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update reserach skill
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@@ -94,6 +94,9 @@ When decomposing questions, you must explicitly define the **boundaries of the r
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| **Geography** | Which region is being studied? | Chinese universities vs US universities vs global |
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| **Timeframe** | Which period is being studied? | Post-2020 vs full historical picture |
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| **Level** | Which level is being studied? | Undergraduate vs graduate vs vocational |
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| **Operating context** | What exact environment, lifecycle phase, and runtime conditions must the solution support? | In-flight embedded runtime vs offline post-processing; production web traffic vs admin batch job |
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| **Required interfaces** | What inputs, outputs, protocols, data shapes, and ownership boundaries are fixed? | One camera vs stereo rig; REST API vs message queue; local file boundary vs service API |
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| **Non-functional envelope** | What latency, throughput, storage, memory, availability, safety, security, cost, and maintainability targets are binding? | <400 ms p95, 8 GB RAM, 99.9% availability, reversible migrations |
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**Common mistake**: User asks about "university classroom issues" but sources include policies targeting "K-12 students" — mismatched target populations will invalidate the entire research.
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@@ -116,6 +119,7 @@ Record the audit result in `00_question_decomposition.md` as a "Completeness Aud
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- Summary of relevant problem context from INPUT_DIR
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- Classified question type and rationale
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- **Research subject boundary definition** (population, geography, timeframe, level)
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- **Project Constraint Matrix summary** (operating context, required interfaces, non-functional envelope, lifecycle assumptions, and hard disqualifiers extracted from input files)
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- List of decomposed sub-questions
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- **Chosen perspectives** (at least 3 from the Perspective Rotation table) with rationale
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- **Search query variants** for each sub-question (at least 3-5 per sub-question)
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@@ -145,12 +149,23 @@ Do not stop at the first few results. The goal is to build a comprehensive evide
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- Consult at least **2 different source tiers** per sub-question (e.g., L1 official docs + L4 community discussion)
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- If initial searches yield fewer than 3 relevant sources for a sub-question, **broaden the search** with alternative terms, related domains, or analogous problems
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**Candidate implementation-limit searches (MANDATORY)**:
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For every component/tool/library/service/pattern/algorithm that may be selected or recommended, search for its intrinsic implementation constraints. Do not rely on product category labels, marketing summaries, or examples from a different operating context. Include query variants for:
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- Official supported inputs/outputs, protocols, data formats, and deployment modes
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- Required hardware/runtime/platform/version constraints
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- Timing, throughput, memory, storage, synchronization, and scaling assumptions
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- Lifecycle assumptions: offline vs online, batch vs real time, development vs production, single tenant vs multi tenant, local vs networked
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- Known unsupported scenarios, limitations, issue reports, production failures, and workarounds
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- Licensing, security, maintenance, and community-health constraints
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- Exact phrases from the project's restrictions and acceptance criteria combined with the candidate name
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**Search broadening strategies** (use when results are thin):
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- Try adjacent fields: if researching "drone indoor navigation", also search "robot indoor navigation", "warehouse AGV navigation"
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- Try different communities: academic papers, industry whitepapers, military/defense publications, hobbyist forums
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- Try different geographies: search in English + search for European/Asian approaches if relevant
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- Try historical evolution: "history of X", "evolution of X approaches", "X state of the art 2024 2025"
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- Try failure analysis: "X project failure", "X post-mortem", "X recall", "X incident report"
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- Try disqualifier probes: "X unsupported", "X limitations", "X requirements", "X with [project constraint]", "X without [required input]", "X real-time [target]", "X production failure"
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**Search saturation rule**: Continue searching until new queries stop producing substantially new information. If the last 3 searches only repeat previously found facts, the sub-question is saturated.
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@@ -194,6 +209,7 @@ For each extracted fact, **immediately** append to `02_fact_cards.md`:
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- **Target Audience**: [which group this fact applies to, inherited from source or further refined]
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- **Confidence**: ✅/⚠️/❓
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- **Related Dimension**: [corresponding comparison dimension]
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- **Fit Impact**: [supports selection / disqualifies / makes experimental / needs user decision]
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```
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**Target audience in fact statements**:
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