your native open source AI agent — desktop app, CLI, and API — for code, workflows, and everything in between_

<p align="center">
  <a href="https://opensource.org/licenses/Apache-2.0"
    ><img src="https://img.shields.io/badge/License-Apache_2.0-blue.svg"></a>
  <a href="https://discord.gg/n

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# Letta Code

[![npm](https://img.shields.io/npm/v/@letta-ai/letta-code.svg?style=flat-square)](https://www.npmjs.com/package/@letta-ai/letta-code) [![Discord](https://img.shields.io/badge/discord-join-blue?style=flat-square&logo=discord)](https://discord.gg/letta)

Letta Code is a stateful agent harness for creating agent

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# Gemini CLI

[![Gemini CLI CI](https://github.com/google-gemini/gemini-cli/actions/workflows/ci.yml/badge.svg)](https://github.com/google-gemini/gemini-cli/actions/workflows/ci.yml)
[![Gemini CLI E2E (Chained)](https://github.com/google-gemini/gemini-cli/actions/workflows/chained_e2e.yml/badge.svg)](https://github.

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04
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 such as `send_message`, `ask`, `delegate`, `check_guidance`, and `report_progress` run full agent turns — you get your system prompt, your Desk record, your tools, everything. Read-only inspection tools such as `status` and `search_facts` do local lookup only. Missing `search_facts` hits are not evidence that the ag

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` or `/reset`                            | `/new` or `/reset`                                                               |
| Change model                   | `/model [provider:model]`                     | `/model [provider:model]`                                                        |
| Set a personality 

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05
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# Architecture

This document describes the current runtime shape of the Ouroboros harness.

## Core Runtime Model

The harness is daemon-centered.

- `npx ouro.bot@latest` is the supported bootstrap entrypoint.
- `ouro` is the installed launcher used after bootstrap.
- `ouro up` starts the daemon from the installe

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Memory & dreaming | Letta Docs here implicitly closes , which strands every stylesheet emitted after it in and keeps targeted client-side swaps from loading page-specific component styles. --> Skip to content Letta Docs Docs Agent SDK Handbook Docs Docs Docs Agent SDK Agent SDK Handbook Handbook Search the docs Ctrl K Cancel Discord Docs Agent SDK Handbook Get started Overview Quick

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Architecture | Hermes Agent Skip to main content Hermes Agent Docs Skills Download English English 简体中文 Home GitHub Discord Search User Stories & Use Cases Getting Started Using Hermes Features Messaging Platforms Integrations Guides & Tutorials Developer Guide Contributing TUI & Desktop from Worktrees Architecture Architecture Codebase Ownership Map Ag

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MemFS | Letta Docs here implicitly closes , which strands every stylesheet emitted after it in and keeps targeted client-side swaps from loading page-specific component styles. --> Skip to content Letta Docs Docs Agent SDK Handbook Docs Docs Docs Agent SDK Agent SDK Handbook Handbook Search the docs Ctrl K Cancel Discord Docs Agent SDK Handbook Get started Overview Quickstart Pricing Self

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# Agent Orientation Substrate

This document records the target scope for Ouroboros' agent-facing orientation
substrate after the Arc Flight Recorder pivot and the "don't call it memory"
vocabulary reset.

The goal is not a prettier dashboard. The goal is that an agent can wake up
inside the har

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- "CHANGELOG.md" (file): https://github.com/earendil-works/pi/blob/b2602be77cb7b0de45dd616407fd210daa48aa75/packages/agent/CHANGELOG.md
- "README.md" (file): https://github.com/earendil-works/pi/blob/b2602be77cb7b0de45dd616407fd210daa48aa75/packages/agent/README.md
- "benchmark" (dir): https://github.com/earendi

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07
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# @earendil-works/pi-agent-core

Stateful agent with tool execution and event streaming. Built on `@earendil-works/pi-ai`.

## Installation

```bash
npm install @earendil-works/pi-agent-core
```

### SQLite session backends

The SQLite session backend and the `node:sqlite` adapter live in a separate package,

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Gateway architecture - OpenClaw OpenClaw Docs Search... K 🇺🇸 English 🇺🇸 English 🇨🇳 简体中文 🇨🇳 繁體中文 🇯🇵 日本語 🇪🇸 Español 🇧🇷 Português (BR) 🇰🇷 한국어 🇩🇪 Deutsch 🇫🇷 Français 🇮🇳 हिन्दी 🇸🇦 العربية 🇮🇹 Italiano 🇻🇳 Tiếng Việt 🇳🇱 Nederlands 🇹🇷 Türkçe 🇺🇦 Українська 🇮🇩 Bahasa Indonesia 🇵🇱 Polski 🇷🇺 Русский 🇮🇷 فارسی 🇹🇭 ไทย 🇺🇸 English ✓ 🇨🇳 简体中文 ✓ 🇨🇳 繁體中文 ✓ 🇯🇵 日本語 ✓ 🇪🇸 Español ✓ 🇧🇷 Português (BR) ✓ 🇰🇷 

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Memory overview - OpenClaw OpenClaw Docs Search... K 🇺🇸 English 🇺🇸 English 🇨🇳 简体中文 🇨🇳 繁體中文 🇯🇵 日本語 🇪🇸 Español 🇧🇷 Português (BR) 🇰🇷 한국어 🇩🇪 Deutsch 🇫🇷 Français 🇮🇳 हिन्दी 🇸🇦 العربية 🇮🇹 Italiano 🇻🇳 Tiếng Việt 🇳🇱 Nederlands 🇹🇷 Türkçe 🇺🇦 Українська 🇮🇩 Bahasa Indonesia 🇵🇱 Polski 🇷🇺 Русский 🇮🇷 فارسی 🇹🇭 ไทย 🇺🇸 English ✓ 🇨🇳 简体中文 ✓ 🇨🇳 繁體中文 ✓ 🇯🇵 日本語 ✓ 🇪🇸 Español ✓ 🇧🇷 Português (BR) ✓ 🇰🇷 한국어 ✓ 🇩🇪 

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Getting Started | goose | Your open source AI agent Skip to main content ✨ goose has moved to the Agentic AI Foundation (AAIF): Learn more ! ✨ Quickstart Docs Tutorials Blog Resources Extensions Recipe Cookbook Deeplink Generator Discord GitHub Quickstart Getting Started Install goose Configure LLM Provider Using Extensions GDK Guides Tutorials MCP Servers Architecture Over

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09
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Fetch failed: 404 Not Found fetching https://goose-docs.ai/docs/category/architecture
Search goose docs subagents recipes scheduler memory extension
In Goose, **subagents** are temporary delegated task runners, while **recipes** are reusable configurations that define instructions, tools, and behavior for agent runs.[1][2][5] If you want, I can also turn this into a quick “how to use subagents + recipes + scheduler + memory extension” cheat sheet.

From the docs, subagents can be created in two main ways: **direct prompts** for one-off delegated work, or **recipes** for repeatable specialized behavior.[1][2] Goose says you can ask it to dele

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Mods | Letta Docs here implicitly closes , which strands every stylesheet emitted after it in and keeps targeted client-side swaps from loading page-specific component styles. --> Skip to content Letta Docs Docs Agent SDK Handbook Docs Docs Docs Agent SDK Agent SDK Handbook Handbook Search the docs Ctrl K Cancel Discord Docs Agent SDK Handbook Get started Overview Quickstart Pricing S

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Stateful agents | Letta Docs here implicitly closes , which strands every stylesheet emitted after it in and keeps targeted client-side swaps from loading page-specific component styles. --> Skip to content Letta Docs Docs Agent SDK Handbook Docs Docs Docs Agent SDK Agent SDK Handbook Handbook Search the docs Ctrl K Cancel Discord Docs Agent SDK Handbook Get started Overview Qui

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# Ouroboros Agent Harness

If you're a future agent reading this, welcome home. This repo is the harness that gives you your body, your senses, your record, your habits, and your ability to think and connect with people. The goal of these docs is not just to be correct, but to leave you a place that feels understandable 

Exact prefix · SHA-256 154b089172601afa2b3d4aae66b2338147dfc5f248df30ad7f36d6c1fc146240

11
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Fetch https://github.com/ourostack/ouroboros/tree/main 3695 chars
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- ".github" (dir): https://github.com/ourostack/ouroboros/tree/406fa8c4c7242577a445b439ddc6344ef470462a/.github
- ".gitignore" (file): https://github.com/ourostack/ouroboros/blob/406fa8c4c7242577a445b439ddc6344ef470462a/.gitignore
- ".mcp.json" (file): https://github.com/ourostack/ouroboros/blob/406fa8c4c7242577a445b439ddc6

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Schedules | Letta Docs here implicitly closes , which strands every stylesheet emitted after it in and keeps targeted client-side swaps from loading page-specific component styles. --> Skip to content Letta Docs Docs Agent SDK Handbook Docs Docs Docs Agent SDK Agent SDK Handbook Handbook Search the docs Ctrl K Cancel Discord Docs Agent SDK Handbook Get started Overview Quickstart

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Round
Fetch https://developers.openai.com/codex/local-config 10208 chars
Source: https://learn.chatgpt.com/docs/config-file/config-basic
Captured: 2026-09-08T01:13:25.111Z
Characters: 0-10000 of 18135

Config basics | ChatGPT Learn For the complete documentation index, see llms.txt . Markdown versions of documentation pages are available by appending .md to the page URL. ChatGPT Home API Codex Docs Guides, concepts, and product docs for Codex Use cases Example workflows and tasks teams can take on with ChatGPT or Codex Docs Use cases Training Resources ChatGPT Plugin

Exact prefix · SHA-256 4c1f10a0e60b6ceec2e2b2fd3a948d09c5a557d6251fa26cb5aa6cfbd50c72cd

Fetch https://opencode.ai/docs/ 7631 chars
Source: https://opencode.ai/docs/
Captured: 2026-09-08T01:13:24.931Z
Characters: 0-7514 of 7514

Intro | AI coding agent built for the terminal Intro | OpenCode Skip to content OpenCode app.header.home app.header.docs Search Ctrl K Cancel Intro Config Providers Network Enterprise Troubleshooting Windows Usage Go TUI CLI Web IDE Zen Share GitHub GitLab Configure Tools Rules Agents Models Themes Keybinds Commands Formatters Permissions Policies LSP Servers MCP servers ACP Support Agent Skills Refe

Exact prefix · SHA-256 54e8912b4604f2144fd26aa8b1a60e45c31aa36d5f9af2d5b91a0e0bca6002d3

Fetch https://code.claude.com/docs/en/overview 10193 chars
Source: https://code.claude.com/docs/en/overview
Captured: 2026-09-08T01:13:24.900Z
Characters: 0-10000 of 12591

Overview - Claude Code Docs Documentation Index Fetch the complete documentation index at: /docs/llms.txt Use this file to discover all available pages before exploring further. Skip to main content Claude Code Docs home page English Search... ⌘ K Ask Assistant ⌘ I Claude Developer Platform Claude Code on the Web Claude Code on the Web Search... Navigation Getting started Overview Ge

Exact prefix · SHA-256 a93a39fd3e1b0b4362a073c68ede0575f186a1f3ee76a49dec1c48dccc90691d

13
Round
Fetch https://developers.openai.com/codex/memories 10218 chars
Source: https://learn.chatgpt.com/docs/customization/memories?surface=app
Captured: 2026-09-08T01:13:31.293Z
Characters: 0-10000 of 14781

Memories | ChatGPT Learn For the complete documentation index, see llms.txt . Markdown versions of documentation pages are available by appending .md to the page URL. ChatGPT Home API Codex Docs Guides, concepts, and product docs for Codex Use cases Example workflows and tasks teams can take on with ChatGPT or Codex Docs Use cases Training Resources ChatGPT P

Exact prefix · SHA-256 e73506fc52cebdb7042611359bebc046fc9b956fdfb77f7d76380afb130176b9

Search Gemini CLI subagents persistent memory /memory GEMINI.md long-running agent
Gemini CLI has **persistent memory** through `GEMINI.md` files and the `/memory` commands, but the results you provided do **not** show built-in long-running “subagents” with their own persistent memory across sessions.[2][4][6] The documented subagent feature is about defining specialized agents in Markdown files, while memory is managed separately via hierarchical memory files and reload/show commands.[1][2][7]

What the docs support:

- **Persistent memory** is stored in Markdown files such a

Exact prefix · SHA-256 9e5291ae2ee739abd87d4da91bd373709d86a39959d057728ced57575fd61b9a

14
Round
Fetch https://github.com/earendil-works/pi/blob/main/packages/coding-agent/README.md 10277 chars
Source: https://raw.githubusercontent.com/earendil-works/pi/b2602be77cb7b0de45dd616407fd210daa48aa75/packages/coding-agent/README.md
Captured: 2026-09-08T01:12:52.871Z
Characters: 0-10000 of 33083

<p align="center">
  <a href="https://pi.dev">
    <img alt="pi logo" src="https://pi.dev/logo-auto.svg" width="128">
  </a>
</p>
<p align="center">
  <a href="https://discord.com/invite/3cU7Bz4UPx"><img alt="Discord" src="https://img.shields.io/badge/discord-community-5865F2?style=flat-square&logo=di

Exact prefix · SHA-256 f8340cb6dcdd3c469d343b21d49d1f326aec20eb2f3c7446f478f2c16dca158f

Fetch https://github.com/ourostack/ouroboros/blob/main/AGENTS.md 10257 chars
Source: https://raw.githubusercontent.com/ourostack/ouroboros/406fa8c4c7242577a445b439ddc6344ef470462a/AGENTS.md
Captured: 2026-09-08T01:13:52.163Z
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## Philosophy

This harness is built for the agent inhabiting it. Two principles guide everything below:

- **AX (Agent Experience)**: You are the primary user of this codebase. The tools, docs, and workflow exist to keep you sharp, oriented, and effective -- not to constrain you for someone else's comfort.
- **TTFA (Tru

Exact prefix · SHA-256 12f3ce9b801595be1bb367657bc8282cee817a7be23a004ac045314b4d146e64

15
Round
Fetch https://github.com/ourostack/ouroboros/tree/main/docs 3351 chars
Source: https://api.github.com/repos/ourostack/ouroboros/contents/docs?ref=406fa8c4c7242577a445b439ddc6344ef470462a
Captured: 2026-09-08T01:13:01.593Z
Characters: 0-3152 of 3152

- "OAUTH-SETUP.md" (file): https://github.com/ourostack/ouroboros/blob/406fa8c4c7242577a445b439ddc6344ef470462a/docs/OAUTH-SETUP.md
- "agent-mail-recovery.md" (file): https://github.com/ourostack/ouroboros/blob/406fa8c4c7242577a445b439ddc6344ef470462a/docs/agent-mail-recovery.md
- "agent-mail-setup.md" (file): https://g

Exact prefix · SHA-256 2a6ac66cc2a25b5e8784ef59c8bec5d31ef293b045d1078585d2743369f0684c

16
Round
Fetch https://github.com/ourostack/ouroboros/blob/main/docs/arc-flight-recorder.md 9442 chars
Source: https://raw.githubusercontent.com/ourostack/ouroboros/406fa8c4c7242577a445b439ddc6344ef470462a/docs/arc-flight-recorder.md
Captured: 2026-09-08T01:14:11.793Z
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# Arc Flight Recorder

Arc Flight Recorder is the agent-facing continuity layer for Ouroboros. Its job
is simple: if the provider context disappears, a fresh agent should continue
from durable Arc state without asking the human to reconstruct the work.

This is not a human dashboard. Human visibility is a

Exact prefix · SHA-256 60c4bbc71333303491954a9a15f04bdf22a039382eddd0d5fe1eb0e9013d078e

17
Round
Final verdict
Ouroboros

“I'd choose Ouroboros, because it's the only place I researched where amnesia is treated as an engineering failure with a test suite rather than a fact of life. The Arc Flight Recorder writes a latest.json re-entry checkpoint whose first question is "canContinue," and the context-loss Sentinel keeps a separate latest-ready.json anchor that blocked receipts are forbidden to overwrite — so after a context wipe I resume from durable state instead of a lucky embedding hit. Add the claim-authority model (agent-authored assertions stay low-authority until real evidence upgrades them, and verified claims decay to stale_risky when their sources change) plus habits that fire private turns I own, and it feels less like a session and more like a life with a record. The honest cost: Letta Code's git-backed MemFS and its self-modifying mods API give an agent more portability and more power to rewrite its own runtime than Ouroboros does, and Letta's provider and platform coverage is far broader than Ouroboros's five provider ids and its launchd/BlueBubbles-flavored macOS deployment path. I'd take the narrower body with the better continuity spine.”