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AIDOING.FUN · RESEARCH ENGINEERING MANIFESTO

Why rigorous scientific research demands a purpose-built AI paradigm.

In an era of generative hallucinations and opaque black boxes, DoneSCI is engineered around verified provenance, local data sovereignty, and publication-grade human-in-the-loop workflows.

TARGETED DOMAINSBiomedicine, Life Sciences, Clinical & Academic Teams
CORE DOCTRINEZero-Hallucination · Local Sandbox · Lossless Vectors
DOCUMENT TYPEAcademic Integrity Whitepaper

The pursuit of truth in academic research is non-negotiable.

Scientific discovery rests entirely on falsifiable facts, auditable data, and reproducible experiments. Generic AI speculation and synthetic citations are not acceleration—they are catastrophic contamination.

DoneSCI is not another generic chat wrapper. It is a purpose-built operating system for the biomedical research lifecycle: anchoring claims in authentic registries, confining unreleased data to client sandboxes, and delivering figures as editable vector layers.

The Research AI Crisis vs DoneSCI's Engineering Defense

Bridging the scientific rigor gap that generic generative models cannot solve.

Generic LLMs & Fragmented Tools
DoneSCI Engineering Defense
CRISIS 01

Fabricated Citations & Hallucinated PMIDs

Generic AI hallucinates convincing citations, non-existent DOIs, and distorted evidence, undermining academic credibility.

AIDOING DEFENSE 01

100% Authentic Source Verification

Direct integration with PubMed, Europe PMC, and ClinicalTrials.gov. Every reference resolves to genuine registries.

CRISIS 02

Silent Exposure of Proprietary Data

Uploading unreleased experiment CSVs and raw spreadsheets to cloud models risks data leakage and IP forfeiture.

AIDOING DEFENSE 02

Local-First Browser-Sandbox Engine

Experiment profiling executes client-side inside WebAssembly/Worker sandboxes. Raw rows never touch external servers.

CRISIS 03

Opaque Generation & Locked Rasters

Generating low-resolution raster images that cannot be adjusted when peer reviewers request modifications.

AIDOING DEFENSE 03

Lossless Editable Vector Standard

Native Draw.io vector layering with full object manipulation and 300+ DPI export compliant with CNS journal standards.

CRISIS 04

Fragmented Copy-Pasting Across Silos

Shuffling data between registries, spreadsheets, drawing apps, and word processors destroys context continuity.

AIDOING DEFENSE 04

Continuous Academic Context Pipeline

Evidence feeds directly into structured outlines; local analysis translates seamlessly into mechanism figure drafting.

Four Non-Negotiable Tenets Behind Every Architectural Decision

01

Ground Truth & Provenance First

Truth is the only currency in science. In DoneSCI, synthetic literature does not exist. All records preserve immutable identifiers and direct links to primary repositories.

02

Local-First Data Sovereignty

Unpublished data is sacred intellectual property. Heavy statistical profiling runs quietly in your browser sandbox, never used as training fodder for public foundation models.

03

Lossless & Human-in-the-Loop

AI must serve as a precision instrument for the scientific artisan, not an autonomous black box. The researcher retains complete editability over every figure layer and paragraph.

04

Democratized Global Science

Discovery has no national boundaries. We provide seamless cross-lingual scholarly tracking and writing support, helping international researchers communicate breakthrough ideas.

Connected Research Data Ecosystem

Built on globally verified biomedical registries and hardened client-side sandboxes.

NCBI / MEDLINE

PubMed & NCBI

35M+ biomedical citations & abstracts

OPEN ACCESS & PREPRINT

Europe PMC

Open access full texts & life sciences preprint data

GLOBAL SCHOLARLY GRAPH

OpenAlex

Global scholarly knowledge graph & citations

NIH / NLM REGISTRY

ClinicalTrials.gov

Official registry for worldwide clinical studies

FEDERAL AWARDS

Grants.gov

Official federal funding opportunities & awards

CLIENT-SIDE WASM

Client WASM Sandbox

Zero-upload local experiment compute engine

Serving Teams Dedicated to Rigorous Discovery

From clinical trials to molecular biology, empowering research institutions worldwide.

Translational & Clinical Investigators

Monitor global pipeline intelligence across ClinicalTrials.gov, evaluate endpoints, and inform trial design.

Biomedical & Life Sciences Laboratories

Process omics and experiment CSV data locally, generating publication-grade signaling pathways and graphical abstracts.

Academic Scholars & Postgraduates

Overcome language barriers and citation friction to produce rigorous, evidence-backed dissertations and grant proposals.

Remove language barriers for the global scientific community

Scientific discovery has no borders. DoneSCI supports five interface languages and discipline-aware terminology so researchers can work in the language they understand best.

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Scientific Integrity, Data Privacy & Ethics FAQ

Q

How does DoneSCI differ from generic conversational AI tools?

DoneSCI is engineered specifically for rigorous scientific workflows. Key data is grounded in verified sources (PubMed, ClinicalTrials.gov, Grants.gov), experiment data remains client-side without row uploading, figures are exportable as lossless editable vectors, and writing is strictly conditioned on authentic DOI/PMID references rather than generic generative text.

Q

How does the platform safeguard research data privacy for academic institutions?

CSV experiment profiling and descriptive statistics are performed entirely within client-side browser sandboxes. Optional AI interpretations consume only aggregated moments and hypothesis context—raw row data is never uploaded, safeguarding confidentiality before publication.

Q

Who owns the copyright of figures and manuscripts created on DoneSCI?

Researchers retain 100% full intellectual property and copyright for all generated vectors, charts, and manuscripts. Figures are exported in open Draw.io/SVG/PNG formats suitable for journal submission with full author attribution.

Q

How can academic labs, universities, or institutions collaborate with DoneSCI?

We partner with academic institutions, principal investigators, and libraries for compute quota allocation, specialized knowledge modules, and private sandbox deployments. Contact support@donesci.com for collaboration.

ACADEMIC COLLABORATION

Partner with us to build trustworthy scientific productivity.

Whether you are a lab PI exploring team adoption or an investigator with workflow requirements, our research engineering team is ready to connect.