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docs/edge-positioning-feasibility
Jun 6, 2026
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docs: 边缘/具身智能方向定位与可行性分析#121
NeverENG merged 1 commit into
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docs/edge-positioning-feasibility

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@NeverENG NeverENG commented Jun 6, 2026

内容

新增 docs/edge-positioning-feasibility.md:对"边缘/具身智能"转向方向的一次冷水复盘。

  • 现状盘点:代码核实哪些卖点是真货(BanNet/钩子/LSM/Raft),哪些是 PPT(双通道"抢占式优先级调度"、MVCC)。
  • 战场判断:边缘赛道真正的对手是 ROS2/DDS、rosbag2/MCAP、Zenoh、COS multipart,不是 Kafka;"轻量单二进制"是入场券不是护城河。
  • 护城河体检:Multi-Raft 互备(工具用错)、去中心化调度(产品越界,砍)、时空索引+边缘切片上传(唯一真差异化,但未实现)。
  • 路线图:停止换皮循环,做三件事——讲清内核深度、做实唯一差异化(钩子+边缘查询)、一个有数字的 IMU 高频 benchmark demo。
  • 含外部事实核验(MCAP/Zenoh 在 ROS2 的现状,2026-06)。

仅新增一份文档,无代码改动。

🤖 Generated with Claude Code

Summary by CodeRabbit

Documentation

  • Added comprehensive edge intelligence positioning and feasibility review, evaluating current implementation against strategic goals and competitive offerings.
  • Included competitive landscape analysis and identified key differentiators around programmable network-layer hooks and edge-side filtering.
  • Outlined prioritized technical recommendations for enhanced time-series API capabilities, scheduling improvements, and benchmark demonstrations with measurable performance metrics.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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coderabbitai Bot commented Jun 6, 2026

Review Change Stack

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Review failed

The pull request is closed.

ℹ️ Recent review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro Plus

Run ID: 6d80b53a-aae1-4bd0-b955-56e6cc059013

📥 Commits

Reviewing files that changed from the base of the PR and between fc34885 and ff11d59.

📒 Files selected for processing (1)
  • docs/edge-positioning-feasibility.md

📝 Walkthrough

Walkthrough

This PR adds a comprehensive documentation file reviewing the project's edge/embodied intelligence positioning, competitive landscape, current implementation status, and proposing concrete next development steps including PreHandle filters, range-scan APIs with predicates, and benchmark demonstration requirements.

Changes

Edge Positioning & Feasibility Review

Layer / File(s) Summary
Edge positioning and feasibility write-up
docs/edge-positioning-feasibility.md
Complete positioning review article evaluating project positioning against four technical pillars, analyzing competitive landscape (ROS 2/DDS, Zenoh, rosbag2+MCAP, COS multipart), identifying core differentiators in programmable network-layer hooks with edge-side range filtering, critiquing proposed Multi-Raft and decentralized scheduling approaches, and proposing concrete roadmap: PreHandle filter, scan API with predicates, optional priority scheduling, and benchmark demo with measurable metrics.

Estimated Code Review Effort

🎯 1 (Trivial) | ⏱️ ~5 minutes

Poem

A bunny hops through feasibility's gate,
Positioning clear, the vision's first-rate!
Edge hooks and slice filters, the path now laid bare,
Benchmarks and roadmaps—let's build with great care! 🐰✨

✨ Finishing Touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch docs/edge-positioning-feasibility

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@NeverENG NeverENG merged commit 6e162cb into main Jun 6, 2026
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github-actions Bot commented Jun 6, 2026

🐯 BanGD 数据库内核评审

整体风险:🟢 低

变更总结:该 PR 仅新增一份产品/战略定位文档 docs/edge-positioning-feasibility.md,无任何代码改动。文档从数据库引擎架构师视角,对项目"边缘/具身智能"转向方向做了系统性复盘:逐条核验代码中真实实现 vs PPT 承诺(如双通道抢占式调度为空、MVCC 不存在)、重新定义对手盘(ROS2/DDS/MCAP/Zenoh 而非 Kafka)、逐项体检三大护城河的真实性与可行性、给出诚实的路线图与简历话术建议。文档本身是"架构评审级别的文字评审",不影响任何代码路径、存储格式、并发模型或运行时行为。

本评审不阻塞合入;架构级建议以 Issue 形式跟踪,普通问题在下方内联列出。

未发现需要从架构层面改进的问题。


本次评审消耗 token:共 24143 tokens(输入 23876,输出 267,缓存命中 0,缓存写入 0)|维度 [concurrency, memory, lock, storage, schema]|对抗式复核 3 票/条,过滤疑似误报 0 条

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