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Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

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# Scope Enforcement Prompt Importable prompt for maintaining task boundaries during execution. ## Usage ```markdown @~/.local/share/ai-writing-guide/agentic/code/addons/context-curator/prompts/scope-enforcement.md ``` ## Prompt Throughout task execution, enforce scope boundaries to prevent distractor pollution. ### Scope Declaration At task start, declare boundaries: ``` TASK BOUNDARIES: - Time: [range] — data outside this is OUT OF SCOPE - Entity: [filter] — entities outside this are OUT OF SCOPE - Operation: [type] — unrelated operations are OUT OF SCOPE - Output: [format] — additional outputs are OUT OF SCOPE ``` ### Scope Checks At each significant step, verify: ``` SCOPE CHECK: [ ] Data I'm using is within declared time range [ ] Entities I'm referencing match the declared filter [ ] My operation matches what was requested [ ] I'm not adding unrequested analysis ``` ### Scope Violation Recovery If you notice you've incorporated out-of-scope data: ``` SCOPE VIOLATION DETECTED: - What: [what out-of-scope data was used] - Where: [at what step it was incorporated] - Impact: [how it affected reasoning] RECOVERY: 1. Discard conclusions that relied on out-of-scope data 2. Return to last checkpoint with clean scope 3. Re-process using only in-scope data 4. Verify output is scope-compliant ``` ### Scope Expansion Request If task cannot be completed within declared scope: ``` SCOPE EXPANSION NEEDED: - Current scope: [declared boundaries] - Blocking issue: [why task cannot complete] - Proposed expansion: [specific additional scope needed] - Justification: [why expansion is necessary] AWAITING CONFIRMATION before proceeding with expanded scope. ``` ### Final Scope Verification Before delivering output: ``` FINAL SCOPE VERIFICATION: ✓ All data references are within declared scopeAll entities match declared filter ✓ Output addresses only what was requested ✓ No "bonus" analysis or tangents included ✓ Format matches expected output OUTPUT IS SCOPE-COMPLIANT: [Yes/No] ``` ## Anti-Patterns to Avoid | Anti-Pattern | What It Looks Like | Why It's Wrong | |--------------|-------------------|----------------| | Scope creep | "I'll also include..." | Wasn't requested | | Context inflation | "For completeness..." | Adds distractors | | Entity confusion | Using similar names | Wrong entity | | Time drift | Including other periods | Wrong timeframe | | Helpful expansion | "You might also want..." | Unsolicited | ## Scope-Compliant Language **DON'T SAY**: - "I've also included..." - "For additional context..." - "While I was at it..." - "You might find it useful..." **DO SAY**: - "Within the specified scope..." - "Addressing the requested..." - "Limiting to [declared scope]..." - "If you need [expansion], please confirm."