Company dossiers
Business drivers, financial diagnostics, risks, peers, filings, and ticker-level replay evidence.
Open dossiersEvidence-backed U.S. equity research
A public audit trail for stock-screening ideas: what the model observed, what happened next, and which hypotheses did not survive the benchmark.
The honest finding
The latest V4.67.1 controlled replay found that later holding windows often produced positive average returns, while the broad experiments still lagged QQQ on average. The lab publishes that gap instead of hiding it.
See assumptions and limitationsV4.67.1 historical sample produced 19,788 observations versus 3,881 under strict experiment A. More candidates improved research coverage, not proven edge.
Model audit snapshot
Raw return answers what happened to the stock. Excess return asks whether the screen added value over simply holding QQQ.
Research paths
Each path has a different job. A dossier explains the business question; the lifecycle tracks visibility; the audit tests outcomes.
Business drivers, financial diagnostics, risks, peers, filings, and ticker-level replay evidence.
Open dossiersEarly discovery, promotion, visible leadership, overheat, and retirement as separate research states.
Review statesCase notes on opening-range behavior, VWAP acceptance, sector context, and failed assumptions.
Read Lab notesSearch a ticker to inspect observation count and forward outcomes from the expanded replay.
Open lookupField notes
These notes document the methods that changed after the market contradicted the first idea.
A field guide to the research lab process: company context, filing review, intraday confirmation, and post-session review.
Read the evidence noteA practical explanation of why strong-looking visible candidates often need caution, confirmation, or even a cooling period.
Read the evidence noteHow the opening range helps separate a constructive candidate from a name that only looked good before the session started.
Read the evidence noteWhy VWAP behavior is useful for research notes, especially when combined with sector context and opening-range behavior.
Read the evidence noteA framework for judging whether a pullback creates a cleaner review point or simply reveals that the candidate is losing sponsorship.
Read the evidence noteHow a ticker can move from an early watchlist layer to a highly visible candidate, and why each stage needs different handling.
Read the evidence noteCompany library
Every legacy company URL is preserved and expanded with a sector-specific diagnostic framework.
Consumer devices, services, and ecosystem economics.
Information Technology
Open research dossierCloud infrastructure, productivity software, and enterprise ai.
Information Technology
Open research dossierAccelerated computing, gpus, and ai infrastructure.
Information Technology
Open research dossierE-commerce, cloud computing, logistics, and advertising.
Consumer Discretionary
Open research dossierSearch, ads, cloud, youtube, and ai platforms.
Communication Services
Open research dossierSocial networks, advertising, messaging, and immersive platforms.
Communication Services
Open research dossierElectric vehicles, energy storage, and autonomy efforts.
Consumer Discretionary
Open research dossierInsurance, public equities, industrial subsidiaries, and cash allocation.
Financials
Open research dossierSemiconductors, networking chips, and infrastructure software.
Information Technology
Open research dossier