Football Data Pipeline
Collection and normalization across fixtures, teams, players, tables, and event-rich match sources. Designed around retries, source differences, and data that changes after the final whistle.
ScrapingNormalizationMonitoring
Selected systems
Projects as
evidence.
Not a gallery of technologies. Each project starts with an unruly source, passes through a decision layer, and leaves behind something dependable.
ACTIVE CASE STUDY
01 / Sports intelligence
The match is
a data stream.
FOTMOB→SOFASCORE→TRANSFERMARKT→WORLDFOOTBALL→FBREF
IN DEVELOPMENT
Cross-source Match Identity
An entity-matching layer for the same club, player, or fixture represented differently by multiple football platforms.
Entity resolutionData quality
02 / Medical research systems
Literature is not
the conclusion.
PUBMED→NCBI→ABSTRACTS→IDENTIFIERS→HUMAN REVIEW
Biomedical Literature Retrieval
A retrieval workflow for bibliographic records, abstracts, identifiers, and source links. Results can be filtered, deduplicated, and grouped around a research question before review.
Literature retrievalMetadataSearch
Evidence Map Workspace
A review surface for grouping papers by question, population, intervention, outcome, study design, and review status while keeping citations attached to claims.
Evidence mappingCitationsHuman review
Source-Checked Research Briefs
An assisted workflow for drafting review-ready briefs from a defined source set, with unresolved claims and conflicting findings kept visible.
ProvenanceAssisted synthesis
03 / Legal operations
Documents that
move themselves.
01SourceCase data and templates
→
02ValidateRequired fields and rules
→
03GenerateReview-ready documents
→
04SubmitOffice or court workflow
Document Turnover Automation
A structured workflow for assembling legal records, generating documents from approved templates, and keeping review states visible.
DocumentsValidationAudit trail
Court Office Submission Flow
Automation for preparing submission packages and routing them into an office or court process while preserving a human review boundary.
Browser automationHuman review
04 / Experiments
Room for
the next one.
EXP_01AI-assisted process mappingResearching where agents reduce coordination cost without hiding decisions.
EXP_02Observable browser automationMaking scraping and browser flows easier to inspect, retry, and trust.
EXP_03New project slotReserved for the next verified system and its evidence.