v0.3.7
bespokelabsai/nimblev0.3.7Aug 4, 2026by github-actions[bot]
Upgrading?
AI Summary
Introduces model-driven parallel sub-agent fan-out, cold-hot memory separation, and unified context budgeting.
Key Highlights
- Model-driven parallel sub-agent fan-out with spawn_subagents
- Cold-hot memory separation
- Unified context budgeting and structured compression
- Web Settings configuration page
New Features
- Sub-agent fan-out with spawn_subagents tool
- Cold-hot memory separation
- Unified context budgeting
- Web Settings configuration page
Full Release Notes
## Highlights - **模型驱动并行子 Agent 扇出** — `spawn_subagents` 工具让主模型一轮内并发探索多个独立攻击方向;子证据合并回父状态统一重分配 eNNN,带完整生命周期预算与安全上限(max_depth 硬顶 2) - **TUI 子代理实时监控面板** — 私有 JSON 行协议实时展示每个子代理角色/状态/步数/进展,独立 run_id + 事件 token 防旧 worker 污染 - **冷热记忆分离** — 热上下文默认 48 条 / 32K token,超出自动归档到冷记忆 JSONL 分片,`memory_search` 按需检索;大工具输出自动归档为指针+预览 - **统一上下文预算与结构化压缩** — `prepare_context()` 唯一预算入口覆盖全部 LLM 路径;70% 触发、55% 目标的结构化压缩生成确定性 `[context digest v1]`,敏感字段脱敏,审计事件完整记录 - **工具循环上下文重构** — 稳定前缀 + 可变工具循环尾部,仅在超高水位时压缩;流式调用 `asyncio.to_thread` 避免阻塞兄弟 agent - **Web Settings 配置页** — 支持上下文压缩与记忆配置的 UI 管理 - **英文贡献指南** — 新增 CONTRIBUTING_EN.md(issue #157),服务国际贡献者 ## What's Changed * feat(tui): /scope 动作约束改为表格弹窗 by @FarStar-CN in #138 * feat(tui): persist /scope state to config.yaml by @FarStar-CN in #142 * feat(i18n): render English-language runs fully in English by @JMAN730 in #136 * Add OSINT reconnaissance template and update Web module by @Unclecheng-li in #146 * Dev by @Unclecheng-li in #147 * Add image support for dark mode in README by @Unclecheng-li in #149 * Update README_EN.md by @Unclecheng-li in #150 **Full Changelog**: https://github.com/Unclecheng-li/VulnClaw/compare/v0.3.5...v0.3.7
Related Repositories
public-apis/public-apis★ 491,260
A collective list of free APIs
NousResearch/hermes-agent★ 256,129
The agent that grows with you
yt-dlp/yt-dlp★ 200,311
A feature-rich command-line audio/video downloader
microsoft/markitdown★ 191,595
Python tool for converting files and office documents to Markdown.
Significant-Gravitas/AutoGPT★ 187,704
AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.