# Strategy Related Articles

HTX News Center provides the latest articles and in-depth analysis on "Strategy", covering market trends, project updates, tech developments, and regulatory policies in the crypto industry.

86% Return? How to Use a Bot to 'Earn Passively' on Polymarket

This article details the development and backtesting of an automated trading bot for the "BTC 15-minute UP/DOWN" market on Polymarket. The author identified market inefficiencies and automated a manual strategy to exploit them. The bot operates in two modes. In manual mode, users can directly place orders. In auto mode, it runs a two-leg cycle: First, it observes the market for a set time after a round begins. If either the "UP" or "DOWN" side drops by a specified percentage (e.g., 15%) within seconds, it triggers "Leg 1" and buys the crashed side. It then waits for "Leg 2," a hedging trade on the opposite side, which is only executed if the sum of the Leg 1 entry price and the opposite ask price meets a target threshold (e.g., ≤ 0.95). Due to a lack of historical market data from Polymarket's API, the author created a custom backtesting system by recording 6 GB of live price snapshots over four days. A conservative backtest with parameters of a 15% crash threshold and a 0.95 sum target showed an 86% ROI, turning $1,000 into $1,869. An aggressive parameter set resulted in a -50% loss, highlighting the critical role of parameter selection. The author acknowledges significant limitations of the backtesting, including its short data period, failure to model order book depth, partial fills, variable network latency, and the market impact of the bot's own orders. Future improvements include rewriting the bot in Rust for performance, running a dedicated node, and deploying on a low-latency VPS.

marsbit12/30 04:07

86% Return? How to Use a Bot to 'Earn Passively' on Polymarket

marsbit12/30 04:07

Bitcoin is About to Choose a Direction, How to Respond Flexibly | Invited Analysis

Bitcoin is approaching a critical directional decision after an extended period of consolidation. Since reaching its all-time high of $126,200 in October, BTC has been in a confirmed medium-term downtrend, with a maximum drawdown of approximately 36% over 82 days. Technical indicators suggest the market is in an oversold area, and a directional breakout is imminent. Last week’s price action validated the analyst’s core view of wide-range oscillation between key levels. Two short-term trades were executed within the defined resistance zone of $89,500–$91,000, yielding a total return of 3.62%. The current analysis suggests that, in the absence of sudden news, a likely scenario involves a final downward move breaking the $80,000 psychological support to flush out remaining long positions before a potential reversal and technical rebound. This week (Dec 29–Jan 4), the market is expected to test the $86,000–$86,500 support region. A break below could lead to a decline toward $83,500–$84,500, while holding may extend the current consolidation. Two short-term trading plans are proposed based on whether this support holds or breaks, using 30% position sizing with strict stop-loss and trailing stop protocols. Key macro events this week include the release of the FOMC meeting minutes and US jobless claims data, which may influence medium-term interest rate expectations and market liquidity sentiment.

marsbit12/29 05:39

Bitcoin is About to Choose a Direction, How to Respond Flexibly | Invited Analysis

marsbit12/29 05:39

Bitcoin is About to Choose a Direction, How to Respond Flexibly | Invited Analysis

Odaily featured market analyst Conaldo provides a weekly trading report on Bitcoin (BTC). Last week, the strategy of shorting within the defined resistance zone of $89,500–$91,000 was successfully performed twice, yielding a total return of 3.62%. The core view that the market would experience wide-range volatility was validated, with price action accurately testing the identified support and resistance levels. From a technical perspective, BTC has been in a confirmed medium-term bearish trend since its historic high on October 6th, with a maximum drawdown of approximately 36% over 82 days. However, multiple technical indicators suggest the market is approaching oversold conditions historically associated with bottoms. Since November 22nd, price has consolidated in a low-range, indicating a balance between bullish and bearish forces and a buildup of energy for a directional breakout. A key possibility is presented: if the market is dominated by major players, a strategic move for bears could be to break down below the critical psychological level of $80,000. This would flush out remaining long positions via panic selling, potentially forming a final bottom before a powerful technical rebound. **This Week's Outlook (Dec 29 - Jan 4):** The market is expected to oscillate with a bearish bias, with the core area to watch being **$86,000–$86,500**. * A break below could lead to a test of the **$83,500–$84,500** support zone. * Holding above could extend the current **$86,500–$91,000** consolidation. **Trading Strategy:** * Maintain a **65% core short position**. * Use **30% of capital** for short-term "spread" opportunities based on support/resistance levels. * Two contingency plans (A/B) are provided for price action relative to the $86,000–$86,500 zone, involving short entries on bounces or breakdowns, with defined stop-loss and take-profit levels. **Key Events to Watch:** * **Fed Meeting Minutes (Wed):** Clarity on internal divisions regarding the timing and pace of rate cuts could impact medium-term liquidity expectations. * **Initial Jobless Claims (Wed):** A sustained increase could reinforce cooling labor market narratives, supporting looser monetary policy expectations. * **Manufacturing PMI Final (Fri):** Will help gauge the "soft landing" narrative and overall risk asset sentiment. *All analysis is based on technical models and is for informational purposes only, not investment advice. DYOR. Market risk exists.*

Odaily星球日报12/29 05:35

Bitcoin is About to Choose a Direction, How to Respond Flexibly | Invited Analysis

Odaily星球日报12/29 05:35

X Platform's New Monetization Rules: Farewell to Invalid Exposure, Focus on High-Quality Engagement

"X Platform's Monetization Shift: Prioritizing Quality Engagement Over Vanity Metrics" An author details a personal experiment revealing the inefficacy of chasing high exposure for monetization on X (formerly Twitter). Despite generating 29 million impressions and significant engagement (267.7k interactions, 119.5k likes) through an aggressive strategy of posting 200+ daily comments on popular accounts, the revenue earned was only $71.49. The article argues that in 2025, exposure is a "vanity metric" and a misleading indicator of earnings. The platform's monetization rules now primarily reward genuine interactions from paid, verified users (comments, reposts, likes, bookmarks), while filtering out interactions from free users and bots. The author explains that their strategy, while boosting raw numbers, primarily attracted bot traffic, which diluted their follower base, lowered their verified user ratio (~41%), and potentially triggered algorithm penalties for spam-like behavior. The key takeaway is a fundamental shift in strategy: focus on building a quality community rather than chasing empty exposure. The new recommended approach involves aiming for a 3-5% engagement rate, fostering high-quality comments, maintaining a 45-50% verified user ratio, and creating original content. The conclusion is that X now rewards "content builders" with a dedicated, paying audience, not "traffic speculators" chasing meaningless impressions.

比推12/26 14:18

X Platform's New Monetization Rules: Farewell to Invalid Exposure, Focus on High-Quality Engagement

比推12/26 14:18

活动图片