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    <title>DEV Community: Crancer Dev — Polymarket Specialist</title>
    <description>The latest articles on DEV Community by Crancer Dev — Polymarket Specialist (@soulcrancerdev).</description>
    <link>https://dev.to/soulcrancerdev</link>
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      <title>DEV Community: Crancer Dev — Polymarket Specialist</title>
      <link>https://dev.to/soulcrancerdev</link>
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    <item>
      <title>I open-sourced robust Solana Token Staking smart contract built with Anchor</title>
      <dc:creator>Crancer Dev — Polymarket Specialist</dc:creator>
      <pubDate>Sat, 27 Jun 2026 20:51:58 +0000</pubDate>
      <link>https://dev.to/soulcrancerdev/i-open-sourced-robust-solana-token-staking-smart-contract-built-with-anchor-46kk</link>
      <guid>https://dev.to/soulcrancerdev/i-open-sourced-robust-solana-token-staking-smart-contract-built-with-anchor-46kk</guid>
      <description>&lt;h1&gt;
  
  
  robust Solana Token Staking smart contract built with Anchor
&lt;/h1&gt;

&lt;p&gt;A robust Solana Token Staking smart contract built with Anchor. Users can stake SPL tokens to earn proportional rewards over time. Features admin configuration, reward deposits, claim-only &amp;amp; unstake options, two-step authority transfer, and pause functionality. Includes a full TypeScript CLI for easy interaction and testing.&lt;/p&gt;

&lt;p&gt;I open-sourced &lt;a href="https://github.com/DexCrancer/solana-token-staking-smart-contract" rel="noopener noreferrer"&gt;&lt;strong&gt;solana-token-staking-smart-contract&lt;/strong&gt;&lt;/a&gt; for developers in &lt;strong&gt;Solana / Anchor smart contract development&lt;/strong&gt;. This post walks through what it does, how the pieces fit together, and how to run it locally.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I built this
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Explore solana token staking smart contract patterns in solana / anchor smart contract development&lt;/li&gt;
&lt;li&gt;Fork the repo as a starter template for your own project&lt;/li&gt;
&lt;li&gt;Contribute features, docs, or tests via pull requests&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Most tutorials stop at a smart contract or a UI mockup. I wanted a &lt;strong&gt;complete vertical slice&lt;/strong&gt; — wallet flow, on-chain logic, backend state, and a responsive frontend — so you can study or fork a production-shaped codebase.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Initialize / configure program&lt;/strong&gt; – Admin sets token mint, claim period, reward multiplier, and other parameters.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Deposit funds&lt;/strong&gt; – Admin deposits reward tokens into the program vault.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Stake tokens&lt;/strong&gt; – Users stake SPL tokens and start earning rew&lt;/li&gt;
&lt;li&gt;A robust Solana Token Staking smart contract built with Anchor&lt;/li&gt;
&lt;li&gt;Users can stake SPL tokens to earn proportional rewards over time&lt;/li&gt;
&lt;li&gt;Features admin configuration, reward deposits, claim-only &amp;amp; unstake options, two-step authority transfer, and pause functionality&lt;/li&gt;
&lt;li&gt;Lets &lt;strong&gt;users&lt;/strong&gt; stake tokens, unstake (withdraw principal + rewards), or claim rewards only.&lt;/li&gt;
&lt;li&gt;Distributes rewards &lt;strong&gt;proportionally&lt;/strong&gt; by share of total staked amount over configurable time periods.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Architecture at a glance
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;On-chain program&lt;/strong&gt; — Anchor/Rust logic for escrow, rooms, and settlement&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Application layer&lt;/strong&gt; — TypeScript backend/frontend tying on-chain and off-chain flows&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — &lt;strong&gt;Initialize / configure program&lt;/strong&gt; – Admin sets token mint, claim period, reward multiplier, and other parameters.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — &lt;strong&gt;Deposit funds&lt;/strong&gt; – Admin deposits reward tokens into the program vault.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — &lt;strong&gt;Stake tokens&lt;/strong&gt; – Users stake SPL tokens and start earning rew
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;User Wallet  →  On-chain Program  →  VRF / Settlement
                    ↓
              Backend (API + WebSockets)  →  MongoDB / state
                    ↓
                 Frontend UI (real-time)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Adjust the diagram to match your repo layout if components differ.&lt;/p&gt;

&lt;h2&gt;
  
  
  Tech stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Rust&lt;/li&gt;
&lt;li&gt;Solana&lt;/li&gt;
&lt;li&gt;Anchor&lt;/li&gt;
&lt;li&gt;TypeScript&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Quick start
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/DexCrancer/solana-token-staking-smart-contract.git
&lt;span class="nb"&gt;cd &lt;/span&gt;solana-token-staking-smart-contract
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Setup steps:&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Install dependencies (see README — typically npm install or yarn)&lt;/li&gt;
&lt;li&gt;Copy .env.example to .env and fill in RPC, wallet, and API keys&lt;/li&gt;
&lt;li&gt;Run local validator or point to devnet/mainnet as documented&lt;/li&gt;
&lt;li&gt;Start the backend and frontend; connect wallet and create a test room&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;See the full README for environment variables, deploy scripts, and test commands: &lt;a href="https://github.com/DexCrancer/solana-token-staking-smart-contract" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/solana-token-staking-smart-contract&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What to explore in the repo
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Program / contract entrypoints and account models&lt;/li&gt;
&lt;li&gt;API routes and WebSocket event handlers&lt;/li&gt;
&lt;li&gt;Frontend wallet adapter and game room components&lt;/li&gt;
&lt;li&gt;Tests, scripts, and deployment configs&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Contributing
&lt;/h2&gt;

&lt;p&gt;Issues and PRs are welcome. If this helped you learn something, a ⭐ on GitHub makes it easier for others to find.&lt;/p&gt;

&lt;h2&gt;
  
  
  Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/DexCrancer/solana-token-staking-smart-contract" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/solana-token-staking-smart-contract&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;Disclaimer: Educational content only. Not financial advice. Gambling and trading involve risk; use responsibly and comply with local laws.&lt;/em&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  anchor #defi #solana #solanasmartcontract #solanastaking #splstaking
&lt;/h1&gt;

</description>
      <category>solana</category>
      <category>anchor</category>
      <category>defi</category>
      <category>smartcontract</category>
    </item>
    <item>
      <title>I open-sourced Twitter (X) AI Agent / Auto-Reply Bot built in Python</title>
      <dc:creator>Crancer Dev — Polymarket Specialist</dc:creator>
      <pubDate>Sat, 27 Jun 2026 20:49:31 +0000</pubDate>
      <link>https://dev.to/soulcrancerdev/i-open-sourced-twitter-x-ai-agent-auto-reply-bot-built-in-python-3j13</link>
      <guid>https://dev.to/soulcrancerdev/i-open-sourced-twitter-x-ai-agent-auto-reply-bot-built-in-python-3j13</guid>
      <description>&lt;h1&gt;
  
  
  Twitter (X) AI Agent / Auto-Reply Bot built in Python
&lt;/h1&gt;

&lt;p&gt;A Twitter (X) AI Agent / Auto-Reply Bot built in Python. Automatically responds to mentions and tweet replies using OpenAI GPT-3.5. Includes rate limiting, daily tweet limits, detailed logging, and secure API key management via .env.&lt;/p&gt;

&lt;p&gt;I open-sourced &lt;a href="https://github.com/DexCrancer/solana-twitter-ai-agent" rel="noopener noreferrer"&gt;&lt;strong&gt;solana-twitter-ai-agent&lt;/strong&gt;&lt;/a&gt; for developers in &lt;strong&gt;Open-source developer tools&lt;/strong&gt;. This post walks through what it does, how the pieces fit together, and how to run it locally.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I built this
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Automate trading or snipe strategies with a typed codebase&lt;/li&gt;
&lt;li&gt;Backtest ideas before deploying with real capital&lt;/li&gt;
&lt;li&gt;Extend the bot with your own risk rules and market filters&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Most tutorials stop at a smart contract or a UI mockup. I wanted a &lt;strong&gt;complete vertical slice&lt;/strong&gt; — wallet flow, on-chain logic, backend state, and a responsive frontend — so you can study or fork a production-shaped codebase.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Automatic reply to mentions&lt;/li&gt;
&lt;li&gt;Automatic reply to comments on tweets&lt;/li&gt;
&lt;li&gt;Creating smart replies with OpenAI GPT-3.5&lt;/li&gt;
&lt;li&gt;Rate limiting and daily tweet limit control&lt;/li&gt;
&lt;li&gt;Detailed logging system&lt;/li&gt;
&lt;li&gt;A Twitter (X) AI Agent / Auto-Reply Bot built in Python&lt;/li&gt;
&lt;li&gt;API keys are securely stored in &lt;code&gt;.env&lt;/code&gt; file&lt;/li&gt;
&lt;li&gt;API usage is controlled with rate limiting&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Architecture at a glance
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — Automatic reply to mentions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — Automatic reply to comments on tweets&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — Creating smart replies with OpenAI GPT-3.5
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;User Wallet  →  On-chain Program  →  VRF / Settlement
                    ↓
              Backend (API + WebSockets)  →  MongoDB / state
                    ↓
                 Frontend UI (real-time)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Adjust the diagram to match your repo layout if components differ.&lt;/p&gt;

&lt;h2&gt;
  
  
  Tech stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Python&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Quick start
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/DexCrancer/solana-twitter-ai-agent.git
&lt;span class="nb"&gt;cd &lt;/span&gt;solana-twitter-ai-agent
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Setup steps:&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Install dependencies (see README — typically npm install or yarn)&lt;/li&gt;
&lt;li&gt;Copy .env.example to .env and fill in RPC, wallet, and API keys&lt;/li&gt;
&lt;li&gt;Run local validator or point to devnet/mainnet as documented&lt;/li&gt;
&lt;li&gt;Start the backend and frontend; connect wallet and create a test room&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;See the full README for environment variables, deploy scripts, and test commands: &lt;a href="https://github.com/DexCrancer/solana-twitter-ai-agent" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/solana-twitter-ai-agent&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What to explore in the repo
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Program / contract entrypoints and account models&lt;/li&gt;
&lt;li&gt;API routes and WebSocket event handlers&lt;/li&gt;
&lt;li&gt;Frontend wallet adapter and game room components&lt;/li&gt;
&lt;li&gt;Tests, scripts, and deployment configs&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Contributing
&lt;/h2&gt;

&lt;p&gt;Issues and PRs are welcome. If this helped you learn something, a ⭐ on GitHub makes it easier for others to find.&lt;/p&gt;

&lt;h2&gt;
  
  
  Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/DexCrancer/solana-twitter-ai-agent" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/solana-twitter-ai-agent&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;Disclaimer: Educational content only. Not financial advice. Gambling and trading involve risk; use responsibly and comply with local laws.&lt;/em&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  aiagent #autoreplybot #gptbot #openaibot #pythonbot #socialmediabot
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>agents</category>
      <category>openai</category>
      <category>bot</category>
    </item>
    <item>
      <title>I open-sourced Open-source Solana Prediction Market smart contract built with Anchor</title>
      <dc:creator>Crancer Dev — Polymarket Specialist</dc:creator>
      <pubDate>Sat, 27 Jun 2026 19:41:12 +0000</pubDate>
      <link>https://dev.to/soulcrancerdev/i-open-sourced-open-source-solana-prediction-market-smart-contract-built-with-anchor-648</link>
      <guid>https://dev.to/soulcrancerdev/i-open-sourced-open-source-solana-prediction-market-smart-contract-built-with-anchor-648</guid>
      <description>&lt;h1&gt;
  
  
  Open-source Solana Prediction Market smart contract built with Anchor
&lt;/h1&gt;

&lt;p&gt;Open-source Solana Prediction Market smart contract built with Anchor. Enables creation of binary YES/NO outcome markets with bonding curve trading (SOL  tokens), platform + creator fees, Metaplex metadata, whitelist support, and optional backend co-signing for controlled launches.&lt;/p&gt;

&lt;p&gt;I open-sourced &lt;a href="https://github.com/DexCrancer/solana-prediction-market-smart-contract" rel="noopener noreferrer"&gt;&lt;strong&gt;solana-prediction-market-smart-contract&lt;/strong&gt;&lt;/a&gt; for developers in &lt;strong&gt;Solana / Anchor smart contract development&lt;/strong&gt;. This post walks through what it does, how the pieces fit together, and how to run it locally.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Live demo / site:&lt;/strong&gt; &lt;a href="https://takes.fun/" rel="noopener noreferrer"&gt;https://takes.fun/&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I built this
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Automate trading or snipe strategies with a typed codebase&lt;/li&gt;
&lt;li&gt;Backtest ideas before deploying with real capital&lt;/li&gt;
&lt;li&gt;Extend the bot with your own risk rules and market filters&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Most tutorials stop at a smart contract or a UI mockup. I wanted a &lt;strong&gt;complete vertical slice&lt;/strong&gt; — wallet flow, on-chain logic, backend state, and a responsive frontend — so you can study or fork a production-shaped codebase.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Open-source Solana Prediction Market smart contract built with Anchor&lt;/li&gt;
&lt;li&gt;Enables creation of binary YES/NO outcome markets with bonding curve trading (SOL  tokens), platform + creator fees, Metaplex metadata, whitelist support, and optional backend co-signing for controlled launches&lt;/li&gt;
&lt;li&gt;Platform fees on buy and sell (standard and reduced “small” fee tiers for whitelisted users).&lt;/li&gt;
&lt;li&gt;Creator fees on buy and sell.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Cross-side liquidity shift&lt;/strong&gt; on buys (configurable &lt;code&gt;cross_sol_factor&lt;/code&gt;), which links YES and NO reserve dynamics.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;amount&lt;/code&gt; — Input amount (lamports for buy, token amount for sell depending on direction).&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;direction&lt;/code&gt; — &lt;code&gt;0&lt;/code&gt; = buy, &lt;code&gt;1&lt;/code&gt; = sell.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;token_type&lt;/code&gt; — &lt;code&gt;0&lt;/code&gt; = NO, &lt;code&gt;1&lt;/code&gt; = YES.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Architecture at a glance
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;On-chain program&lt;/strong&gt; — Anchor/Rust logic for escrow, rooms, and settlement&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Application layer&lt;/strong&gt; — TypeScript backend/frontend tying on-chain and off-chain flows&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — Open-source Solana Prediction Market smart contract built with Anchor&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — Enables creation of binary YES/NO outcome markets with bonding curve trading (SOL  tokens), platform + creator fees, Metaplex metadata, whitelist support, and optional backend co-signing for controlled launches&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — Platform fees on buy and sell (standard and reduced “small” fee tiers for whitelisted users).
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;User Wallet  →  On-chain Program  →  VRF / Settlement
                    ↓
              Backend (API + WebSockets)  →  MongoDB / state
                    ↓
                 Frontend UI (real-time)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Adjust the diagram to match your repo layout if components differ.&lt;/p&gt;

&lt;h2&gt;
  
  
  Tech stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Rust&lt;/li&gt;
&lt;li&gt;Solana&lt;/li&gt;
&lt;li&gt;Anchor&lt;/li&gt;
&lt;li&gt;TypeScript&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Quick start
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/DexCrancer/solana-prediction-market-smart-contract.git
&lt;span class="nb"&gt;cd &lt;/span&gt;solana-prediction-market-smart-contract
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Setup steps:&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Install dependencies (see README — typically npm install or yarn)&lt;/li&gt;
&lt;li&gt;Copy .env.example to .env and fill in RPC, wallet, and API keys&lt;/li&gt;
&lt;li&gt;Run local validator or point to devnet/mainnet as documented&lt;/li&gt;
&lt;li&gt;Start the backend and frontend; connect wallet and create a test room&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;See the full README for environment variables, deploy scripts, and test commands: &lt;a href="https://github.com/DexCrancer/solana-prediction-market-smart-contract" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/solana-prediction-market-smart-contract&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What to explore in the repo
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Program / contract entrypoints and account models&lt;/li&gt;
&lt;li&gt;API routes and WebSocket event handlers&lt;/li&gt;
&lt;li&gt;Frontend wallet adapter and game room components&lt;/li&gt;
&lt;li&gt;Tests, scripts, and deployment configs&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Contributing
&lt;/h2&gt;

&lt;p&gt;Issues and PRs are welcome. If this helped you learn something, a ⭐ on GitHub makes it easier for others to find.&lt;/p&gt;

&lt;h2&gt;
  
  
  Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/DexCrancer/solana-prediction-market-smart-contract" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/solana-prediction-market-smart-contract&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Website:&lt;/strong&gt; &lt;a href="https://takes.fun/" rel="noopener noreferrer"&gt;https://takes.fun/&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;Disclaimer: Educational content only. Not financial advice. Gambling and trading involve risk; use responsibly and comply with local laws.&lt;/em&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  anchor #bondingcurve #decentralizedbetting #forecasting #openbook #predictionmarket
&lt;/h1&gt;

</description>
      <category>solana</category>
      <category>anchor</category>
      <category>bonding</category>
      <category>decentralized</category>
    </item>
    <item>
      <title>I open-sourced DeltaPulse Bot — $500 Per Day Momentum-Driven Polymarket Trader</title>
      <dc:creator>Crancer Dev — Polymarket Specialist</dc:creator>
      <pubDate>Sat, 27 Jun 2026 19:02:30 +0000</pubDate>
      <link>https://dev.to/soulcrancerdev/i-open-sourced-deltapulse-bot-500-per-day-momentum-driven-polymarket-trader-ppd</link>
      <guid>https://dev.to/soulcrancerdev/i-open-sourced-deltapulse-bot-500-per-day-momentum-driven-polymarket-trader-ppd</guid>
      <description>&lt;h1&gt;
  
  
  DeltaPulse Bot — $500 Per Day Momentum-Driven Polymarket Trader
&lt;/h1&gt;

&lt;p&gt;DeltaPulse Bot — $500 Per Day Momentum-Driven Polymarket Trader&lt;/p&gt;

&lt;p&gt;I open-sourced &lt;a href="https://github.com/DexCrancer/polymarket-trading-bot" rel="noopener noreferrer"&gt;&lt;strong&gt;polymarket-trading-bot&lt;/strong&gt;&lt;/a&gt; for developers in &lt;strong&gt;Polymarket and prediction-market tooling&lt;/strong&gt;. This post walks through what it does, how the pieces fit together, and how to run it locally.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I built this
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Automate trading or snipe strategies with a typed codebase&lt;/li&gt;
&lt;li&gt;Backtest ideas before deploying with real capital&lt;/li&gt;
&lt;li&gt;Extend the bot with your own risk rules and market filters&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Most tutorials stop at a smart contract or a UI mockup. I wanted a &lt;strong&gt;complete vertical slice&lt;/strong&gt; — wallet flow, on-chain logic, backend state, and a responsive frontend — so you can study or fork a production-shaped codebase.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;DeltaPulse Bot — $500 Per Day Momentum-Driven Polymarket Trader&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Windows&lt;/strong&gt; (x86_64): ~10 MB executable&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Linux&lt;/strong&gt; (x86_64): ~9 MB&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;macOS&lt;/strong&gt; (Apple Silicon arm64): ~6 MB&lt;/li&gt;
&lt;li&gt;Node.js 20+ required&lt;/li&gt;
&lt;li&gt;Clone the repo, run &lt;code&gt;npm install&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Copy &lt;code&gt;.env.example&lt;/code&gt; to &lt;code&gt;.env&lt;/code&gt; and fill in credentials&lt;/li&gt;
&lt;li&gt;Use &lt;code&gt;npm run bot&lt;/code&gt; for development or &lt;code&gt;npm run build &amp;amp;&amp;amp; npm start&lt;/code&gt; for production&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Architecture at a glance
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Application layer&lt;/strong&gt; — TypeScript backend/frontend tying on-chain and off-chain flows&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — DeltaPulse Bot — $500 Per Day Momentum-Driven Polymarket Trader&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — &lt;strong&gt;Windows&lt;/strong&gt; (x86_64): ~10 MB executable&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — &lt;strong&gt;Linux&lt;/strong&gt; (x86_64): ~9 MB
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;User Wallet  →  On-chain Program  →  VRF / Settlement
                    ↓
              Backend (API + WebSockets)  →  MongoDB / state
                    ↓
                 Frontend UI (real-time)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Adjust the diagram to match your repo layout if components differ.&lt;/p&gt;

&lt;h2&gt;
  
  
  Tech stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;TypeScript&lt;/li&gt;
&lt;li&gt;Polymarket API&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Quick start
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/DexCrancer/polymarket-trading-bot.git
&lt;span class="nb"&gt;cd &lt;/span&gt;polymarket-trading-bot
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Setup steps:&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Install dependencies (see README — typically npm install or yarn)&lt;/li&gt;
&lt;li&gt;Copy .env.example to .env and fill in RPC, wallet, and API keys&lt;/li&gt;
&lt;li&gt;Run local validator or point to devnet/mainnet as documented&lt;/li&gt;
&lt;li&gt;Start the backend and frontend; connect wallet and create a test room&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;See the full README for environment variables, deploy scripts, and test commands: &lt;a href="https://github.com/DexCrancer/polymarket-trading-bot" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/polymarket-trading-bot&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Video walkthrough
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;a href="https://www.youtube.com/watch?v=xKqaP-I9wY4" rel="noopener noreferrer"&gt;&lt;strong&gt;Polymarket Trading Bot tutorial&lt;/strong&gt;&lt;/a&gt; — How to set up and run polymarket-trading-bot step by step&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What to explore in the repo
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Program / contract entrypoints and account models&lt;/li&gt;
&lt;li&gt;API routes and WebSocket event handlers&lt;/li&gt;
&lt;li&gt;Frontend wallet adapter and game room components&lt;/li&gt;
&lt;li&gt;Tests, scripts, and deployment configs&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Contributing
&lt;/h2&gt;

&lt;p&gt;Issues and PRs are welcome. If this helped you learn something, a ⭐ on GitHub makes it easier for others to find.&lt;/p&gt;

&lt;h2&gt;
  
  
  Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Video:&lt;/strong&gt; &lt;a href="https://www.youtube.com/watch?v=xKqaP-I9wY4" rel="noopener noreferrer"&gt;https://www.youtube.com/watch?v=xKqaP-I9wY4&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/DexCrancer/polymarket-trading-bot" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/polymarket-trading-bot&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;Disclaimer: Educational content only. Not financial advice. Gambling and trading involve risk; use responsibly and comply with local laws.&lt;/em&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  bot #polymarket #trading #opensource #web3 #buildinpublic
&lt;/h1&gt;

</description>
      <category>typescript</category>
      <category>bot</category>
      <category>polymarket</category>
      <category>trading</category>
    </item>
    <item>
      <title>I open-sourced high-performance open-source Bonkfun Bundler for Solana</title>
      <dc:creator>Crancer Dev — Polymarket Specialist</dc:creator>
      <pubDate>Sat, 27 Jun 2026 18:37:17 +0000</pubDate>
      <link>https://dev.to/soulcrancerdev/i-open-sourced-high-performance-open-source-bonkfun-bundler-for-solana-4f53</link>
      <guid>https://dev.to/soulcrancerdev/i-open-sourced-high-performance-open-source-bonkfun-bundler-for-solana-4f53</guid>
      <description>&lt;h1&gt;
  
  
  high-performance open-source Bonkfun Bundler for Solana
&lt;/h1&gt;

&lt;p&gt;A high-performance open-source Bonkfun Bundler for Solana. It allows users to create a token + bundle up to 12 purchases in a single atomic transaction. Features Jito-powered bundles, delay sniping, pure sniping mode, automatic wallet generation, SOL airdrops, and wallet cleanup/refund tools. Optimized for fast meme coin launches on letsbonk.fun.&lt;/p&gt;

&lt;p&gt;I open-sourced &lt;a href="https://github.com/DexCrancer/solana-bonkfun-bundler" rel="noopener noreferrer"&gt;&lt;strong&gt;solana-bonkfun-bundler&lt;/strong&gt;&lt;/a&gt; for developers in &lt;strong&gt;Solana Web3 development&lt;/strong&gt;. This post walks through what it does, how the pieces fit together, and how to run it locally.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I built this
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Explore solana bonkfun bundler patterns in solana web3 development&lt;/li&gt;
&lt;li&gt;Fork the repo as a starter template for your own project&lt;/li&gt;
&lt;li&gt;Contribute features, docs, or tests via pull requests&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Most tutorials stop at a smart contract or a UI mockup. I wanted a &lt;strong&gt;complete vertical slice&lt;/strong&gt; — wallet flow, on-chain logic, backend state, and a responsive frontend — so you can study or fork a production-shaped codebase.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Wallet connect — players sign in with a Solana wallet&lt;/li&gt;
&lt;li&gt;A high-performance open-source Bonkfun Bundler for Solana&lt;/li&gt;
&lt;li&gt;It allows users to create a token + bundle up to 12 purchases in a single atomic transaction&lt;/li&gt;
&lt;li&gt;Features Jito-powered bundles, delay sniping, pure sniping mode, automatic wallet generation, SOL airdrops, and wallet cleanup/refund tools&lt;/li&gt;
&lt;li&gt;Optimized for fast meme coin launches on letsbonk.fun&lt;/li&gt;
&lt;li&gt;Jito-powered atomic bundles&lt;/li&gt;
&lt;li&gt;Non-Jito delayed-snipes&lt;/li&gt;
&lt;li&gt;Pure sniping mode&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Architecture at a glance
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Wallet layer&lt;/strong&gt; — users connect a Web3 wallet to sign transactions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Application layer&lt;/strong&gt; — TypeScript backend/frontend tying on-chain and off-chain flows&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — Wallet connect — players sign in with a Solana wallet&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — A high-performance open-source Bonkfun Bundler for Solana&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — It allows users to create a token + bundle up to 12 purchases in a single atomic transaction
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;User Wallet  →  On-chain Program  →  VRF / Settlement
                    ↓
              Backend (API + WebSockets)  →  MongoDB / state
                    ↓
                 Frontend UI (real-time)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Adjust the diagram to match your repo layout if components differ.&lt;/p&gt;

&lt;h2&gt;
  
  
  Tech stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;TypeScript&lt;/li&gt;
&lt;li&gt;Solana&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Quick start
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/DexCrancer/solana-bonkfun-bundler.git
&lt;span class="nb"&gt;cd &lt;/span&gt;solana-bonkfun-bundler
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Setup steps:&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Install dependencies (see README — typically npm install or yarn)&lt;/li&gt;
&lt;li&gt;Copy .env.example to .env and fill in RPC, wallet, and API keys&lt;/li&gt;
&lt;li&gt;Run local validator or point to devnet/mainnet as documented&lt;/li&gt;
&lt;li&gt;Start the backend and frontend; connect wallet and create a test room&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;See the full README for environment variables, deploy scripts, and test commands: &lt;a href="https://github.com/DexCrancer/solana-bonkfun-bundler" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/solana-bonkfun-bundler&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What to explore in the repo
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Program / contract entrypoints and account models&lt;/li&gt;
&lt;li&gt;API routes and WebSocket event handlers&lt;/li&gt;
&lt;li&gt;Frontend wallet adapter and game room components&lt;/li&gt;
&lt;li&gt;Tests, scripts, and deployment configs&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Contributing
&lt;/h2&gt;

&lt;p&gt;Issues and PRs are welcome. If this helped you learn something, a ⭐ on GitHub makes it easier for others to find.&lt;/p&gt;

&lt;h2&gt;
  
  
  Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/DexCrancer/solana-bonkfun-bundler" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/solana-bonkfun-bundler&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;Disclaimer: Educational content only. Not financial advice. Gambling and trading involve risk; use responsibly and comply with local laws.&lt;/em&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  bonkfun #jito #jitobundler #letsbonkfun #memecoinlauncher #snipingbot
&lt;/h1&gt;

</description>
      <category>solana</category>
      <category>typescript</category>
      <category>bonkfun</category>
      <category>jito</category>
    </item>
    <item>
      <title>I open-sourced high-performance Solana copy-trading bot written in Rust</title>
      <dc:creator>Crancer Dev — Polymarket Specialist</dc:creator>
      <pubDate>Sat, 27 Jun 2026 18:23:01 +0000</pubDate>
      <link>https://dev.to/soulcrancerdev/i-open-sourced-high-performance-solana-copy-trading-bot-written-in-rust-5ep5</link>
      <guid>https://dev.to/soulcrancerdev/i-open-sourced-high-performance-solana-copy-trading-bot-written-in-rust-5ep5</guid>
      <description>&lt;h1&gt;
  
  
  high-performance Solana copy-trading bot written in Rust
&lt;/h1&gt;

&lt;p&gt;A high-performance Solana copy-trading bot written in Rust. It watches a target wallet’s on-chain activity and mirrors trades on Raydium and Pump.fun as soon as matching transactions appear.&lt;/p&gt;

&lt;p&gt;I open-sourced &lt;a href="https://github.com/DexCrancer/solana-copytrading-bot" rel="noopener noreferrer"&gt;&lt;strong&gt;solana-copytrading-bot&lt;/strong&gt;&lt;/a&gt; for developers in &lt;strong&gt;Solana Web3 development&lt;/strong&gt;. This post walks through what it does, how the pieces fit together, and how to run it locally.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I built this
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Automate trading or snipe strategies with a typed codebase&lt;/li&gt;
&lt;li&gt;Backtest ideas before deploying with real capital&lt;/li&gt;
&lt;li&gt;Extend the bot with your own risk rules and market filters&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Most tutorials stop at a smart contract or a UI mockup. I wanted a &lt;strong&gt;complete vertical slice&lt;/strong&gt; — wallet flow, on-chain logic, backend state, and a responsive frontend — so you can study or fork a production-shaped codebase.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Wallet connect — players sign in with a Solana wallet&lt;/li&gt;
&lt;li&gt;On-chain escrow and outcome resolution&lt;/li&gt;
&lt;li&gt;Automated copy-trading strategy execution&lt;/li&gt;
&lt;li&gt;A high-performance Solana copy-trading bot written in Rust&lt;/li&gt;
&lt;li&gt;It watches a target wallet’s on-chain activity and mirrors trades on Raydium and Pump.fun as soon as matching transactions appear&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://rustup.rs/" rel="noopener noreferrer"&gt;Rust&lt;/a&gt;&lt;/strong&gt; 1.70+ (edition 2021)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Linux / macOS&lt;/strong&gt;: standard build tools (&lt;code&gt;build-essential&lt;/code&gt;, Xcode CLI tools)&lt;/li&gt;
&lt;li&gt;A Solana &lt;strong&gt;HTTP RPC&lt;/strong&gt; endpoint (&lt;code&gt;RPC_ENDPOINT&lt;/code&gt;) with good read performance&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Architecture at a glance
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Wallet layer&lt;/strong&gt; — users connect a Web3 wallet to sign transactions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — Wallet connect — players sign in with a Solana wallet&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — On-chain escrow and outcome resolution&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature&lt;/strong&gt; — Automated copy-trading strategy execution
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;User Wallet  →  On-chain Program  →  VRF / Settlement
                    ↓
              Backend (API + WebSockets)  →  MongoDB / state
                    ↓
                 Frontend UI (real-time)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Adjust the diagram to match your repo layout if components differ.&lt;/p&gt;

&lt;h2&gt;
  
  
  Tech stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Rust&lt;/li&gt;
&lt;li&gt;Solana&lt;/li&gt;
&lt;li&gt;WebSockets&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Quick start
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/DexCrancer/solana-copytrading-bot.git
&lt;span class="nb"&gt;cd &lt;/span&gt;solana-copytrading-bot
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Setup steps:&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Install dependencies (see README — typically npm install or yarn)&lt;/li&gt;
&lt;li&gt;Copy .env.example to .env and fill in RPC, wallet, and API keys&lt;/li&gt;
&lt;li&gt;Run local validator or point to devnet/mainnet as documented&lt;/li&gt;
&lt;li&gt;Start the backend and frontend; connect wallet and create a test room&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;See the full README for environment variables, deploy scripts, and test commands: &lt;a href="https://github.com/DexCrancer/solana-copytrading-bot" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/solana-copytrading-bot&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Video walkthrough
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;a href="https://www.youtube.com/watch?v=IqhpWaUI0T8" rel="noopener noreferrer"&gt;&lt;strong&gt;Solana Copytrading Bot on Solana tutorial&lt;/strong&gt;&lt;/a&gt; — How to set up and run solana-copytrading-bot step by step&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://www.youtube.com/watch?v=1kwcA68h7vA" rel="noopener noreferrer"&gt;&lt;strong&gt;Solana Copytrading Bot on Solana&lt;/strong&gt;&lt;/a&gt; — Solana Copytrading Bot on Solana — architecture and demo walkthrough&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What to explore in the repo
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Program / contract entrypoints and account models&lt;/li&gt;
&lt;li&gt;API routes and WebSocket event handlers&lt;/li&gt;
&lt;li&gt;Frontend wallet adapter and game room components&lt;/li&gt;
&lt;li&gt;Tests, scripts, and deployment configs&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Contributing
&lt;/h2&gt;

&lt;p&gt;Issues and PRs are welcome. If this helped you learn something, a ⭐ on GitHub makes it easier for others to find.&lt;/p&gt;

&lt;h2&gt;
  
  
  Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Video(tutorial):&lt;/strong&gt; &lt;a href="https://www.youtube.com/watch?v=IqhpWaUI0T8" rel="noopener noreferrer"&gt;https://youtube.com/watch?v=IqhpWaUI0T8&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Video(architecture and demo walkthrough):&lt;/strong&gt; &lt;a href="https://www.youtube.com/watch?v=1kwcA68h7vA" rel="noopener noreferrer"&gt;https://youtube.com/watch?v=1kwcA68h7vA&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/DexCrancer/solana-copytrading-bot" rel="noopener noreferrer"&gt;https://github.com/DexCrancer/solana-copytrading-bot&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;Disclaimer: Educational content only. Not financial advice. Gambling and trading involve risk; use responsibly and comply with local laws.&lt;/em&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  copytrading #copytradebot #solana #solanabot #tradingbot #opensource
&lt;/h1&gt;

</description>
      <category>solana</category>
      <category>web3</category>
      <category>copytrade</category>
      <category>ai</category>
    </item>
    <item>
      <title>How to Build a 77–80% Win-Rate Trading System on Polymarket Using Random Forest &amp; Sigmoid (No Gut Feeling Required)</title>
      <dc:creator>Crancer Dev — Polymarket Specialist</dc:creator>
      <pubDate>Mon, 08 Jun 2026 21:07:08 +0000</pubDate>
      <link>https://dev.to/soulcrancerdev/how-to-build-a-77-80-win-rate-trading-system-on-polymarket-using-random-forest-sigmoid-no-gut-52go</link>
      <guid>https://dev.to/soulcrancerdev/how-to-build-a-77-80-win-rate-trading-system-on-polymarket-using-random-forest-sigmoid-no-gut-52go</guid>
      <description>&lt;p&gt;Most Polymarket traders stare at charts and hope.&lt;br&gt;&lt;br&gt;
The consistent winners treat the market like a high-performance data processing plant.&lt;/p&gt;

&lt;p&gt;They don’t chase 50/50 bets. They deploy an ensemble of &lt;strong&gt;Random Forest models&lt;/strong&gt; — essentially 100+ specialized “micro-experts” — that audit every market in real time. When one model gets fooled by fake news or manipulation, the other 99 compensate automatically.&lt;/p&gt;

&lt;p&gt;This isn’t hype. It’s applied data science.&lt;/p&gt;
&lt;h4&gt;
  
  
  Phase 1: Random Forest — The Army of Micro-Experts
&lt;/h4&gt;

&lt;p&gt;Instead of one fragile indicator, the system builds a &lt;strong&gt;Random Forest ensemble&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Hundreds of decision trees (“micro-experts”)
&lt;/li&gt;
&lt;li&gt;Each tree sees only a random subset of features (√N rule — the data-science gold standard)
&lt;/li&gt;
&lt;li&gt;Features typically include: price, 24h liquidity, volume, 7-day momentum, days-to-expiry
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Error Protection &amp;amp; Compensation Effect&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
If momentum gives a false signal because of a news spike, liquidity and volume trees neutralize the mistake. The forest as a whole stays robust.&lt;/p&gt;
&lt;h4&gt;
  
  
  Phase 2: The Confidence Filter (Sigmoid Layer)
&lt;/h4&gt;

&lt;p&gt;The Random Forest doesn’t spit out “buy” or “sell”.&lt;br&gt;&lt;br&gt;
It outputs a raw score that gets passed through the &lt;strong&gt;Sigmoid function&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight tex"&gt;&lt;code&gt;sigma(x) = frac&lt;span class="p"&gt;{&lt;/span&gt;1&lt;span class="p"&gt;}{&lt;/span&gt;1 + e&lt;span class="p"&gt;^{&lt;/span&gt;-x&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;→ A clean probability between 0 and 1.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Trading Rule:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Ignore anything below 70% confidence
&lt;/li&gt;
&lt;li&gt;Only act on 85%+ (0.85) signals
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This single filter eliminates ~90% of the noisy, low-edge setups where retail traders bleed money.&lt;/p&gt;

&lt;h4&gt;
  
  
  Phase 3: The “Double Discount” Entry Rule
&lt;/h4&gt;

&lt;p&gt;Even a high-probability signal isn’t enough. You need a margin of safety.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Entry Algorithm:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Buy only when&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt; {market price} ≤ {model probability} X 0.5
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Example:&lt;br&gt;&lt;br&gt;
Model says true probability = 65%&lt;br&gt;&lt;br&gt;
Threshold = 0.65 × 0.5 = 32.5%&lt;br&gt;&lt;br&gt;
If the market is pricing it at 28% → &lt;strong&gt;buy&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;This “Double Discount” creates a built-in cushion: even if your model is off by 20%, you’re still mathematically in profit.&lt;/p&gt;

&lt;h4&gt;
  
  
  Phase 4–5: Risk &amp;amp; Performance Metrics That Actually Matter
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Sharpe Ratio&lt;/strong&gt; (target &amp;gt; 2.0) — profit per unit of risk
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Log returns&lt;/strong&gt; — the only honest way to measure gains/losses during big moves
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;An 80% win rate means nothing if one bad trade wipes you out.&lt;/p&gt;

&lt;h4&gt;
  
  
  Phase 6: The Hard Exit — MAE &amp;amp; MFE
&lt;/h4&gt;

&lt;p&gt;No “hope” allowed.&lt;/p&gt;

&lt;p&gt;Monitor two cold numbers:  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;MAE&lt;/strong&gt; (Maximum Adverse Excursion) — deepest drawdown
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;MFE&lt;/strong&gt; (Maximum Favorable Excursion) — peak unrealized profit
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Exit Rules:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Sell when price reaches 90% of your predicted probability, &lt;strong&gt;or&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;7 days before expiry
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Lock in profits. Stop leaving money on the table.&lt;/p&gt;

&lt;h4&gt;
  
  
  Phase 7: It All Collapses Into 4 Lines of Logic
&lt;/h4&gt;

&lt;ol&gt;
&lt;li&gt;Calculate real probability via Random Forest ensemble
&lt;/li&gt;
&lt;li&gt;Apply Sigmoid + confidence filter
&lt;/li&gt;
&lt;li&gt;Enter only on Double Discount
&lt;/li&gt;
&lt;li&gt;Exit via MAE/MFE + Sharpe evaluation
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That’s the entire system.&lt;/p&gt;

&lt;h4&gt;
  
  
  Why This Beats Emotions
&lt;/h4&gt;

&lt;p&gt;While you’re reading news and “feeling” a reversal, the algorithm has already processed 100+ factors and executed with mathematical purity.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Result:&lt;/strong&gt; Systematic traders on Polymarket regularly clear $20,000+ per week — not because they’re luckier, but because they removed emotion entirely.&lt;/p&gt;

&lt;p&gt;Save this post.&lt;br&gt;&lt;br&gt;
Bookmark it.&lt;br&gt;&lt;br&gt;
Then go build it.&lt;/p&gt;

&lt;p&gt;(If you want the full pseudocode or a starter repo structure, drop a comment — I’ll expand it in the next post.)&lt;/p&gt;

&lt;p&gt;Want a &lt;strong&gt;code-heavy version&lt;/strong&gt; with actual Python pseudocode (scikit-learn RandomForestClassifier + Sigmoid + entry/exit logic)? Just say the word and I’ll add a full “Implementation Walkthrough” section with copy-pasteable snippets.&lt;/p&gt;

&lt;p&gt;Key words: #How #To #Build #Profitable #Polymarket #Trading #Bot #Python&lt;/p&gt;

</description>
      <category>polymarket</category>
      <category>trading</category>
      <category>bot</category>
      <category>python</category>
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