pattern-remix

name

Pattern Remix

description

Generate high-quality first drafts by adapting prior proven work to new problems. Use this when you have successful prior designs, implementations, or architectural patterns and need a strong starting point for a new but related problem. Produces a Pattern Remix Draft that maps reused elements to their sources, flags carried assumptions, identifies divergence risks, and provides implementation steps. Ask to "remix a prior design", "adapt existing work", or "create a first draft from prior patterns" to use this workflow.

Pattern Remix

When to Use

Use Pattern Remix when:

• You have one or more prior successful designs, implementations, or architectural patterns and need to produce a strong first draft for a new but related problem.
• The new problem shares structural similarity with prior work but differs in domain, scale, constraints, or target audience.
• You want to accelerate the design phase by leveraging proven decisions rather than starting from scratch.

Do not use Pattern Remix when:

• No relevant prior work exists. In that case, start with a clean design process.
• The new problem is fundamentally different from all available prior work. Forcing a remix will import inappropriate assumptions.
• The prior work is known to have unresolved flaws that would propagate into the new draft.

Inputs Required

Input	Required	Description
Prior artifacts	Yes	Designs, implementations, architecture docs, or decision records from previous successful work. Source from plugins/systems-thinking/reference/previous_designs/ or user-specified locations.
Target state	Yes	Clear description of what the new design must achieve — goals, success criteria, user/system requirements.
Constraints	Yes	Hard boundaries: budget, timeline, technology mandates, compliance requirements, team capabilities.
Anti-patterns	No	Known failure modes, rejected approaches, or patterns explicitly ruled out for the new context.

Process Steps

Step 1: Gather Prior Artifacts

Collect all prior artifacts that may be structurally relevant to the new problem. Check the following sources in order:

1. plugins/systems-thinking/reference/previous_designs/ directory for indexed prior work, proposals, and architecture notes.
2. User-specified file paths or repositories.
3. Context Packets from prior workflow runs that contain relevant design extractions.

When scanning plugins/systems-thinking/reference/previous_designs/, present any found materials to the user for selection before proceeding — not all prior work will be relevant to the current remix.

For each artifact, note:

• What problem it solved.
• What constraints it operated under.
• What trade-offs it made and why.
• What worked well and what was fragile.

If no relevant prior artifacts can be found, stop here and inform the user. Recommend starting with a clean design process or running context-sharding on broader source material to surface potential reference points.

Step 2: Clarify Target State and Constraints

Before remixing, establish alignment with the user on:

• Target state: What does success look like? What are the measurable outcomes?
• Constraints: What is non-negotiable? Technology, cost, timeline, compliance, team skill boundaries.
• Delta from prior work: What is explicitly different this time? New scale requirements, different users, changed technology landscape, different risk tolerance.
• Anti-patterns: What has been tried and failed, or what approaches are explicitly off the table?

Document these as structured inputs. Do not proceed with ambiguity on target state or hard constraints.

Step 3: Invoke pattern-remix-planner Agent

Before invoking, check plugins/systems-thinking/reference/prompts/ for analysis prompts relevant to the problem domain. If found, use them to guide the remix approach and framing. Also check plugins/systems-thinking/reference/examples/ for sample Pattern Remix Draft outputs to calibrate quality and depth expectations for the output.

Pass the following context to the pattern-remix-planner agent:

• All gathered prior artifacts with annotations from Step 1.
• Target state and constraints from Step 2.
• Anti-patterns (if provided).
• Explicit instruction to produce a Pattern Remix Draft that:
  • Maps each reused element to its source in the prior work.
  • Flags every assumption carried forward from prior work.
  • Identifies where the new context diverges and what adaptation was applied.
  • Lists open questions that require user input before the draft is finalized.
  • Calls out risks introduced by the remix (pattern mismatch, scale mismatch, context drift).

Step 4: Review Output for Completeness

Before presenting to the user, verify the Pattern Remix Draft contains all required sections:

• Reused elements: Each element traced to its source artifact.
• Adapted elements: Each adaptation justified by a stated constraint or target-state difference.
• Carried assumptions: Every assumption from prior work explicitly listed, with a note on whether it still holds.
• Risks: At least one risk per major reused element. If none are identified, flag this as suspicious and re-examine.
• Open questions: Unresolved decisions that require user input, domain expertise, or further investigation.
• Anti-pattern compliance: Confirm no anti-patterns were inadvertently reintroduced.

If any section is missing or thin, loop back to the pattern-remix-planner agent with specific feedback before presenting.

Step 5: Present Pattern Remix Draft to User

Deliver the completed draft with:

• A summary of what was reused, what was adapted, and what is new.
• A confidence assessment: how closely does the prior work map to the new problem?
• Explicit next steps: what decisions must the user make, what needs validation, what should be stress-tested.

Output Format

The output is a Pattern Remix Draft conforming to the output contract:

## Pattern Remix Draft

### Source Mapping
| New Element | Source Artifact | Adaptation Applied | Assumption Carried |
|---|---|---|---|

### Carried Assumptions
- [Assumption]: [Still valid? / Needs validation / Likely invalid]

### Adaptations Applied
- [Element]: [What changed and why]

### Risks
- [Risk]: [Severity] — [Mitigation or open question]

### Open Questions
- [Question]: [Why it matters] — [Suggested next step]

### Anti-Pattern Check
- [Anti-pattern]: [Status: Avoided / Risk of reintroduction]

### Confidence Assessment
[High / Medium / Low] — [Rationale]

### Recommended Next Steps
1. [Action]
2. [Action]

Failure Modes and Caution Points

Failure Mode	Signal	Response
No relevant prior work available	Step 1 yields no artifacts with structural similarity	Stop. Inform user. Recommend clean design or broader source gathering via context-sharding.
Prior work is from a very different domain	Artifact annotations show fundamentally different problem structure, users, or constraints	Proceed with caution. Flag low confidence in the remix. Recommend treating the output as inspiration, not a draft.
Constraints contradict prior patterns	Step 2 reveals hard constraints that invalidate core decisions in the prior work	Identify which elements cannot be reused. If the majority are invalidated, recommend clean design instead.
Over-fitting to prior work	Draft reuses elements without meaningful adaptation	Review Step 4 checklist. Ensure every reused element has an explicit justification for why it still applies.
Assumption drift	Assumptions from prior work are carried forward without examination	Enforce the Carried Assumptions section. Every assumption must have a validity assessment.
Anti-pattern reintroduction	Draft includes patterns the user explicitly ruled out	Check Step 4 anti-pattern compliance. Reject and re-invoke if violations are found.