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Get Started Free →Structures and derives research formulas when the user wants to 推导公式, build a theory line, organize assumptions, turn scattered equations into a coherent derivation, or rewrite theory notes into a paper-ready formula document. Use when the derivation target is not yet fully fixed, the main object still needs to be chosen, or the user needs a coherent derivation package rather than a finished theorem proof.
.claude/skills/aris-formula-derivation/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-17 | ✗→✓ | ▲ Improved | — | — |
| case-02 | ✗→✓ | ▲ Improved | — | — |
| case-01 | ✗→✓ | ▲ Improved | — | — |
| case-16 | ✗→✓ | ▲ Improved | — | — |
| case-18 | ✗→✓ | ▲ Improved | — | — |
Build an honest derivation package, not a fake polished theorem story.
DERIVATION_PACKAGE.md in project rootCOHERENT AS STATED | COHERENT AFTER REFRAMING / EXTRA ASSUMPTION | NOT YET COHERENTProduce exactly one of:
Extract and normalize:
If the target, object, notation, or assumptions are ambiguous, state the exact interpretation you are using before deriving anything.
Determine the target derivation file with this priority:
DERIVATION_PACKAGE.md in project root as the default targetRead the relevant local context:
Extract:
State explicitly:
Do not start symbolic manipulation before this is fixed.
Identify the single quantity or conceptual object that should organize the derivation.
Typical possibilities include:
If the current notes start from a narrower quantity, decide explicitly whether it is:
Do not let a convenient proxy silently replace the actual conceptual object.
Restate:
Identify:
Preserve the user's original notation unless a cleanup is necessary for coherence. If you adopt a cleaner internal formulation, keep that as a derivation device rather than silently replacing the user's target.
For every nontrivial step, determine whether it is:
Never merge these categories without signaling the transition. If one part is only interpretive, do not present it as if it were mathematically proved.
Choose a derivation strategy, for example:
Then write a derivation map:
If the derivation needs a decomposition, derive it from the chosen global quantity. Do not make a split appear magically from one local variable itself.
Write to the chosen target derivation file.
If the target derivation file already exists:
If the user does not specify a target, default to DERIVATION_PACKAGE.md in project root.
Do NOT write directly into paper sections or appendix .tex files unless the user explicitly asks for that target.
The derivation package must include:
Writing rules:
Before finishing the target derivation file, verify:
If the derivation still lacks a coherent object, stable assumptions, or an honest path from premises to result, downgrade the status and write a blocker report instead of forcing a clean story.
Write the target derivation file using this structure:
md# Derivation Package ## Target [what is being derived or explained] ## Status COHERENT AS STATED / COHERENT AFTER REFRAMING / NOT YET COHERENT ## Invariant Object [top-level quantity organizing the derivation] ## Assumptions - ... ## Notation - ... ## Derivation Strategy [chosen route and why] ## Derivation Map 1. Target depends on ... 2. Intermediate step A uses ... 3. Approximation enters at ... ## Main Derivation Step 1. ... Step 2. ... ... ## Remarks and Interpretation - ... ## Boundaries and Non-Claims - ... ## Open Risks - ...
Write the full structure above with a clean derivation package.
Write:
Write:
Status: NOT YET COHERENTaris-proof-writerUse aris-formula-derivation when the user says things like:
Use aris-proof-writer only after:
After writing the target derivation file, respond briefly with:
Open Risks; do not hide it in polished prose.| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-17 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-12 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-02 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-01 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-16 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-18 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-08 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-13 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-20 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-14 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-15 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-10 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-07 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-05 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-22 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-04 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-03 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-19 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-21 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-11 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-06 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-09 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted, and 15 counted toward the lift figure. The other 7 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of +46 percentage points is the difference between those two pass rates over the 15 comparable cases. 3 cases got worse with the skill loaded, and they are included in that figure.
The per-case answers from this run were removed by the retention sweep, so the case table below shows the verdicts without the text either arm produced. The counts above were recorded at the time and are unaffected. Answers are now kept for 180 days.
Other measured skills in the registry, with their headline benchmark lift.