Use news and sentiment as research inputs with explicit timestamps and labels. A sentiment score is not a guaranteed trading direction or a native Pine execution feed.
Explore Pine Script AIArticle tone, social activity, analyst opinions and positioning are different datasets. A positive article about a company is not a calibrated probability of a positive stock return. Preserve the original source and explain the classification target, model version and any aggregation or weighting.
Record publication time, first availability, retrieval time and later revisions. Deduplicate syndicated articles and avoid using a revised macroeconomic value as though it were known at release. A policy announcement can be hawkish in language while already priced in; neither the label nor a scheduled release guarantees a particular price response.
Compare the same technical rule with and without the proposed sentiment input using the same costs and observation window. Predefine thresholds and the response to missing data. Keep the later test period separate from model training and threshold selection. Historical coverage and licensing determine what can actually be tested; there is no universal ban on long sentiment backtests.
Pineify has a general-news research tool returning fields such as publication date, publisher, text and URL. That retrieval does not establish complete real-time social coverage or an automatic connection into a running Pine script. Pine does not provide a general-purpose HTTP or NLP client. Any external-to-strategy integration needs its own documented data path and timing model.
A verified social account is not inherently more accurate than all anonymous sources. Assess provenance, manipulation risk, duplication and relevance. Missing or delayed data should be visible rather than silently treated as neutral. This page does not report a FOMC or OPEC trading experiment, claim a sentiment win-rate uplift or promise an included future data subscription.
Current Pineify products
Pineify can help draft and review Pine Script. Test the generated logic and execution assumptions in TradingView. Coding assistance does not establish profitable or live autonomous trading.
Product capabilities and external guidance are linked below.
Educational information, not investment advice. Historical and simulated results do not guarantee future outcomes. Trading and automation involve loss and operational risks.
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