Borrowing it
Nothing to install: this file belongs to xiaojilele-glitch/WhyBuddy. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/xiaojilele-glitch/WhyBuddy/main/.kiro/steering/web-aigc-mainline-enhancement-batch-2026-04-23.mdgit clone --depth 1 https://github.com/xiaojilele-glitch/WhyBuddyWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/xiaojilele-glitch/whybuddy/web-aigc-mainline-enhancement-batch-2026-04-23)<a href="https://agentmods.dev/instructions/xiaojilele-glitch/whybuddy/web-aigc-mainline-enhancement-batch-2026-04-23"><img src="https://agentmods.dev/badge/instructions/xiaojilele-glitch/whybuddy/web-aigc-mainline-enhancement-batch-2026-04-23/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/xiaojilele-glitch/whybuddy/web-aigc-mainline-enhancement-batch-2026-04-23"><img src="https://agentmods.dev/badge/instructions/xiaojilele-glitch/whybuddy/web-aigc-mainline-enhancement-batch-2026-04-23.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00995 | $0.00995 |
| Opus 5.5 | $0.00398 | $0.00398 |
| Sonnet 5.5 | $0.00199 | $0.00199 |
| Haiku 4.5 | $0.00100 | $0.00100 |
Grade A, and why
WhyBuddy web-aigc-mainline-enhancement-batch-2026-04-23.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 119 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Web-AIGC 主线增强批次纪要(2026-04-23)
范围
本纪要记录的是“主线入口接线收口完成后的下一批工作”,不是新一轮 spec 补写说明。
本批只确认两件事:
- 哪些入口级能力已经正式进入主线基线
- 下一批主线增强应该收哪几类内部债务
本批已收口
以下内容在本批之后统一视为已完成基线:
workflow runtime governance routes已接入主仓路由层open-reportroute 已接入主仓服务端入口- main server 的 Web-AIGC route mounting 已完成
- RAG
vectorStoreexposure 已完成 - chat 运行时
documentSearchinjection 已完成 - MCP checker、tool adapter 与 mainline runtime registration 已完成
- vector update / delete 的 risk action wiring 已完成
这意味着主线当前已经具备入口、治理、检索、MCP 和向量写路径的最小接线闭环。
下一批定义
下一批不再以补 spec 增量为口径,统一收敛到下面五项。
1. 类型债清理
目标:
- 清理
server、shared、runtime context、route contract 之间的松散类型 - 优先移除热点路径上的
any、宽 union、重复派生类型和隐式可空字段
收口信号:
- 主线关键入口的类型边界稳定
- 共享契约不再需要多份临时补丁类型兜底
2. runtime adapter result 类型统一
目标:
- 统一节点执行、工具执行、治理判断的结果壳
- 对齐
success / blocked / needs_approval / failed等状态表达 - 对齐
output / error / report / audit / lineage等结果字段
收口信号:
- route、runtime、监控、面板消费同一套结果类型
- checker、tool adapter、runtime adapter 不再输出各自私有结果结构
3. observability / lineage 深化
目标:
- 打通 execution record、runtime trace、audit trail 与
open-report - 给节点执行、工具调用、向量更新 / 删除补齐统一谱系字段
- 让治理动作和业务动作共用同一套追踪链
收口信号:
- 任一条主线执行都能回溯到 route、adapter、checker 和 report
- 向量写路径进入主线观测面
4. HITL / Office 面板闭环
目标:
- 统一 HITL 决策、恢复执行、状态刷新和 Office 面板来源
- 对齐
DecisionPanel / DecisionHistory / tasks-store / mission-client - 让 Office、监控面板、任务面板共用主线
session / projection / report
收口信号:
- 人工确认、回写、恢复执行形成端到端闭环
- Office 面板不再依赖与主线不一致的临时字段
5. tools-and-agents 治理字段统一
目标:
- 对账
a2a / auto-agent / internal_api / guest-agents / skills / mcp - 统一
actor、source、approval、policy、timeout、audit、lineage命名 - 让不同入口的工具调用在治理字段上可以直接并排比较
收口信号:
- 工具与代理入口的治理元数据可直接对账
- checker、tool adapter、route、runtime 的治理命名统一
推荐顺序
建议按下面顺序推进下一批:
- 类型债清理。
- runtime adapter result 类型统一。
observability / lineage深化。- HITL / Office 面板闭环。
tools-and-agents治理字段统一。
明确不做
下一批不再把下面内容当作目标:
- 继续追加
web-aigcspec 条目 - 再做一轮主线入口挂载
- 用新增 worktree 数量表示推进进度
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 119 lines · 995 tokens per session scan A db6f10766601
WhyBuddy web-aigc-mainline-enhancement-batch-2026-04-23.md is an instructions file published in the GitHub repository xiaojilele-glitch/WhyBuddy (380 stars, last pushed 1mo ago), licensed MIT. It adds 995 tokens to every session, about $0.0040 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-23.
WhyBuddy web-aigc-mainline-enhancement-batch-2026-04-23.md compared with instructions from other repositories
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|---|---|---|---|---|---|---|---|
| WhyBuddy web-aigc-mainline-enhancement-batch-2026-04-23.mdxiaojilele-glitch/WhyBuddy | Instructions file | 380 | 1mo ago | MIT | A | 995 | Kiro |
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