feat: upgrade autonomous loops and live execution feedback

[Luhaozhu]

Summary / 概述

This maintainer sync updates the generated Community Edition mirror from the validated upstream source.

• Rebuilds autonomous loops around a read-only scout, a requirement ledger, machine checks, independent review, bounded replanning, resumable checkpoints, and mid-run steering. Explicit budgets remain available, while the default now runs until the requirements pass or a safety guard stops the loop.
• Preserves selected worker and reviewer models across resume, adds a dedicated loop-reviewer role, exempts healthy in-process loops from age-based reaping, and improves interrupted-run recovery.
• Streams tool-call argument construction through stable tool_call_start and batched tool_call_delta events across main-agent, sub-agent, ontology-revision, and autonomous-loop paths. The frontend updates one tool card in place and previews partial code or JSON while the model is still producing arguments.
• Upgrades the canvas sidebar with a unified tab bar, responsive split layout, and fullscreen mode.
• Lets Turbo mode load administrator-selected skills and plugins in addition to MCP tools and explicit per-turn invocations.
• Reconciles Yida connection status with a read-only remote probe so expired server sessions are not reported as connected solely because a local cookie file remains.
• Refreshes the bilingual API, architecture, chat, and autonomous-loop documentation, and keeps EE-only sandbox and service-configuration tests outside the CE test tree.

Related issue / 关联 Issue

N/A

Type of change / 变更类型

• 📖 Documentation (document/**, README*.md)
• 🧩 Example / sample (examples/**)
• 🔧 Repo meta (CI, templates, .github/**)
• Other (please describe / 请说明): Maintainer-generated CE mirror sync from the upstream repository.

Checklist / 检查项

• My change only touches non-generated paths (docs / examples / repo meta). 仅改动非生成路径。 Not applicable: this is a maintainer mirror sync.
• Links and code snippets were verified. 链接与代码片段已验证。
• For bilingual docs, I updated both document/en/** and document/zh-CN/** where applicable. 双语文档已同步更新（如适用）。
• I read CONTRIBUTING.md. 我已阅读贡献指南。

Validation

• HUGAGENT_RELEASE_BUILD=1 python scripts/build_ce.py --pytest-check --frontend-check
• CE forbidden-artifact, branding, binary allowlist, license, import/OpenAPI/ORM, release-regression, and frontend-build gates all passed.
• 66 targeted CE tests passed across autonomous-loop planning and recovery, Turbo capability configuration, stale-run reaping, tool-call streaming, sub-agent argument streaming, and Yida connection handling.