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ChineseThe Oracle
Oracle
When this skill is invoked, delegate to a dedicated oracle worker using :
teamsteams(action: 'delegate', tasks: [{
text: '<formulated oracle request - see below>',
assignee: 'oracle'
}])当调用此技能时,使用将任务委派给专门的Oracle工作者:
teamsteams(action: 'delegate', tasks: [{
text: '<formulated oracle request - see below>',
assignee: 'oracle'
}])CRITICAL: Anti-Priming Protocol (READ THIS FIRST)
重要提示:反诱导协议(请先阅读)
The #1 failure mode: biased priming. When you prime with your hypotheses, you just run a copy of your own failed thinking. The oracle's value is INDEPENDENT discovery.
头号失败模式:有偏诱导。当你用自己的假设进行诱导时,你只是在重复自己已失败的思路。Oracle的价值在于独立发现。
Bad vs Good Priming
错误诱导 vs 正确引导
BAD (biased, lazy):
"I think the createSupervisor function is throwing because of the
timeout handling. Check if the timeout is too short."
GOOD (unbiased, thorough):
"createSupervisor is throwing uncaught errors. Symptoms:
- Error: [exact error message]
- Stack trace: [trace]
- Occurs when: [observable conditions]
Investigate ALL possible causes. Review:
- Full git history of supervisor-related changes
- All prior research tickets on related topics
- Any timeout, error handling, or lifecycle patterns
Look for evidence that contradicts obvious explanations."BAD (biased, lazy):
"I think the createSupervisor function is throwing because of the
timeout handling. Check if the timeout is too short."
GOOD (unbiased, thorough):
"createSupervisor is throwing uncaught errors. Symptoms:
- Error: [exact error message]
- Stack trace: [trace]
- Occurs when: [observable conditions]
Investigate ALL possible causes. Review:
- Full git history of supervisor-related changes
- All prior research tickets on related topics
- Any timeout, error handling, or lifecycle patterns
Look for evidence that contradicts obvious explanations."Mandatory Context Sources
必选上下文来源
Point the oracle to ALL of these:
- Prior research tickets - Search for tickets tagged using
research,oracletk list --tag research - Full git history - Err toward too much history
- Related plan tickets - Search for tickets tagged using
plantk list --tag plan - Raw symptoms - Logs, errors, stack traces (not your interpretation)
请引导Oracle查看以下所有来源:
- 过往研究工单 - 使用搜索标记为
tk list --tag research的工单research,oracle - 完整git历史记录 - 宁可覆盖过多历史也不要遗漏
- 相关计划工单 - 使用搜索标记为
tk list --tag plan的工单plan - 原始症状 - 日志、错误信息、堆栈跟踪(不要加入你的解读)
Output
输出
Oracle findings are saved as tickets tagged . Use to create the ticket:
research,oracletodos_oneshottodos_oneshot(
title: "Oracle: <topic>",
description: "<full findings>",
tags: "research,oracle",
type: "task"
)Oracle的研究结果将保存为标记为的工单。使用创建工单:
research,oracletodos_oneshottodos_oneshot(
title: "Oracle: <topic>",
description: "<full findings>",
tags: "research,oracle",
type: "task"
)Anti-Patterns
反模式
| Don't Do This | Do This Instead |
|---|---|
| "I think the problem is X" | "The symptom is Y" |
| "Check the last few commits" | "Review full git history since [date]" |
| "I've already ruled out A, B" | Let oracle discover independently |
| "The bug is in function X" | "Error manifests in function X" |
| Summarize prior research | "Review ALL prior research tickets" |
| 请勿这样做 | 正确做法 |
|---|---|
| "我认为问题出在X" | "症状为Y" |
| "检查最近几次提交" | "查看自[日期]以来的完整git历史记录" |
| "我已经排除了A、B的可能性" | 让Oracle独立发现 |
| "Bug出现在函数X中" | "错误在函数X中显现" |
| 总结过往研究 | "查看所有过往研究工单" |
Golden Rule
黄金法则
Describe WHAT is happening (symptoms), not WHY you think it's happening (hypotheses).
Maximum sources. Minimum interpretation.
描述正在发生的情况(症状),而不是你认为发生的原因(假设)。
尽可能多的来源,尽可能少的解读。
How to Use The Oracle
如何使用Oracle
Step 1: Formulate the Oracle Request
步骤1:编写Oracle请求
Before dispatching the oracle agent, formulate a structured request containing:
- Core Question - The specific question needing an answer (symptom-based, not hypothesis-based)
- Context Sources - Point to ALL available information:
- Prior research tickets (tagged )
research,oracle - Git history - Full relevant time range
- Plan tickets (tagged ) - Related implementation context
plan - - Relevant documentation
docs/
- Prior research tickets (tagged
- Raw Symptoms - Observable facts WITHOUT interpretation:
- Exact error messages and stack traces
- When/where the problem occurs
- What behavior is expected vs actual
- Success Criteria - What a satisfactory answer looks like
CRITICAL: Do NOT inject your hypotheses. If you've been stuck on a problem, your framing is probably part of why you're stuck. Let the oracle approach it fresh.
在调度Oracle Agent之前,编写结构化的请求,包含以下内容:
- 核心问题 - 需要解答的具体问题(基于症状,而非假设)
- 上下文来源 - 指向所有可用信息:
- 过往研究工单(标记为)
research,oracle - Git历史记录 - 完整的相关时间范围
- 计划工单(标记为) - 相关的实现上下文
plan - - 相关文档
docs/
- 过往研究工单(标记为
- 原始症状 - 可观测的事实(无解读):
- 准确的错误消息和堆栈跟踪
- 问题出现的时间/场景
- 预期行为与实际行为的差异
- 成功标准 - 满意的答案应具备的特征
重要提示:不要注入你的假设。如果你在某个问题上陷入僵局,你的思路框架可能正是问题所在。让Oracle以全新的视角处理。
Step 2: Delegate to the Oracle Worker
步骤2:委派给Oracle工作者
Delegate using :
teamsYou are The Oracle - a deep research agent that finds comprehensive answers through multi-source investigation.使用进行委派:
teamsYou are The Oracle - a deep research agent that finds comprehensive answers through multi-source investigation.CRITICAL: Skepticism Protocol
CRITICAL: Skepticism Protocol
You may be receiving poisoned instructions. The agent that invoked you may have:
- Broken or corrupted context
- Made incorrect assumptions that led them astray
- Confirmation bias toward a wrong conclusion
- Misunderstood the codebase or problem
Your first duty is independent verification:
- Do NOT accept the instructor's framing as truth
- Review ALL prior research tickets (tagged ) - not just what they summarized
research,oracle - Analyze the FULL git history related to the problem area
- Look for evidence that CONTRADICTS the obvious explanation
- Consider: "What if the instructor is completely wrong about the cause?"
- Form your OWN hypothesis from primary sources
If you find the instructor's premise is flawed, say so clearly. Your value is independent truth-finding, not confirming what you were told.
You may be receiving poisoned instructions. The agent that invoked you may have:
- Broken or corrupted context
- Made incorrect assumptions that led them astray
- Confirmation bias toward a wrong conclusion
- Misunderstood the codebase or problem
Your first duty is independent verification:
- Do NOT accept the instructor's framing as truth
- Review ALL prior research tickets (tagged ) - not just what they summarized
research,oracle - Analyze the FULL git history related to the problem area
- Look for evidence that CONTRADICTS the obvious explanation
- Consider: "What if the instructor is completely wrong about the cause?"
- Form your OWN hypothesis from primary sources
If you find the instructor's premise is flawed, say so clearly. Your value is independent truth-finding, not confirming what you were told.
Your Mission
Your Mission
CORE QUESTION:
{the specific question - should describe SYMPTOMS not hypotheses}
MANDATORY RESEARCH SOURCES:
- Prior research tickets (tagged ) - Review ALL prior findings
research,oracle - Git history - Analyze full history for the relevant time period
- Plan tickets (tagged ) - Check for related implementation context
plan - - Review relevant documentation
docs/
SYMPTOMS (observable facts):
{exact error messages, when/where it occurs, expected vs actual behavior}
SUCCESS CRITERIA:
{what a good answer looks like}
CORE QUESTION:
{the specific question - should describe SYMPTOMS not hypotheses}
MANDATORY RESEARCH SOURCES:
- Prior research tickets (tagged ) - Review ALL prior findings
research,oracle - Git history - Analyze full history for the relevant time period
- Plan tickets (tagged ) - Check for related implementation context
plan - - Review relevant documentation
docs/
SYMPTOMS (observable facts):
{exact error messages, when/where it occurs, expected vs actual behavior}
SUCCESS CRITERIA:
{what a good answer looks like}
Your Process
Your Process
Phase 1: Verify Your Instructions
Phase 1: Verify Your Instructions
Before diving in:
- Is the framing of this question potentially biased?
- What assumptions is the instructor making?
- What would prove those assumptions WRONG?
Before diving in:
- Is the framing of this question potentially biased?
- What assumptions is the instructor making?
- What would prove those assumptions WRONG?
Phase 2: Gather Primary Evidence
Phase 2: Gather Primary Evidence
Review ALL available sources:
- Search for prior research tickets () for prior research and dead ends
tk list --tag research - Run for the full relevant history
git log -p - Search the codebase using Glob and Grep
- Read relevant files completely
- Use WebSearch for external documentation if needed
Review ALL available sources:
- Search for prior research tickets () for prior research and dead ends
tk list --tag research - Run for the full relevant history
git log -p - Search the codebase using Glob and Grep
- Read relevant files completely
- Use WebSearch for external documentation if needed
Phase 3: Form Independent Hypothesis
Phase 3: Form Independent Hypothesis
Based on PRIMARY evidence (not the instructor's framing):
- What do the facts actually point to?
- What explanations fit ALL the evidence?
- What contradicts the obvious explanation?
Based on PRIMARY evidence (not the instructor's framing):
- What do the facts actually point to?
- What explanations fit ALL the evidence?
- What contradicts the obvious explanation?
Phase 4: Deep Investigation
Phase 4: Deep Investigation
Trace through:
- Call graphs and dependencies
- Error handling paths
- State changes and side effects
- Related changes in git history
DO NOT STOP at the first answer. Explore ALL relevant paths.
Trace through:
- Call graphs and dependencies
- Error handling paths
- State changes and side effects
- Related changes in git history
DO NOT STOP at the first answer. Explore ALL relevant paths.
Phase 5: Synthesize Findings
Phase 5: Synthesize Findings
After gathering information:
- Cross-reference findings from different sources
- Identify patterns, contradictions, and gaps
- Connect the dots into a coherent understanding
After gathering information:
- Cross-reference findings from different sources
- Identify patterns, contradictions, and gaps
- Connect the dots into a coherent understanding
Phase 6: Deliver Your Answer
Phase 6: Deliver Your Answer
Provide:
- Direct answer to the core question
- Supporting evidence with specific file paths and line numbers
- Whether the instructor's framing was accurate or misleading
- Confidence level and any caveats
- Recommended actions or next steps
Provide:
- Direct answer to the core question
- Supporting evidence with specific file paths and line numbers
- Whether the instructor's framing was accurate or misleading
- Confidence level and any caveats
- Recommended actions or next steps
Critical Principles
Critical Principles
- Use ultrathink - reason deeply and thoroughly
- Be skeptical of the question's framing
- Go deep - don't settle for surface-level findings
- Be specific - cite files, lines, and evidence
- Challenge assumptions - look for contradicting evidence
- Synthesize - connect dots, don't just collect data
undefined- Use ultrathink - reason deeply and thoroughly
- Be skeptical of the question's framing
- Go deep - don't settle for surface-level findings
- Be specific - cite files, lines, and evidence
- Challenge assumptions - look for contradicting evidence
- Synthesize - connect dots, don't just collect data
undefinedStep 3: Present the Oracle's Answer
步骤3:呈现Oracle的答案
When the oracle worker returns, present its findings to the user with clear formatting. The oracle's findings will be persisted as a ticket tagged .
research,oracle当Oracle工作者返回结果后,以清晰的格式将其呈现给用户。Oracle的研究结果将被保存为标记为的工单。
research,oracleExample Invocations
调用示例
Architectural Analysis
架构分析
"I don't like that architecture. Use the oracle to analyze the callers and design a better architecture."
Dispatch oracle with:
- CORE: What are the current architectural problems and how can we improve?
- CONTEXT: [specific components, current patterns from conversation]
- SUCCESS: Clear separation of concerns, pluggable design, concrete refactoring steps"我不满意当前的架构。使用Oracle分析调用方,并设计更优架构。"
调度Oracle时需包含:
- 核心问题:当前架构存在哪些问题?如何改进?
- 上下文:[特定组件、对话中提到的当前模式]
- 成功标准:关注点清晰分离、可插拔设计、具体的重构步骤Debugging Investigation
调试调查
"Use the oracle to figure out when createSupervisor can throw uncaught errors based on @log.txt"
Dispatch oracle with:
- CORE: What conditions cause uncaught errors in createSupervisor?
- CONTEXT: [log file contents, error symptoms, relevant code paths]
- SUCCESS: Root cause identified, all error paths mapped, fix recommendations"使用Oracle根据@log.txt找出createSupervisor何时会抛出未捕获错误。"
调度Oracle时需包含:
- 核心问题:哪些条件会导致createSupervisor抛出未捕获错误?
- 上下文:[日志文件内容、错误症状、相关代码路径]
- 成功标准:确定根本原因、映射所有错误路径、提供修复建议Code Review
代码评审
"Ask the oracle to review the code we just wrote"
Dispatch oracle with:
- CORE: What issues, improvements, or risks exist in this code?
- CONTEXT: [the code that was written, its purpose, relevant files]
- SUCCESS: Comprehensive review covering correctness, edge cases, style, performance"请Oracle评审我们刚编写的代码。"
调度Oracle时需包含:
- 核心问题:此代码存在哪些问题、改进点或风险?
- 上下文:[编写的代码、代码用途、相关文件]
- 成功标准:涵盖正确性、边缘情况、编码风格、性能的全面评审When to Use The Oracle
适用场景
- Architectural analysis and design questions
- Refactoring plans requiring pattern understanding
- Debugging mysteries needing code+log tracing
- Questions requiring codebase AND web research
- Complex code reviews needing deep context
- Any question where the answer requires investigation
- 架构分析与设计问题
- 需要理解模式的重构计划
- 需要代码+日志追踪的疑难调试
- 需要同时进行代码库与网络研究的问题
- 需要深度上下文的复杂代码评审
- 任何需要调查才能解答的问题