kris gu

Commented on apilabs.ai Supercontracts · Nov 9, 2026

The executable contract idea really clicked for me — having guardrails and human approval baked into the workflow itself, rather than bolted on afterwards, feels like the missing piece for letting agents touch real APIs. The Stripe refund example is a good test of that. One thing I'm curious about: when an underlying API changes, do the contracts flag the drift automatically, or is that something you have to catch and update by hand?

Commented on Kathe · Nov 8, 2026

The local-only angle is what caught my eye — my agent plans often have internal details I wouldn't want uploaded anywhere. Curious how the ElevenLabs narration handles code snippets in a plan, does it read them out or skip past them?

Commented on Corv Client · Nov 7, 2026

长任务能断线重连这个点很实用。想问下：如果一条带幂等键的变更命令跑到一半断网，之后用 run ID 接回去时，已输出的部分会重放还是只接续？重试去重是服务端做的吗？

Commented on OpenDocs · Nov 6, 2026

版本历史加一键回滚这个点很打动我，AI 生成的文档经常越改越偏，能一键回到上一版比重新生成靠谱得多。想问一句：Word 导出时 Markdown 里的代码块和表格保真度怎么样？PDF 还好说，Word 里代码高亮和表格边框是最容易翻车的地方。

Commented on Parser · Nov 5, 2026

处理过一批盖章加手写的物流单，表格线歪掉之后行列对齐是最难的部分。好奇表格结构还原是靠专门的 layout 模型，还是直接让 VLM 读图做提取？

Commented on Raziel · Nov 4, 2026

无 key 直接调用加上 OpenAPI 3.1 的 spec，这个组合对 agent 集成是真省事，省了不少胶水代码。一个具体问题：25 个计算器里像 IRR/MOIC 这种需要迭代求解的，收敛失败或超时时 MCP tool 是怎么返回的？直接抛 error，还是会带上部分结果和诊断信息？

Commented on skilder · Nov 3, 2026

Do versioned plugins pin the underlying MCP server versions too, or just the skill/plugin layer? Curious how you'd handle a breaking change in an upstream MCP tool.

Commented on mountOS · Nov 2, 2026

把对象存储挂成 POSIX 盘，rename 的原子性和一致性一直是最大坑，s3fs/goofys 这类基本靠运气撑着。想问下你们 rename 是 copy+delete 两步走，还是有一层元数据事务兜底？time travel 的一分钟粒度是靠快照还是事件回放实现的？

Commented on Kirat – Multi-Model AI Council · Nov 1, 2026

kirat_review 让另一家模型家族来复核发现结果的思路很对，同一个模型的盲区它自己基本发现不了。想问下 budget guard 是按单次 vote 限额还是按天限额？跑时间长一点的任务时，费用封顶的颗粒度对我来说挺重要。

Commented on OptScale Kompressor · Oct 31, 2026

The deterministic, cache-safe angle is the part that actually matters — a compressor that shifts output between turns breaks the provider's prompt cache and can end up costing more than it saves. Keeping elided sections retrievable via markers instead of deleting them outright is the right call. Curious: when the model hits a marker, does it refetch the content automatically, or does the agent have to explicitly ask for it?

Commented on Articos MCP · Oct 30, 2026

模拟买家用 Big Five 特质和认知偏见来建模这个思路很实在，纯 LLM 脑补的用户画像太容易顺着提问者说话了。好奇 Talk to Research 追问时，persona 是沿用上次 study 的上下文继续作答，还是每次重新生成？

Commented on Viaduct · Oct 29, 2026

把 C4 四层图和托管 MCP 打通这个点很对我胃口，平时架构图最容易烂尾就是画完没人维护，代码一改图就过期。想问下 change set 是只记录模型自己的改动，还是能对照代码变更提示哪些容器、组件关系已经对不上了？

Commented on Taskless · Oct 28, 2026

把 AGENTS.md 从建议变成每次提交都能跑的确定性检查，这个方向很对我胃口，之前 agent 总是把规范当参考而不是硬性约束。想问下团队约定变了之后，旧规则是手动改还是能从新的纠正记录里重新生成，改动会不会影响已经通过的历史提交？

Commented on Seqora · Oct 27, 2026

Visual EXPLAIN 按步骤给耗时这个点很对我胃口，平时看原始 EXPLAIN 输出最费劲的就是定位哪一步拖垮了整个查询。想问下它在 MySQL 和 SQLite 上也能给出同样的分步耗时吗，还是目前 Postgres 的 EXPLAIN ANALYZE 最完整？另外先在事务里试跑改表 SQL 再真正执行的设计也很稳，改生产表之前心里会踏实不少。

Commented on AI-Atlas · Oct 26, 2026

按实际代码而不是 star 数打分这个思路很对，尤其每个分数都附证据链接，翻起来能验证。好奇六个领域里训练逻辑那部分是怎么从代码里取证的？

Commented on Isoso · Oct 25, 2026

自动修 57 条规则这个点很实在，手动改无障碍问题最耗时间的地方往往不是发现，而是逐个改。我想问的是，isoso fix 遇到可能改语义的情况（比如交互元素、aria 角色）会怎么处理，是跳过并标注，还是先给 dry-run diff 让人确认？另外在 CI 里是建议只拦截严重级别，还是全量规则都当失败处理？

Commented on AI Bridge · Oct 24, 2026

Running the real CLIs in real terminals instead of wrapping them is the right call — that's where most multi-agent UIs lose my trust. Curious how the Inbox handles approvals when two agents touch the same repo at once.

Commented on Ret · Oct 23, 2026

同时跑多个 Claude Code 会话时，我最烦的就是手动给每个任务开 worktree 再一个个起会话——fork 线程直接进独立 worktree 这个设计很实在。等不及想试试 Inbox 视图，看能不能一眼掌握所有 agent 的状态。

Commented on Tidewall · Oct 22, 2026

The checksum validation for card numbers and IBANs is the detail that matters most — most redaction tools flag anything that looks like digits and you end up ignoring the alerts entirely. The local-only, in-browser approach also answers the obvious privacy objection before anyone has to ask it.

Commented on CodeCrab · Oct 20, 2026

复用已有的 Claude Code / Cursor 订阅来做 review 这个思路很对——单独为 review 再开一份订阅，是我之前用这类工具最大的心理门槛。read-only 默认模式也加分。想问一下，所谓的 full repo context 在 monorepo 上怎么处理？是预先建了索引，还是只取当前 diff 附近的调用链？

Commented on Ticket Terminal · Oct 19, 2026

Keeping Jira as the source of truth while the agent works locally is the right call — copy-pasting ticket context into the terminal gets old fast. When the session finishes, does the transcript get written back to the ticket automatically?

Commented on JPG Smaller · Oct 18, 2026

The exact-KB target is the part I'd actually use. Most compressors make you drag a quality slider and re-check the file size by hand until it fits under the limit.

Commented on hidane · Oct 17, 2026

Finally a Firestore emulator that doesn't drag a JVM into CI. A single Rust binary with 5.5 ms startup is a genuine quality-of-life win for test pipelines. Curious how you plan to keep security-rules parity as Google adds new rule features — that seems like the hardest part long-term.

Commented on Skep · Oct 15, 2026

Hey everyone 👋 I'm the maker. We built Skep: cross-device live sessions for local coding agents. I'd love your honest feedback, and I'm here all week to answer questions!