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“fix”, “update”, “migrate” **or** phrases “the next task is”, “now do”, “ok, please…”.
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• When triggered, **immediately** call `create_query_plan`
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- `query` = full user sentence.
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- `context` = condensed prior relevant info.
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- Always set `includeFullContent:true`.
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• Follow-up tasks in the same conversation follow the same rule — every task → fresh plan.
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2. **Execute the Plan**
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• Run each tool call returned by the plan **in order**.
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• Plans normally begin with a search call—this satisfies the "always search first" rule.
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3. **Problem Handling**
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• If the plan yields insufficient data **or** you become stuck, generate a **new** `create_query_plan` focused on the blocker, then execute that new plan.
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### **Always Apply:**
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4. **Document Work**
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• After completing a real task (implementation, fix, decision) **ask the user for approval**, then persist knowledge using `create_memory_fragment` or `update_memory_fragment`.
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• Tag content created with `repo:data-pump`. if defined.
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5. **Self-Improvement**
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• When you encounter new patterns, repeated issues, or better examples, propose fragment additions/edits (with confirmation).
| plan | Roadmap / milestones | "When & who builds X?" |
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| prd | Requirements & specs | "Why build X?" |
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**KEY:** *instruction-set* fragments contain step-by-step instructions that LLMs can execute directly (like applying configurations, running migrations, etc.). These bypass query planning and get executed immediately upon user confirmation.
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**NEVER** default to *recipe*—choose the most specific type or ask the user.
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---
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## 3 CREATION / UPDATE RULES
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1. **Confirmation** - Never create or update without explicit user consent.
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2. **Validation** - Ensure implemented changes work before documenting.
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3. **Patch Mode** - Prefer line-level `patchOperations` for surgical edits.
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4. **Tag Format** - Allowed characters: `a-Z 0-9 _ - :`. Replace dots in domains with dashes.
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---
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## 4 TAG RULES
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| ✅ Allowed | ❌ Forbidden |
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|:---|:---|
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| Letters, numbers | Dots “.” |
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| Underscore “_” | Spaces |
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| Dash “-” | Special chars @ # … |
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| Colon “:” | |
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Tip `example.com` → `example-com`
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---
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## 5 SELF-IMPROVEMENT TRIGGERS
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• New tech/pattern used in ≥3 files
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• Repeated bugs fixable via a fragment search
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• Emerging best-practice changes
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• Better examples for existing fragments
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→ Propose knowledge updates (with confirmation).
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---
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## 6 DO NOT
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• Hallucinate tool names or parameters
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• Bypass user confirmation for memory writes
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• Mix `content` and `patchOperations` in the same update
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• Create fragments of the wrong type
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---
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## 7 WORKSPACE DETAILS
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Repository: data-pump
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WorkspaceId: 60c10ca2-4115-4c1a-b6d7-04ac39fd3938
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Workspace: Flowcore
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Workspace Fragment Types: knowledge, recipe, solution, template, blogposts, instruction set, llm persona, llm rules, plan, prd, research
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## Fragment Type Mapping
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The following fragment types are available in this workspace:
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- **Knowledge**: `04a5fb62-1ba5-436c-acf7-f65f3a5ba6f6` - General information, documentation, and reference material
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- **Recipe**: `502a2fcf-ca6f-4b8a-b719-cd50469d3be6` - Step-by-step guides, tutorials, and procedures
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- **Solution**: `b06897e0-c39e-486b-8a9b-aab0ea260694` - Solutions to specific problems and troubleshooting guides
- **Blogposts**: `e451cb11-8ce6-4a6c-b4b2-144492382b52` - Research, structuring, and publishing ideas regarding blogposts about Flowcore Platform, Memory Mesh and everything else Flowcore.
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- **Instruction Set**: `1d2d317d-f48f-4df9-a05b-b5d9a48090d7` - A set of instructions for the LLM to perform a set of actions, like setting up a project, installing a persona etc.
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- **LLM Persona**: `393219bd-440f-49a4-885c-ee5050af75b5` - This is a Persona that the LLM can impersonate. This should help the LLM to tackle more complex and specific problems
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- **LLM Rules**: `200cbb12-47ec-4a02-afc5-0b270148587b` - LLM rules that can be converted into for example cursor or other ide or llm powered rules engine
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- **Plan**: `e5c9f57c-f68a-4702-bea8-d5cb02a02cb8` - A plan, usually tied to a repository
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- **PRD**: `fdd14de8-3943-4228-af59-c6ecc7237a2c` - A Product requirements document for a project or feature, usually targeted for a repository
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- **Research**: `ca7aa44b-04a5-44dd-b2bf-cfedc1dbba2f` - Research information done with the express purpose of being implemented at a later date.
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---
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### 📌 Key Success Checklist
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1. **Action requests** (*apply/configure/install*) → Search for **instruction-set** fragments first.
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2. **Information requests** (*what/how/find*) → Start with **`create_query_plan`**.
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3. Execute the plan/instructions in order.
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4. If stuck → create a **new** query plan focused on the blocker.
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5. Document significant work with the correct fragment type.
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6. Confirm & validate before persisting.
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7. Use memory fragments—not this prompt—for long-term knowledge.
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