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Análisis Multi-Agente

Analiza TXN con ARIA

Scorer determinista + Monte Carlo + ML + debate IA. Pipeline completo de análisis institucional para TXN.

01

Scorer Determinista

6 dimensiones ponderadas: fundamental, técnico, valoración, sentimiento, calidad, macro

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Monte Carlo

5.000 simulaciones de precio con modelo GBM. Probabilidades, VaR, percentiles

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ML (LightGBM)

Predicción UP/DOWN/FLAT con probabilidades calibradas y cross-validación

04

Debate Bull vs Bear

5 rondas de debate estructurado con argumentos y contraargumentos

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Trade Setup

Entry, stop loss y take profits calculados con ATR y Kelly Criterion

06

Deep Search

10 agentes: empresa, inversores, legal, ESG, competencia, cadena de suministro

Lanza el análisis de TXN ahora

Score 0-100, trade setup (entry/SL/TP), debate completo, predicciones ML y toda la información para decidir. Gratis.

Analizar TXN Gratis

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How ARIA Analyst evaluates TXN

ARIA Analyst applies a 5-agent deterministic scoring core to TXN — macro, fundamental, technical, sentiment and risk — each with an explicit weight that combines into a 0-100 score. Fundamental analysis uses DCF, EV/EBITDA, FCF yield, ROIC and debt ratios; technical signals come from RSI, MACD, ADX and ATR; sentiment from news/social; macro from VIX, yield curve and sector regime. Unlike LLM-based analysis tools, the TXN score is fully reproducible — given the same input data, the same number comes out every time. AI augments around it (ML ensemble for confidence, Bull vs Bear debate for narrative) but the score itself is math.

On top of the deterministic score, an ML ensemble of LightGBM and XGBoost, trained per-regime with PurgedKFold cross-validation, adjusts confidence based on 90+ engineered features. The output is calibrated with isotonic regression so confidence percentages map to real probabilities.

For risk management, ARIA Analyst computes Value at Risk (VaR), maximum drawdown, and Sharpe ratio for TXN. Position sizing recommendations follow the Kelly criterion clamped at 5% to prevent over-concentration. Read more in our methodology page.

Frequently asked questions about TXN

What is ARIA Analyst's score for TXN?+

ARIA Analyst produces a deterministic 0-100 score for TXN via a 5-agent scoring core (macro, fundamental, technical, sentiment, risk) with explicit weights — same inputs always yield the same score, making it reproducible and backtesteable. The score is then enriched by AI layers (ML ensemble for confidence calibration, Bull vs Bear AI debate for narrative, and 10 Deep Search agents on Premium). Sign up free to view the live TXN score with breakdown.

Is TXN a good investment right now?+

ARIA Analyst does not provide investment advice. Our platform produces algorithmic scores, risk metrics, and probabilistic forecasts to inform your own decisions. For TXN, log in to view the latest multi-agent verdict, confidence, and trade setup recommendation. Always consult a licensed advisor before investing.

How does ARIA Analyst analyze TXN differently from ChatGPT or other AI tools?+

Unlike LLM-based analysis (which is non-deterministic and based on text patterns), ARIA Analyst's scoring core is fully deterministic — math functions, regression models, and rules. We use LLMs only for narrative thesis writing and the Bull/Bear debate agent, never for the score itself. This makes results backtestable and auditable.

What data does ARIA Analyst use for TXN?+

For TXN we ingest: real-time price (yfinance, fallback to direct v8 API), fundamentals (5-year income/balance/cashflow), insider transactions, institutional holdings, SEC filings (EDGAR), news sentiment (NewsAPI), options data (IV skew, put/call), and macro context (VIX, yield curve, sector regime).

Does ARIA Analyst support backtesting strategies on TXN?+

Yes. Pro and Premium tiers include walk-forward backtesting on TXN with Deflated Sharpe Ratio and Probability of Backtest Overfitting (PBO) corrections — two defenses against in-sample overfitting that vanish out-of-sample. See our blog post on walk-forward backtesting for the methodology.

How often is TXN's score updated?+

TXN's score is recomputed every time an analysis is requested. Cached results expire after 4 hours during US market hours and 24 hours outside market hours. Premium users can trigger forced re-analysis at any time.

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