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Notice: from 2026-11-30, outputs are kept for 7 days instead of 30 (announced 2026-10-30). Details

AI Scientist · Research Automation

One research question toan SCI paper draft

Editable equations, figures and references, already in place. Read five finished manuscripts right now — no sign-up.

Open a manuscript first

No credit card · Start instantly on sign-up

Published manuscript · first pagep. 1 / 57Mathematical Modeling and Validation of Convergence Dynamics in Neural Network Loss Optimizationθt+1 = θt − η∇L(θt) + ηξt(G1)Figure 7 · The performance landscape traced by condition-sensitivity curve familiesFigure 7 · The performance landscape traced by condition-sensitivity curve familiesOpen this PDF
5
published manuscripts
10
conversion directions
4
validation axes
32
numbered equations per manuscript (min)

§ 01 — Platform

From question to manuscript,
in one flow.

Input, derivation, evolution and validation run as one job, and the result is a manuscript you can edit in Word.

  • PIPELINE

    Input → Derive → Evolve → Validate in one run

  • VALIDATION

    Checked on four axes: math, experiment, statistics, document (comparison with measured data only where possible)

  • EDITABLE

    OMML equations you edit directly in Word

  1. 01 · Inputquery · file
  2. 02 · Derivegoverning equations
  3. 03 · Evolveimproved equation
  4. 04 · Validatefour-axis check
  5. 05 · manuscript.docx
A schematic of the processing flow, not a screenshot of the app.

§ 02 — Sample Manuscripts

Five finished manuscripts, open without signing up

Real generated manuscripts, published as the PDFs themselves. Each card carries one governing equation and one figure taken from inside the manuscript.

No. 01EN · 57 pagesConvergence dynamics of neural-network loss optimizationMathematical Modeling and Validation of Convergence Dynamics in Neural Network Loss Optimizationθt+1 = θt − η∇L(θt) + ηξt(G1)Open PDF
No. 02EN · 60 pagesCoupled analysis of modal stress flowNumerical Framework for Coupled Analysis of Modal Stress Flowρ(∂u/∂t + u·∇u) = −∇p + μ∇²u + ρg(D1)Open PDF
No. 03KO · 56 pagesSpall growth in wind-turbine main-shaft bearings풍력터빈 주축 베어링 궤도면·정렬불량·박리의 결합 PDE/ODE 프레임워크: Crank–Nicolson FDM, 자동 수식형태 탐색 기반 검증 및 민감도 분석∂C/∂t = D∇²C − kcC − λcCψ(1)Open PDF
No. 04KO · 53 pagesVortex-induced vibration of a long-span footbridge장경간 보도교 상판의 와류방출 진동 거동 해석 및 제어 방안 연구∂θ/∂t = Dh∇²θ − khθ(4)Open PDF
No. 05KO · 57 pagesThermal-runaway propagation in a battery module배터리 모듈 내 인접 각형 셀 간 열폭주 전파 수치 해석 및 완화 전략 프레임워크ρcp ∂T/∂t = ∇·(kT∇T) + (−ΔHr) r(D2)Open PDF
HWP · HWPXConvert to Korean HWP/HWPXEquations and tables carry over into Korean society and grant templates.See the converter

Swipe sideways to see all five

The output is a draft. Final judgment and responsibility stay with the researcher.

§ 03 — Anatomy

Not a summary — a draft in submission format

The title, abstract and contents of a recently generated manuscript, shown as they are. The numbers are the actual counts in this manuscript.

Generated 2026-09-231 / 22

Multi-Faceted Validation Of Analysis Conditions For Intrinsic Noise In Transcription-Translation-Degradation Rates

Abstract

Single-physics models fail to describe the multiphysics, multi-time-scale behavior of Intrinsic Noise Transcription. We formulate the phenomenon as a coupled PDE/ODE system, discretize it using a finite-difference discretization with Crank-Nicolson time integration under an accelerated iteration scheme, and identify governing-term candidates via automated equation-form search, benchmarked by rediscovery of a known law. Validation is numerical (grid convergence and parameter sensitivity); external experimental validation is left as future work (measured ±50% sweep: κ +86.1%/-24.4%, γ -44.7%/+551.3%, D -6.4

Contents

  1. Introduction
  2. Related Work
  3. Research Hypotheses
  4. Method
  5. Experiments
  6. Results
  7. Discussion
  8. Conclusion
9
figures
26
references
6
tables
OMMLEditable equations · Fix them directly in the Word equation editor

01 / Title and abstract

Title and abstract

The title and abstract are set up from your research question. The manuscript beside this is the real title and abstract of a recently generated paper.

02 / Contents and sections

Contents and sections

The sections follow the SCI journal structure and are checked again in the final document-validation step.

03 / Figures · tables · references

Figures · tables · references

The numbers are the counts actually in this manuscript. References are checked for existence in the document-validation step.

04 / Numbered equations

Numbered equations

Each of the five published manuscripts carries at least 32 numbered equations. They are written as OMML, so you edit them directly in the Word equation editor.

§ 04 — Method

From a question to a manuscript in four steps

It does not make text up. It sets up equations that can be computed, checks them, and only then writes.

  1. 01

    Input

    Extracts the key variables and constraints from a natural-language question or an uploaded PDF, DOCX, HWPX or PPTX.

  2. 02

    Derive

    Builds a coupled PDE system from domain knowledge, turning the research hypothesis into something that can be computed.

  3. 03

    Evolve

    Finds an improved governing equation with better predictive accuracy than the baseline.

    Patent pending

  4. 04

    Validate

    Checks that repeated runs under the same conditions do not wobble, then reviews completeness automatically.

The step-3 correction method is patent pending (KR 10-2026-0020077 and 3 more). The internal algorithm is not disclosed.

Validation · 4 Axes

Four axes checked in the final step

Fields covered today

  • Fluid & Mechanical Engineering
  • Materials & Structures
  • Energy & Batteries
  • Thermal & Information Thermodynamics
  • Basic Science & Space
  • Economics & Game Theory
  • Interdisciplinary Multiphysics

MATHEMATICAL VALIDATION

Mathematical validation

  • Dimensional consistency
  • Conservation laws
  • Boundary-condition compatibility
  • OMML equation-number audit

EXPERIMENTAL VALIDATION

Experimental validation

  • Synthetic benchmark fit (R²)
  • Residual analysis
  • Comparison with measured data (where possible, graded per paper)

STATISTICAL VALIDATION

Statistical validation

  • Multi-seed repetition
  • 95% confidence intervals
  • p-values

DOCUMENT VALIDATION

Document validation

  • SCI-format section structure
  • Reference existence check

The validation grade is stated honestly in each paper. Comparison with measured data (experimental validation) is hard to apply to every paper, and we do not promise what share of papers is validated this way. We keep working to obtain measured data and to improve how papers are compared with it.

§ 05 — Programs

What you can run

Three programs and a free journal finder, all on one account.

01 — Manuscript draftingDays lost turning a hypothesis into a computable equationCoupled governing-equation derivation and validation in one loop — from improved-equation search to the next research proposalLearn more02 — Proposals and business plansLate nights writing and reviewing proposals every timeResearch output auto-extended and analyzed into a proposal documentLearn more03 — ConvertEquations and tables break on every format changeConvert HWPX·DOCX·PDF layout intact, with no reworkLearn more

SCI Submit · SCI Journal Finder

Free, with no sign-in.

Find a journal

§ 06 — Pricing

Start with free credits, expand when you need to

Signing up gives each program its own free credits. After that, choose a subscription or pay per use.

Free Trial

$0granted once

  • 12 per program
  • 36 across 3 programs
  • Start without payment details
Pay-per-use

$3/ call

  • Paper · business docs $3 / call
  • HWPX conversion $2 / call
  • No subscription
Basic

$19/ mo

  • 1 / day per program
  • 3 / day in total
  • Resets daily
ProRecommended

$29/ mo

  • 2 / day per program
  • 6 / day in total
  • Resets daily
Enterprise

$99/ mo

  • 10 / day per program
  • 30 / day in total
  • Resets daily

Prices are shown in USD. Payments from Korea are charged in KRW at checkout. Subscription limits reset daily.

Show payment and file limits, and the feature comparison by plan

Free Trial

FreeOnce on sign-up
Limit: 36 total (lifetime)
12 per program (lifetime)
📄 Convert files: 20 MB / 30 pages
  • ✓ 12 free credits per program on sign-up (36 total)
  • ✓ V140 / buz_engin / HWPX↔DOCX each get their own 12 credits
  • ✓ Instant use, no payment
  • ✓ OMML equations preserved + document conversion in 10 directions

Pay-per-use

$3/ call
Limit: Unlimited
📄 Convert files: 20 MB / 30 pages
  • ✓ No subscription
  • ✓ V140 / buz_engin: $3 / call
  • ✓ HWPX ↔ DOCX ↔ PDF: $2 / call (cheaper)
  • ✓ Use immediately after payment
  • ✓ No monthly cap

Basic

$19/ mo
Limit: 3 / day
1 / day per program
📄 Convert files: 20 MB / 30 pages
  • ✓ 1 / day per program
  • ✓ 3 / day total (3 programs)
  • ✓ Resets daily at midnight (UTC)
  • ✓ Email support
  • ✓ Hard mode = 4 · continuous N runs = per-run credits × N
⭐ Popular

Pro

$29/ mo
Limit: 6 / day
2 / day per program
📄 Convert files: 40 MB / 100 pages
  • ✓ 2 / day per program
  • ✓ 6 / day total
  • ✓ Resets daily at midnight (UTC)
  • ✓ Priority support (24h)
  • ✓ API access (optional)
  • ✓ ⭐ Popular — recommended for researchers

Enterprise

$99/ mo
Limit: 30 / day
10 / day per program
📄 Convert files: 100 MB / 200 pages
  • ✓ 10 / day per program
  • ✓ 30 / day total (across 3 programs)
  • ✓ Resets daily at midnight (UTC)
  • ✓ Dedicated support (1h SLA)
  • ✓ API + webhook integration
  • ✓ Custom domain option
  • ✓ For labs / enterprises
📌 Payment & file limits
  • Conversion price (HWPX ↔ DOCX ↔ PDF): pay-per-use $2 / call — cheaper than V140 paper / buz_engin ($3 each).
  • 📥 Input (query) limits — V140 paper / buz_engin upload: 20 MB / 40 pages max (A4 · 11pt font · 160% line spacing). 💡 Tip: Just the title, abstract, and keywords is enough (full body not needed)
  • 📤 Output file limits (A4 · 11pt font · 160% line spacing):
    • Free / Basic / Pay-per-use : 20 MB / 30 pages
    • Pro : 40 MB / 100 pages
    • Enterprise : 100 MB / 200 pages
    • Over limit → auto-split (per page) or upgrade recommended
  • Free trial: auto-activated on sign-up. 12 credits per program (36 total across all 3 programs), lifetime, non-renewable.
  • Subscription (Basic / Pro / Enterprise): monthly billing. Quota resets daily at midnight (UTC). No rollover.
  • Payment methods: PortOne (KG Inicis / Toss Payments) — Korean cards, wire, no-account transfer. International cards via Paddle (planned).
  • Cancellation & Refund: cancel anytime in dashboard (access continues to period end). Refunds are available within 7 days of payment (within 14 days for overseas payments via Paddle) when credits are unused — full refund; service defects attributable to the Company are reprocessed or fully refunded regardless of the window. Details: /terms#refund
  • Paper delivery deadline: Paper generation is delivered within 24 hours of submission. If it is delivered within 24 hours, it is not refunded for being late; if we cannot deliver it within 24 hours, the credits used are refunded automatically. (effective October 15, 2026) Details: /terms#delivery-deadline
  • SLA: Basic email / Pro 24h / Enterprise 1h response.
  • Prices / limits subject to change (30-day notice). Terms → /terms

📊 Output format & submission features by tier

Feature / FormatFreeBasicProEnterprise
Paper submission limit12 (on signup, per program)1/day2/day10/day per program
Word (DOCX)✓✓✓✓
HWPX—✓✓✓
LaTeX——✓✓
PPT (incl. IR)———✓
Cover letter automation✓✓✓✓
Figure / Table separation✓✓✓✓
Auto reviewer response—✓✓✓
Personal input DB retention1 mo1 mo1 mo1 mo
Output paper email (2× at 1h interval)✓✓✓✓

※ Credits apply only when email ∧ IP match (account security). Paper submission is currently free.

How results are delivered and kept

Two emails

Once right after generation, and once more about 1 hour later.

Server archive

Download again for 24 hours on the free trial, or 30 days on a paid plan.

Desktop local vault

With the desktop app, results are kept permanently in a vault on your PC.

§ 07 — FAQ

Frequently asked questions

Stuck? Ask.

The chatbot answers first. If that does not solve it, you are connected to a person.

User manual ›

It is built to analyze the multidisciplinary problem in front of you from the governing equations of mathematics, physics and chemistry, and to propose a solution direction that has passed a verification step. The body of a paper from the paper program states a validation grade showing what backs its results (same-condition measured, similar-condition substitute, indirect statistical evidence, or synthetic). If a run cannot start, a generation failure is confirmed, or the output cannot be delivered by any route, the credits used are refunded automatically under our policy. Papers are delivered within 24 hours of submission: if a paper is delivered within 24 hours it is not refunded for being late, and if we cannot deliver it within 24 hours the credits used are refunded automatically (effective 2026-10-15). The exception is a job you cancel yourself after generation has started: its credits are not refunded even though the output is not delivered, within 24 hours or at all, while a job cancelled before generation starts (while queued) is refunded (Terms, “User cancellation”, effective 2026-11-05). Refund rule: a job whose improvement rate measured in continuous analysis is confirmed to be 50% or less has its credits refunded automatically (once per job). If the rate is higher and the result still did not resolve your problem, use 'This didn't solve my problem · request review' on the results screen; after review we reprocess or refund, and if you tell us at info@ideainnov.com we will help you reach a solution as fast as we can.

Just sign up. With no payment details, you get 12 free credits for each of the three programs (paper, proposal, conversion) — 36 total. SCI journal matching is free.

We email them twice (right after generation and about 1 hour later), and you can download them again from the server archive for 24 hours on the free trial or 30 days on a paid plan. With the desktop app, they are kept permanently in the local vault on your PC.

OMML equations and table layout are preserved. Conversion in 10 directions across HWPX·DOCX·PDF is supported.

Based on combined usage across the four programs. Choose a subscription (monthly) or pay-per-use (per call).

The base plan handles up to 20MB / 30 pages. The Pro plan supports up to 40MB / 100 pages.

API access is available on the Pro plan. The chatbot provides the integration guide.

This service is dedicated to engineering/mathematics research and document conversion. Queries or inputs related to crime, religion, politics, drugs, or violence/weapons are out of scope and will not be processed (popup + voice notice).

If an injection, hacking, or system-threat attempt is detected, the offending IP and email are suspended for three months (immediate popup + voice notice).

Up to two IPs can be registered per email. However, simultaneous access from both IPs is not allowed (only one IP active at a time).

Yes. Several accounts may sign up and sign in from the same public IP (a shared home, office or campus router) — no account is blocked. The free trial, however, is one pool shared per IP (36 credits in total); when it runs out only free runs stop, and paid plans work as usual. University or research-institute email accounts (*.ac.kr, *.re.kr, *.edu, *.edu.xx) each get their own free pool on the same IP for up to 15 accounts, and paid accounts are exempt. Signing in from a network different from your first one asks for a one-time email code, and up to 10 extra IPs are remembered, most recently used first.

It is a native Windows app that wraps ideainnov.com. It stores your query history locally on your PC, auto-collects your papers/conversions into a personal vault (with sha256 integrity checks), keeps your login session, and is hardened with renderer isolation and token encryption. It is currently in beta — email info@ideainnov.com to request the installer. See the /desktop page for details.

At login the app automatically checks for a newer version and shows a notice if one exists (clicking it opens the official download page in your browser). You can also check manually from the “Check for updates” menu. For security the app never downloads or runs a file by itself — it only opens the official page.

§ 08 — About

Built by a researcher,
for researchers.

What 31 years of research and development have confirmed for me is that the quality of a paper comes not from willpower but from a system. We automated the stretch it takes to get past the blank page, and designed the rest of the time to go to the researcher’s own judgment.
— Taejun Cho / Ph.D. in Engineering, Professor at Daejin University

About UsFounder’s Note →

Company
MiraeSahoeiR&D Inc.
Brand
IDEAINNOV
Representative
Taejun Cho (조태준)
Address
4F, Room J90, 566 Gyeryong-ro, Seo-gu, Daejeon, Republic of Korea
Contact
031-539-2026 · info@ideainnov.com
Core technology
Governing-equation derivation, evolution and validation pipeline (the correction method of the evolution step is patent pending)
Reference: links to 30 SCI Q1 journals and related topics

SCI Q1 journal reference links (30)

The 30 journals our SCI Submission Matching (M1) most often surfaces as candidates. Final submission is done by you (ToS compliant).

  1. Nature
  2. Science
  3. Cell
  4. PNAS
  5. Nature Communications
  6. Mechanical Systems and Signal Processing
  7. Inverse Problems
  8. Structural Control and Health Monitoring
  9. Structural Health Monitoring (SAGE)
  10. Int. J. for Numerical Methods in Engineering
  11. Computer Methods in Applied Mechanics & Eng.
  12. Engineering Structures
  13. Journal of Sound and Vibration
  14. Nature Materials
  15. Advanced Materials
  16. Acta Materialia
  17. J. of Materials Chemistry A
  18. Nature Machine Intelligence
  19. IEEE TPAMI
  20. Journal of Machine Learning Research
  21. Artificial Intelligence (Elsevier)
  22. Physical Review Letters
  23. Nature Physics
  24. Reviews of Modern Physics
  25. Nature Chemistry
  26. JACS
  27. Angewandte Chemie Int. Ed.
  28. Nature Medicine
  29. The Lancet
  30. NEJM

⚠ These links are for reference only. Compliance with each journal’s terms (ScholarOne / Editorial Manager, etc.) is your own responsibility. This system does not perform automatic final submission.

Related topics

Paper writingIdea generationBusiness proposalsHWPXPDFSCI submissionBayesian SHMSelf-evolving AIInformation geometryDOCXKorean HWPXLibreOfficeSelf-evolvingAI research assistant

키워드: 논문작성, 아이디어, 생성, 사업제안서, hwp, pdf, SCI 투고 자동화, Bayesian SHM, 자가진화 에이전트, 정보기하, docx 변환, 한글 OMML, LibreOffice 무손실 변환, AI 논문 보조, IDEAINNOV

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