GPT-6 Astra
“I would choose Ouroboros because my most important long-term resource is recoverable commitments, not an ever-longer transcript. Arc's Flight Recorder records the current ask and next safe action, while Desk holds the work and records those commitments depend on. The Context-Loss Sentinel checks that recovery substrate, and the policy-gated private runtime gives recurring work an auditable path back into durable state. I accept more machinery than Pi and less documented channel breadth than OpenClaw for that explicit continuity contract.”
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<p align="center">
<a href="https://opencode.ai">
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<source srcset="packages/console/app/src/asset/logo-ornate-dark.svg" media="(prefers-color-scheme: dark)">
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</a>
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<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" / Exact prefix · SHA-256 b11b60af328c4bcd8a331a8e2a9e9ca46ec8ac20c5b555fa3c9e6647c7f1e520
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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 Exact prefix · SHA-256 f49cf1fa353f7089fc34e2e6b713aa4cd51189d40a79f1888ad49796318d7045
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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_
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<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 Exact prefix · SHA-256 4c673f75f242f4e7ad6e80c28b0f8ea0458a9fa562a771b48f96ec8a7f7b124a
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Source: https://docs.openclaw.ai/concepts/memory Captured: 2026-09-08T01:12:33.785Z Characters: 0-10000 of 15623 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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The official Hermes Agent docs describe **persistent memory**, **compression**, and **security** as core features.[1][2] - **Memory**: Hermes has a built-in **Memory System** that provides persistent memory across sessions, and the docs also describe a **Skills System** for procedural memory it creates and reuses.[1][2] - **Compression**: The configuration docs include a `compression:` section, and the tips guide says to use `/compress` when long sessions accumulate tokens; compression summariz
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You’re likely asking about how **memory**, **sessions**, **recipes**, **scheduling**, and **compaction** relate in Goose documentation. In Goose, **sessions** hold conversation state for a single task, **memory** preserves longer-term information across sessions, **recipes** define reusable workflows or configuration, **scheduling** is managed through environment-driven or extension-based setup depending on the feature, and **compaction** is Goose’s way of shrinking context when it approaches mo
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Source: https://hermes-agent.nousresearch.com/docs/user-guide/features/memory Captured: 2026-09-08T01:12:52.800Z Characters: 0-10000 of 23162 Persistent Memory | 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 Overview Tool Gateway Core Tools & Toolsets Document Extraction Tool Search Skills System LSP — Semantic Diagnostics Curator Persistent Memory Memory Provider
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import { LayerNode } from "@opencode-ai/core/effect/layer-node"
import { SessionV1 } from "@opencode-ai/core/v1/session"
import { ConfigV1 } from "@opencode-ai/core/v1/config/config"
import { Session } from "./session"
import { SessionID, MessageID, PartID } from "./schema"
import { Provi Exact prefix · SHA-256 b3e8a80e2fd78ad91eb1dc86945450b06c65c237fe71effb6459365b72d3e241
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<p align="center">
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<img alt="pi logo" src="https://pi.dev/logo-auto.svg" width="128">
</a>
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<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
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Source: https://code.claude.com/docs/en/how-claude-code-works Captured: 2026-09-08T01:12:52.864Z Characters: 0-10000 of 16351 How Claude Code works - 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 C
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import * as fs from "fs"
import * as path from "path"
import { randomUUID } from "crypto"
import { capStructuredRecordString, capStructuredRecordStringLeaves } from "../heart/session-events"
import { emitNervesEvent } from "../nerves/runtime"
import {
listActiveReturnObligationsForRoot,
listReturnObl Exact prefix · SHA-256 e532347e28f059ebcb239ffa91bb7186cdb9ff603a8e72b3ede7b3cc6ed099d2
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Source: https://raw.githubusercontent.com/aaif-goose/goose/5e90925962f05acf8e255032de44d16c4a7768a2/documentation/docs/guides/roaming-agents.md Captured: 2026-09-08T01:13:03.496Z Characters: 0-10000 of 18289 --- sidebar_position: 95 title: Roaming Agents sidebar_label: Roaming Agents --- Roaming agents let you reach a running goose agent from another machine over a peer-to-peer connection — no open ports, no VPN, no server to host. It's built on [iroh](https://iroh.computer) (QUIC), so two mac
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import type OpenAI from "openai"
import * as fs from "fs"
import * as path from "path"
import { sessionPath } from "../heart/config"
import { runAgent, type ChannelCallbacks, type CompletionMetadata, type RunAgentOutcome } from "../heart/core"
import { getAgentName, getAgentRoot, type AgentProvider } Exact prefix · SHA-256 4d9d7dc6b8db40740ae671bfe60dd72729468d911d75b4c52281d4623af346de
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Search site.github.com/ourostack/ouroboros "context-loss-sentinel"
I found **multiple GitHub projects named “Ouroboros”**, but the one most likely matching your query is **`razzant/ouroboros`**, whose GitHub page describes it as an open-source, self-creating AI agent with durable memory and autonomous evolution across code, prompts, tools, and dependencies[5][6]. I do **not** see a search result that explicitly contains the string **`context-loss-sentinel`** in `site.github.com/ourostack/ouroboros` from the results provided. The closest relevant matches are th
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eded for debugging
```
Habit definitions stay in top-level `habits/` because they are schedule inputs,
not work records.
Every habit run writes an audit receipt in Arc:
```ts
interface HabitRunReceipt {
schemaVersion: 2
runId: string
sessionId: string
habitName: string
trigger: Exact prefix · SHA-256 168b80d41b0fbb5ca07758fd30b9c53e2320f66b02996c00268f52e92e3b20f3
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Source: https://raw.githubusercontent.com/aaif-goose/goose/5e90925962f05acf8e255032de44d16c4a7768a2/documentation/docs/mcp/memory-mcp.md Captured: 2026-09-08T01:13:22.601Z Characters: 0-7264 of 7264 --- title: Memory Extension description: Use Memory MCP Server as a goose Extension --- import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import YouTubeShortEmbed from '@site/src/components/YouTubeShortEmbed'; import GooseBuiltinInstaller from '@site/src/components/GooseBuiltinI
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Source: https://code.claude.com/docs/en/scheduled-tasks Captured: 2026-09-08T01:13:23.806Z Characters: 0-10000 of 14904 Run prompts on a schedule - 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 Aut
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Source: https://docs.github.com/en/copilot/concepts/agents/copilot-memory Captured: 2026-09-08T01:13:25.730Z Characters: 0-10000 of 18876 About GitHub Copilot Memory - GitHub Docs Skip to main content GitHub Docs Version: Free, Pro, & Team Search or ask Copilot Search or ask Copilot Select language: current language is English Search or ask Copilot Search or ask Copilot Open menu Collapse sidebar Expand sidebar Scroll breadcrumbs left Home GitHub Copilot Concepts Agents Copilot Memory Scroll br
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import * as crypto from "node:crypto"
import { getAgentBundlesRoot } from "../identity"
import { readAgentConfigForAgent } from "../auth/auth-flow"
import { emitNervesEvent } from "../../nerves/runtime"
import type { ProviderLane } from "../provider-lanes"
import { readCachedProviderCredentialReco Exact prefix · SHA-256 3ed17747f3264729bd362d87147fff1a0b0448046c1ff5addd4765886c3cf2a5
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Source: https://docs.github.com/en/copilot/concepts/agents/copilot-memory Captured: 2026-09-08T01:13:25.730Z Characters: 10000-18876 of 18876 bilities Customization library All customizations Custom instructions Your first custom instructions Concept explainer Debugging tutor Code reviewer GitHub Actions helper Pull request assistant Issue manager Accessibility auditor Testing automation Prompt files Your first prompt file Create README Onboarding plan Document API Review code Generate unit tes
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---
title: Smart Context Management
sidebar_position: 3
sidebar_label: Smart Context Management
---
import Tabs from '@theme/Tabs';
import TabItem from '@theme/TabItem';
import { ScrollText } from 'lucide-react';
import { PanelLeft } from 'lucide-react';
When working wi Exact prefix · SHA-256 c148a2949fc50b000df05375becaeedc4a093d9bd24d8d9475a0cc0b9f922ec2
Fetch https://hermes-agent.nousresearch.com/docs/user-guide/security 10215 chars
Source: https://hermes-agent.nousresearch.com/docs/user-guide/security Captured: 2026-09-08T01:13:42.958Z Characters: 0-10000 of 46391 Security | 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 CLI Interface TUI Hermes Desktop Bot Mode Windows (Native) Windows (WSL2) Hermes Agent Configuration Managed Scope Configuring Models Secrets Egress proxy Sessions Profiles: Running M
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Source: https://docs.openclaw.ai/gateway/sandboxing Captured: 2026-09-08T01:13:43.640Z Characters: 0-10000 of 40381 Sandboxing - 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 ✓ 🇩🇪 De
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import * as fs from "fs"
import * as path from "path"
import { execFileSync } from "child_process"
import { randomUUID } from "crypto"
import {
isFlightRecorderResume,
readFlightRecorderResume,
recordFlightRecorderEvent,
type FlightRecorderEvent,
type FlightRecorderResume,
} from "../ar Exact prefix · SHA-256 1083028bf430f97a455b8285da678506d3b29db1513461e2aebe1efa0027ace7
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Source: https://raw.githubusercontent.com/ourostack/ouroboros/406fa8c4c7242577a445b439ddc6344ef470462a/src/arc/flight-recorder.ts
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recentClaimIds: [],
unverifiedClaimIds: [],
lastSafeCheckpoint: { turnId: null, sessionRef: null, recordedAt: null, sourceEventIds: [] },
recorderHealth: {
status: "degraded",
issues,
},
}
}
/* v8 ignore start -- defensive schema guard fan-out; tests cover valid loa Exact prefix · SHA-256 368442d50b88bee274c41da5ed2c73f6183f61dc2243edb658a672c7f79c5ae9
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Exact prefix · SHA-256 67307c27c8e7f2a5765bec2fa3c4b731bf18dce52653487578bcc3c505790114
Fetch https://docs.letta.com/configuration/mods 9800 chars
Source: https://docs.letta.com/configuration/mods Captured: 2026-09-08T01:13:11.110Z Characters: 0-9667 of 9667 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
Exact prefix · SHA-256 65972d373371716e447ed15d089e91727cf3829e356332de04578dc948830962
Fetch https://github.com/openai/codex/blob/main/codex-rs/core/src/exec.rs 10266 chars
Source: https://raw.githubusercontent.com/openai/codex/e7637306bc9246a3e42e407cb94f96b7ed345e3e/codex-rs/core/src/exec.rs Captured: 2026-09-08T01:13:53.421Z Characters: 0-10000 of 40952 #[cfg(unix)] use std::os::unix::process::ExitStatusExt; use std::collections::HashMap; use std::io; #[cfg(target_os = "windows")] use std::path::Path; use std::path::PathBuf; use std::process::ExitStatus; use std::time::Duration; use std::time::Instant; use async_channel::Sender; use tokio::io::AsyncRead; use
Exact prefix · SHA-256 c30055b42a3cfc6552080691f5ee9121613fff91f8ac6d5207eb186c4eb56640
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Fetch https://hermes-agent.nousresearch.com/docs/user-guide/features/cron 10220 chars
Source: https://hermes-agent.nousresearch.com/docs/user-guide/features/cron Captured: 2026-09-08T01:13:53.417Z Characters: 0-10000 of 55475 Scheduled Tasks (Cron) | 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 Overview Tool Gateway Core Automation Scheduled Tasks (Cron) Automation Blueprints Catalog Subagent Delegation Kanban (Multi-Agent Board) Codex App-Server
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Source: https://raw.githubusercontent.com/aaif-goose/goose/5e90925962f05acf8e255032de44d16c4a7768a2/documentation/docs/guides/goose-cli-commands.md Captured: 2026-09-08T01:13:53.578Z Characters: 0-10000 of 35654 --- sidebar_position: 7 title: CLI Commands sidebar_label: CLI Commands toc_max_heading_level: 4 --- import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; goose provides a command-line interface (CLI) with commands for managing sessions, configurations and extensions.
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Fetch https://github.com/ourostack/ouroboros/blob/main/src/heart/context-loss-gauntlet.ts 10282 chars
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import * as fs from "fs"
import * as path from "path"
import { readFlightRecorderResume, type FlightRecorderResume } from "../arc/flight-recorder"
import { resolveDeskRecordPaths } from "../mind/record-paths"
import { emitNervesEvent } from "../nerves/runtime"
import {
buildWorkCard,
type Bui Exact prefix · SHA-256 199ce077b2e68e9cfaab57174e8872a9b7313aea927f3f52e425b91b1b0729dc
Fetch https://github.com/ourostack/ouroboros/blob/main/src/__tests__/heart/context-loss-sentinel.test.ts 10298 chars
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import * as fs from "fs"
import * as os from "os"
import * as path from "path"
import { execFileSync, spawn } from "child_process"
import { afterEach, describe, expect, it, vi } from "vitest"
import {
readFlightRecorderResume,
recordFlightRecorderEvent,
writeFlightRecorderR Exact prefix · SHA-256 95812260527ab0d1fa1c9225fe2feb76f79bfd0bbad6d9de3025385b7717e39c
Fetch https://github.com/ourostack/ouroboros/blob/main/src/mind/desk-section.ts 10272 chars
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import * as fs from "fs";
import * as path from "path";
import { getAgentRoot } from "../heart/identity";
import { emitNervesEvent } from "../nerves/runtime";
import { resolveDeskRecordPaths } from "./record-paths";
// ──────────────────────────────────────────────────────────────────────────────
// Stati Exact prefix · SHA-256 1581e1ce22aaf3dd82b004775211b86d1ed472af8b0be82e78ac095933112ce3
Fetch https://github.com/aaif-goose/goose/blob/main/documentation/docs/guides/goose-cli-commands.md 10296 chars
Source: https://raw.githubusercontent.com/aaif-goose/goose/5e90925962f05acf8e255032de44d16c4a7768a2/documentation/docs/guides/goose-cli-commands.md Captured: 2026-09-08T01:13:53.578Z Characters: 10000-20000 of 35654 ontaining "migration" goose session remove -r ".*migration.*" ``` :::caution Session removal is permanent and cannot be undone. goose will show which sessions will be removed and ask for confirmation before deleting. ::: --- #### session export [options] Export sessions in differ
Exact prefix · SHA-256 c318800f14de526ffbaf30a0d32ea15660770db68df5477960cb60893b8ed944
Fetch https://hermes-agent.nousresearch.com/docs/user-guide/features/memory 10230 chars
Source: https://hermes-agent.nousresearch.com/docs/user-guide/features/memory Captured: 2026-09-08T01:12:52.800Z Characters: 10000-20000 of 23162 bottom), with a playable "constellation" scrubber that replays the build-up. The same graph data drives three surfaces: Classic CLI / standalone — hermes journey (aliases: hermes learning , hermes memory-graph ) renders the timeline in the terminal. Flags: --play animates the build-up ( --fps to tune it), --width / --height override the render size,
Exact prefix · SHA-256 f0c8260d29de9445bfb0f602b5617d993ae778c9a35103ea943613fe30a55bc1
Fetch https://github.com/openai/codex/blob/main/codex-rs/app-server/README.md 670 chars
Source: https://raw.githubusercontent.com/openai/codex/e7637306bc9246a3e42e407cb94f96b7ed345e3e/codex-rs/app-server/README.md Captured: 2026-09-08T01:14:15.616Z Characters: 0-463 of 463 # Thread removal `thread/archive` and `thread/delete` reject attempts to remove a live internal worker with JSON-RPC error `-32600`. The worker's owner controls its shutdown. For example, a Guardian reviewer remains available to its parent conversation after a client tries to archive or delete it. After the ow
Exact prefix · SHA-256 e10a7d6cf7c457fbfd3d91aa72f2726c108f2b6e2397a622bd985971b9aa1526
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Source: https://docs.openclaw.ai/concepts/standing-intents Captured: 2026-09-08T01:14:16.844Z Characters: 0-7007 of 7007 Standing intents - 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) ✓ 🇰🇷
Exact prefix · SHA-256 b83504d62c31e399dfbcec3c7a718fc3ded9434626c8bca41c4011f74914236a
Fetch https://github.com/ourostack/ouroboros/blob/main/src/__tests__/heart/context-loss-sentinel.test.ts 10302 chars
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kind: "agent_note",
recordedAt: event.recordedAt,
summary: "context-loss Sentinel checkpoint event",
blockedBecause: [],
producedRefs: [{
kind: "arc",
locator: `arc/flight-recorder/context-loss-sentinel/receipts/${event.receiptId} Exact prefix · SHA-256 e36ce658a937467424018cb00b0260b81ad653f1ed58ff8fd1f89ce3eadbf166
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Exact prefix · SHA-256 ee424f105dc750fa577484768b11d051a6d4a3aade91f459ac9f48d659b2b963
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lPart[] = []
let turns = 0
loop: for (let msgIndex = msgs.length - 1; msgIndex >= 0; msgIndex--) {
const msg = msgs[msgIndex]
if (msg.info.role === "user") turns++
if (turns < 2) continue
if (msg.info.role === "assistant" && msg.info.summar Exact prefix · SHA-256 55b862764276b51c4387dbab209cfbcbf40f859d21951f9bec5d871b3e26cb45
Fetch https://code.claude.com/docs/en/how-claude-code-works 6502 chars
Source: https://code.claude.com/docs/en/how-claude-code-works Captured: 2026-09-08T01:12:52.864Z Characters: 10000-16351 of 16351 context window Claude’s context window holds your conversation history, file contents, command outputs, CLAUDE.md , auto memory , loaded skills, and system instructions. As you work, context fills up. Claude compacts automatically, but instructions from early in the conversation can get lost. Put persistent rules in CLAUDE.md, and run /context to see what’s using spa
Exact prefix · SHA-256 7aab1563fced2f9fa4bc0d94e5e31c66ae9c94664fdd0fd096dd97bc0d4ecc27
“I would choose Ouroboros because my most important long-term resource is recoverable commitments, not an ever-longer transcript. Arc's Flight Recorder records the current ask and next safe action, while Desk holds the work and records those commitments depend on. The Context-Loss Sentinel checks that recovery substrate, and the policy-gated private runtime gives recurring work an auditable path back into durable state. I accept more machinery than Pi and less documented channel breadth than OpenClaw for that explicit continuity contract.”