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            <title><![CDATA[PinkPunk TechLog — 2026.01.26]]></title>
            <link>https://paragraph.com/@pinkpunk/pinkpunk-techlog-—-20260126</link>
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            <pubDate>Mon, 26 Jan 2026 14:27:12 GMT</pubDate>
            <description><![CDATA[Focus: User Incentives, Cross-Platform Feature Expansion & Market Data Refinement📝 BriefThis iteration focused on lowering the entry barrier for new users, expanding feature availability across platforms, and continuing foundational work on frontend adaptability and market data quality. To support adoption of newly released features, we introduced user incentives that offset trading fees and losses, migrated key trading mechanics to the Telegram Mini App, and progressed on both UI responsive...]]></description>
            <content:encoded><![CDATA[<p><strong>Focus: User Incentives, Cross-Platform Feature Expansion &amp; Market Data Refinement</strong></p><h2 id="h-brief" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="memo" class="emoji" data-type="emoji">📝</span> Brief</h2><p>This iteration focused on <strong>lowering the entry barrier for new users</strong>, expanding feature availability across platforms, and continuing foundational work on frontend adaptability and market data quality.</p><p>To support adoption of newly released features, we introduced <strong>user incentives</strong> that offset trading fees and losses, migrated key trading mechanics to the Telegram Mini App, and progressed on both UI responsiveness and a new K-line algorithm designed to better handle adversarial trading behavior.</p><p>At the same time, we began development on a lightweight interactive game—<strong>TapTrade</strong>—scheduled to launch before the Lunar New Year.</p><hr><h2 id="h-user-growth-and-incentives" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0">User Growth &amp; Incentives</h2><h3 id="h-new-user-trading-credit" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">New User Trading Credit</h3><p>To encourage hands-on exploration of PinkPunk’s new features, we introduced <strong>trading credits for new users</strong>.</p><p><strong>Design Goals</strong></p><ul><li><p>Reduce psychological and financial friction for first-time users</p></li><li><p>Allow users to experience real trading flows with limited downside</p></li><li><p>Offset <strong>trading fees and realized losses</strong> without altering core execution logic</p></li></ul><p><strong>Engineering Considerations</strong></p><ul><li><p>Credit accounting isolated from real balances</p></li><li><p>Clear deduction priority rules between credits and user funds</p></li><li><p>Prevent abuse while keeping redemption logic simple and predictable</p></li></ul><hr><h2 id="h-cross-platform-feature-expansion" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0">Cross-Platform Feature Expansion</h2><h2 id="h-timed-feature-and-lightning-feature-on-telegram-mini-app" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Timed Feature &amp; Lightning Feature on Telegram Mini App</h2><p>We migrated both <strong>Timed Feature</strong> and <strong>Lightning Feature</strong> from the web platform to the Telegram Mini App.</p><p><strong>Why This Matters</strong></p><ul><li><p>Telegram remains a high-frequency interaction surface for many users</p></li><li><p>Feature parity reduces cognitive switching costs between platforms</p></li></ul><p><strong>Implementation Work</strong></p><ul><li><p>Adapted interaction flows for constrained Mini App layouts</p></li><li><p>Unified backend execution paths to avoid platform-specific divergence</p></li><li><p>Ensured consistent state handling between Web and Telegram sessions</p></li></ul><hr><h2 id="h-new-interactive-feature-in-development" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0">New Interactive Feature (In Development)</h2><h2 id="h-taptrade" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> TapTrade</h2><p><strong>TapTrade</strong> is a lightweight, game-inspired interaction designed to introduce trading concepts through rapid, low-friction actions.</p><p><strong>Current Status</strong></p><ul><li><p>Core mechanics under development</p></li><li><p>Designed for short sessions and fast feedback loops</p></li><li><p>Targeted for release before the Lunar New Year</p></li></ul><p><strong>Supporting Work</strong></p><ul><li><p>Event tracking and lightweight state persistence</p></li><li><p>Safeguards to prevent excessive resource usage</p></li><li><p>Clear separation from core trading logic to avoid risk coupling</p></li></ul><hr><h2 id="h-web-frontend-improvements" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0">Web Frontend Improvements</h2><h3 id="h-mobile-layout-adaptation-in-progress" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Mobile Layout Adaptation <em>(In Progress)</em></h3><ul><li><p>Ongoing adjustments to better support mobile web usage</p></li><li><p>Refactoring layout structure for smaller screens</p></li><li><p>Improving touch interaction ergonomics without duplicating logic</p></li></ul><hr><h2 id="h-market-data-improvements" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0">Market Data Improvements</h2><h2 id="h-k-line-algorithm-upgrade-in-progress" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> K-line Algorithm Upgrade <em>(In Progress)</em></h2><p>We are developing a new K-line aggregation algorithm aimed at reducing distortion caused by adversarial trading patterns.</p><p><strong>Problems Addressed</strong></p><ul><li><p>Abnormal long wicks caused by sandwiching and trade stuffing</p></li><li><p>Over-amplification of single extreme trades in visual data</p></li></ul><p><strong>Direction</strong></p><ul><li><p>Smarter aggregation thresholds</p></li><li><p>Better time-bucket alignment</p></li><li><p>Reduced sensitivity to outlier transactions while preserving trend accuracy</p></li></ul><hr><h2 id="h-supporting-engineering-work-behind-the-scenes" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0">Supporting Engineering Work (Behind the Scenes)</h2><p>In order to safely ship the above changes, additional work was required:</p><ul><li><p>Coordinating incentive logic with existing fee and PnL pipelines</p></li><li><p>Ensuring cross-platform features share consistent execution semantics</p></li><li><p>Hardening API paths under increased experimentation traffic</p></li><li><p>Validating Mini App behavior under network and session interruptions</p></li><li><p>Preparing monitoring and rollback strategies for pre-holiday releases</p></li></ul><p>While less visible, these efforts were necessary to keep iteration speed high without accumulating instability.</p><hr><h2 id="h-note" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Note</h2><p>This cycle balanced <strong>growth-driven experimentation</strong> with continued system refinement.</p><p>Some features aim to make PinkPunk more approachable and fun, while others focus on quietly improving correctness and resilience. A few items remain in progress, but the groundwork laid here should make the upcoming releases—especially around the holiday period—less risky and easier to manage.</p>]]></content:encoded>
            <author>pinkpunk@newsletter.paragraph.com (PinkPunk)</author>
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            <title><![CDATA[PinkPunk TechLog — 2026.01.14]]></title>
            <link>https://paragraph.com/@pinkpunk/pinkpunk-techlog-—-20260114</link>
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            <pubDate>Wed, 14 Jan 2026 08:58:51 GMT</pubDate>
            <description><![CDATA[Focus: Timed Feature Launch, Frontend Responsiveness & Data Infrastructure Stability📝 BriefThis iteration introduces a new experimental trading mechanic—Timed Feature —designed to add a more dynamic and playful dimension to trading behavior. Alongside this feature, the team focused heavily on frontend performance, backend stability, and data infrastructure consistency, addressing several long-standing issues while laying groundwork for upcoming UI and market data upgrades.🧩 Timed Feature Ov...]]></description>
            <content:encoded><![CDATA[<p><strong>Focus: Timed Feature Launch, Frontend Responsiveness &amp; Data Infrastructure Stability</strong></p><h2 id="h-brief" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="memo" class="emoji" data-type="emoji">📝</span> Brief</h2><p>This iteration introduces a new experimental trading mechanic—<strong>Timed Feature </strong>—designed to add a more dynamic and playful dimension to trading behavior.</p><p>Alongside this feature, the team focused heavily on <strong>frontend performance</strong>, <strong>backend stability</strong>, and <strong>data infrastructure consistency</strong>, addressing several long-standing issues while laying groundwork for upcoming UI and market data upgrades.</p><hr><h2 id="h-timed-feature" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Timed Feature </h2><p><strong>Overview</strong><br>Timed Feature is a new time-constrained trading mechanic that introduces urgency and variation into the trading experience. Unlike traditional contracts, it emphasizes short decision windows and faster feedback loops, making it both engaging and experimental.</p><p>This feature is intended as a lightweight gameplay-style addition rather than a fully-fledged derivatives system.</p><hr><h2 id="h-frontend-improvements" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Frontend Improvements</h2><h3 id="h-token-search-precision" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Token Search Precision</h3><ul><li><p>Improved accuracy in token search scenarios</p></li><li><p>Reduced ambiguous or irrelevant results when querying tokens with similar symbols or names</p></li></ul><h3 id="h-page-load-performance" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Page Load Performance</h3><ul><li><p>Optimized frontend loading paths</p></li><li><p>Reduced initial render time and improved perceived responsiveness</p></li></ul><h3 id="h-memory-usage-fixes" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Memory Usage Fixes</h3><ul><li><p>Identified and resolved potential memory leak issues in frontend services</p></li><li><p>Improved long-running session stability</p></li></ul><h3 id="h-mobile-adaptation-in-progress" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Mobile Adaptation <em>(In Progress)</em></h3><ul><li><p>Ongoing work to adapt web layouts for mobile devices</p></li><li><p>Focus on layout responsiveness and interaction usability</p></li></ul><hr><h2 id="h-backend-improvements" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Backend Improvements</h2><h3 id="h-search-data-stability" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Search Data Stability</h3><ul><li><p>Improved stability of data delivery for search-related requests</p></li><li><p>Reduced transient failures and inconsistent responses under load</p></li></ul><hr><h2 id="h-data-infrastructure-enhancements" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Data Infrastructure Enhancements</h2><h3 id="h-solana-node-dependency-optimization" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Solana Node Dependency Optimization</h3><ul><li><p>Reduced reliance on a single Solana node provider</p></li><li><p>Improved system resilience against node-level instability</p></li></ul><h3 id="h-token-metadata-consistency" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Token Metadata Consistency</h3><ul><li><p>Removed local token metadata caching</p></li><li><p>Eliminated cross-instance inconsistencies in token information queries</p></li></ul><h3 id="h-legacy-pair-creation-time-backfill" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Legacy Pair Creation Time Backfill</h3><ul><li><p>Added passive backfill mechanisms for creation timestamps on older pairs</p></li><li><p>Improved historical accuracy without requiring full reindexing</p></li></ul><h3 id="h-k-line-data-adjustments-in-progress" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">K-line Data Adjustments <em>(In Progress)</em></h3><ul><li><p>Ongoing adjustments for the new version of K-line data</p></li><li><p>Aligning aggregation and storage logic with updated data requirements</p></li></ul><hr><h2 id="h-other-updates" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Other Updates</h2><h3 id="h-bsc-fermi-hard-fork" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">BSC Fermi Hard Fork</h3><ul><li><p>Completed node upgrades to support the BSC Fermi hard fork</p></li><li><p>Ensured service compatibility and uninterrupted operation</p></li></ul><h3 id="h-deployment-strategy-adjustments" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Deployment Strategy Adjustments</h3><ul><li><p>Refined service deployment strategies</p></li><li><p>Improved overall system stability and fault tolerance</p></li></ul><hr><h2 id="h-note" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Note</h2><p>This update balanced experimentation with maintenance.</p><p>While <strong>Timed Feature</strong> explores new interaction patterns, most of the effort this cycle went into making the system more predictable, consistent, and resilient—especially across instances and under changing infrastructure conditions.</p><p>Several items remain in progress, but the foundations laid here should make upcoming iterations smoother and less error-prone.</p>]]></content:encoded>
            <author>pinkpunk@newsletter.paragraph.com (PinkPunk)</author>
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            <title><![CDATA[PinkPunk TechLog 2025.12.31]]></title>
            <link>https://paragraph.com/@pinkpunk/pinkpunk-techlog-20251231</link>
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            <pubDate>Wed, 31 Dec 2025 02:21:33 GMT</pubDate>
            <description><![CDATA[Focus: Lite Futures Launch, Web Search Optimization & Data Infrastructure Hardening 📝 Brief🎉 Happy New Year!To close out 2025, this iteration focused on expanding PinkPunk’s web trading capabilities with the launch of Lite Futures, while continuing to strengthen data reliability, system resilience, and overall usability.This release introduces a simplified futures trading experience on Web, supported by several backend and infrastructure upgrades, alongside targeted improvements to search f...]]></description>
            <content:encoded><![CDATA[<p style="text-align: justify"><strong>Focus: Lite Futures Launch, Web Search Optimization &amp; Data Infrastructure Hardening</strong></p><br><h2 style="text-align: justify" id="h-brief" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="memo" class="emoji" data-type="emoji">📝</span> Brief</h2><p style="text-align: justify"><span data-name="party" class="emoji" data-type="emoji">🎉</span> <strong>Happy New Year!</strong></p><p style="text-align: justify">To close out 2025, this iteration focused on expanding PinkPunk’s web trading capabilities with the launch of <strong>Lite Futures</strong>, while continuing to strengthen data reliability, system resilience, and overall usability.</p><p style="text-align: justify">This release introduces a simplified futures trading experience on Web, supported by several backend and infrastructure upgrades, alongside targeted improvements to search functionality and core data services. Together, these changes prepare PinkPunk for higher traffic, more dynamic token behavior, and broader product expansion going into 2026.</p><hr><h2 style="text-align: justify" id="h-context" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0">Context</h2><p style="text-align: justify">As PinkPunk’s web platform continues to mature, we observed two parallel needs:</p><ul><li><p style="text-align: justify">Users want <strong>derivative-style exposure</strong> without the complexity of traditional futures interfaces</p></li><li><p style="text-align: justify">The system must handle <strong>higher request pressure</strong>, <strong>dynamic token metadata</strong>, and <strong>multi-platform compatibility</strong> more gracefully</p></li></ul><p style="text-align: justify">The end-of-year iteration focused on shipping a <strong>lightweight, fast futures experience</strong>, while ensuring the underlying infrastructure could support increased usage and data volatility.</p><hr><h2 style="text-align: justify" id="h-lite-futures-web-launch" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Lite Futures — Web Launch</h2><p style="text-align: justify"><strong>Overview</strong></p><ul><li><p style="text-align: justify">Introduced <strong>Lite Futures</strong> on the web platform</p></li><li><p style="text-align: justify">Designed for fast execution and simplified interaction, without exposing full futures complexity</p></li></ul><p style="text-align: justify"><strong>Supporting System Changes</strong></p><ol><li><p style="text-align: justify"><strong>Solana Program Migration for Lite Futures</strong></p><ul><li><p style="text-align: justify">Updated deposit and withdrawal flows to a new Solana program</p></li><li><p style="text-align: justify">Isolated Lite Futures asset flows from existing spot trading logic</p></li></ul></li><li><p style="text-align: justify"><strong>Multi-Platform Compatibility</strong></p><ul><li><p style="text-align: justify">Ensured Lite Futures services remain compatible across supported platforms</p></li><li><p style="text-align: justify">Reduced coupling between platform-specific logic and core trading services</p></li></ul></li><li><p style="text-align: justify"><strong>Webhook-Based Recharge Backfill</strong></p><ul><li><p style="text-align: justify">Added active webhook push for recharge events</p></li><li><p style="text-align: justify">Automatically backfills missing deposit data to improve balance accuracy and timeliness</p></li></ul></li></ol><hr><h2 style="text-align: justify" id="h-web-search-experience-optimization" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Web Search Experience Optimization</h2><p style="text-align: justify"><strong>Problems Addressed</strong></p><ul><li><p style="text-align: justify">Inconsistent token information when searching across different pools</p></li><li><p style="text-align: justify">Missing or incomplete token logos affecting usability</p></li></ul><p style="text-align: justify"><strong>Improvements</strong></p><ol><li><p style="text-align: justify"><strong>Unified Token Information Display</strong></p><ul><li><p style="text-align: justify">Search results for pools now consistently display the queried token’s metadata</p></li><li><p style="text-align: justify">Reduced ambiguity when multiple pools reference the same token</p></li></ul></li><li><p style="text-align: justify"><strong>Logo Data Fixes</strong></p><ul><li><p style="text-align: justify">Repaired missing logo cases</p></li><li><p style="text-align: justify">Improved fallback handling for incomplete token metadata</p></li></ul></li></ol><hr><h2 style="text-align: justify" id="h-data-infrastructure-and-performance" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Data Infrastructure &amp; Performance</h2><p style="text-align: justify"><strong>Performance Hardening</strong></p><ul><li><p style="text-align: justify">Conducted stress tests across all public-facing APIs</p></li><li><p style="text-align: justify">Optimized system behavior under high-concurrency and high-pressure request scenarios</p></li></ul><p style="text-align: justify"><strong>Token Metadata Reliability</strong></p><ul><li><p style="text-align: justify">Introduced scheduled token metadata refresh mechanisms</p></li><li><p style="text-align: justify">Specifically targets tokens with <strong>changing supply</strong>, ensuring downstream services receive up-to-date information</p></li></ul><p style="text-align: justify"><strong>Outcome</strong></p><ul><li><p style="text-align: justify">Improved system stability under peak load</p></li><li><p style="text-align: justify">Reduced inconsistencies caused by stale or drifting token metadata</p></li></ul><hr><h2 style="text-align: justify" id="h-notes" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Notes</h2><p style="text-align: justify">This iteration focused on landing a meaningful product expansion—<strong>Lite Futures</strong>—while making sure the surrounding systems were ready to handle the added complexity.</p><p style="text-align: justify">Most of the work this cycle wasn’t about adding more surface-level features, but about tightening execution paths, improving data recovery, and reducing failure amplification under load. These changes should make future iterations easier to build and safer to ship.</p><hr><h2 id="h-year-end-note" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="party" class="emoji" data-type="emoji">🎉</span> Year-End Note</h2><p>That wraps up our final update of 2025.</p><p>Thanks to everyone who built, tested, broke, and fixed things along the way.<br>We’ll pick things up again in 2026—hopefully a little faster, a little cleaner, and with fewer surprises.</p><p><strong>Happy New Year, and see you in 2026!</strong> <span data-name="pink_heart" class="emoji" data-type="emoji">🩷</span><span data-name="rocket" class="emoji" data-type="emoji">🚀</span></p>]]></content:encoded>
            <author>pinkpunk@newsletter.paragraph.com (PinkPunk)</author>
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            <title><![CDATA[🧠 PinkPunk TechLog 2025.12.08]]></title>
            <link>https://paragraph.com/@pinkpunk/🧠-pinkpunk-techlog-20251208</link>
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            <pubDate>Tue, 30 Dec 2025 10:40:40 GMT</pubDate>
            <description><![CDATA[Focus: Web Trading Experience, Market Data Integrity & Execution Reliability Brief Over the past month, our engineering efforts focused on improving the usability, reliability, and execution quality of PinkPunk’s web trading experience. We introduced a redesigned web interface with a Quick Trade module to lower the entry barrier for non-advanced users, strengthened K-line data integrity under extreme market conditions, optimized Solana execution paths through custom routing, and reinforced co...]]></description>
            <content:encoded><![CDATA[<p><strong>Focus: Web Trading Experience, Market Data Integrity &amp; Execution Reliability</strong><br></p><p><strong>Brief</strong><br>Over the past month, our engineering efforts focused on improving the <strong>usability, reliability, and execution quality</strong> of PinkPunk’s web trading experience.</p><p>We introduced a redesigned web interface with a <strong>Quick Trade module</strong> to lower the entry barrier for non-advanced users, strengthened <strong>K-line data integrity</strong> under extreme market conditions, optimized <strong>Solana execution paths</strong> through custom routing, and reinforced <strong>core data services</strong> to better withstand RPC instability.</p><p>Together, these changes move PinkPunk closer to a trading experience that is <strong>simpler to use, more trustworthy, and more resilient at scale</strong>.</p><hr><h2 id="h-context" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0">Context</h2><p>It has been nearly a month since the previous TechLog update.<br>During this period, we intentionally shifted our engineering focus from feature expansion to <strong>improving real-world trading experience and system robustness</strong>, especially on the web platform.</p><p>As our user base diversified, several patterns became clear:</p><ul><li><p>A growing number of users prefer simple, fast execution over advanced trading interfaces</p></li><li><p>Market data (K-line) readability degrades under extreme on-chain behaviors</p></li><li><p>Execution quality on Solana can vary depending on routing strategy</p></li><li><p>Infrastructure instability (e.g. RPC issues) can easily propagate to user-facing failures</p></li></ul><p>This month’s work centered on one goal:</p><p><strong>Make trading easier to use, easier to trust, and harder to break.</strong></p><hr><h2 id="h-key-problems-identified" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0">Key Problems Identified</h2><h3 id="h-p1-high-entry-cost-for-non-advanced-users-on-web" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">P1. High entry cost for non-advanced users on Web</h3><ul><li><p>Most Web3 trading interfaces default to advanced modes</p></li><li><p>Users who simply want to “execute a trade quickly” face unnecessary friction</p></li></ul><h3 id="h-p2-k-line-distortion-under-extreme-market-behavior" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">P2. K-line distortion under extreme market behavior</h3><ul><li><p>Sandwich attacks introduce abnormal long wicks</p></li><li><p>Temporary data gaps cause visible discontinuities</p></li></ul><h3 id="h-p3-suboptimal-execution-paths-on-solana" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">P3. Suboptimal execution paths on Solana</h3><ul><li><p>Generic routers are not optimal for all DEXs and pools</p></li><li><p>Latency and execution precision vary by route</p></li></ul><h3 id="h-p4-insufficient-protection-against-rpc-instability" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">P4. Insufficient protection against RPC instability</h3><ul><li><p>Node-level instability can cascade into UX and trading issues</p></li></ul><hr><h2 id="h-web-trading-experience-upgrade" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Web Trading Experience Upgrade</h2><p><strong>Decision</strong></p><ul><li><p>Introduced a new Web UI design</p></li><li><p>Added a <strong>Quick Trade module</strong> as a simplified entry point before advanced trading features</p></li></ul><p><strong>Rationale</strong></p><ul><li><p>Lower the barrier for users unfamiliar with complex trading concepts</p></li><li><p>Reduce the gap between “wanting to trade” and “being able to trade”</p></li></ul><p><strong>Result</strong></p><ul><li><p>Fewer interaction steps required to complete a trade</p></li><li><p>More predictable and focused trading behavior on Web</p></li></ul><hr><h2 id="h-k-line-data-integrity-improvements" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> K-line Data Integrity Improvements</h2><p><strong>Problems Addressed</strong></p><ul><li><p>Abnormal wicks caused by sandwich attacks</p></li><li><p>Discontinuities caused by missing or delayed data</p></li></ul><p><strong>Changes</strong></p><ul><li><p>Improved aggregation logic to reduce the visual impact of extreme single trades</p></li><li><p>Added gap-handling and time-alignment mechanisms for short-lived data loss</p></li></ul><p><strong>Result</strong></p><ul><li><p>Significantly improved K-line readability</p></li><li><p>Price trends are clearer and less dominated by noise</p></li></ul><hr><h2 id="h-solana-trading-path-optimization" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Solana Trading Path Optimization</h2><p><strong>Decision</strong></p><ul><li><p>Enabled <strong>custom-built routing</strong> for selected Solana DEXs</p></li></ul><p><strong>Rationale</strong></p><ul><li><p>A one-size-fits-all router does not yield optimal results across all liquidity conditions</p></li><li><p>Custom routing allows finer control over execution speed and price accuracy</p></li></ul><p><strong>Result</strong></p><ul><li><p>Faster transaction execution</p></li><li><p>Actual execution prices are closer to expected outcomes</p></li></ul><hr><h2 id="h-infrastructure-and-data-service-stability" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Infrastructure &amp; Data Service Stability</h2><p><strong>Changes</strong></p><ul><li><p>Added protective mechanisms for core data services when RPC nodes become unstable</p></li><li><p>Prevented node-level issues from directly impacting upper-layer trading logic</p></li></ul><p><strong>Outcome</strong></p><ul><li><p>Increased system resilience under adverse network conditions</p></li><li><p>Reduced user-facing failures caused by infrastructure volatility</p></li></ul><hr><h2 id="h-web-trading-rebate-support" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><span data-name="jigsaw" class="emoji" data-type="emoji">🧩</span> Web Trading Rebate Support</h2><ul><li><p>Trading rebates are now supported on the Web platform</p></li><li><p>Integrated seamlessly into existing execution flows without added complexity</p></li></ul><br>]]></content:encoded>
            <author>pinkpunk@newsletter.paragraph.com (PinkPunk)</author>
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            <title><![CDATA[🧠 PinkPunk TechLog 2025.10.31]]></title>
            <link>https://paragraph.com/@pinkpunk/pinkpunk-techlog-2025-10-31</link>
            <guid>rbAeKJpHtKBYvmImMwl3</guid>
            <pubDate>Fri, 31 Oct 2025 09:30:10 GMT</pubDate>
            <description><![CDATA[Theme of the Week: Cross-Chain Expansion & System StabilityBriefThis week, we continued pushing PinkPunk toward a more stable, interconnected, and user-centric ecosystem.From refining the Extension and Telegram App experience to strengthening our backend data flow and multi-chain trading logic, every update brings us closer to effortless trading across chains, devices, and moments.🧩 Extension✅ CompletedOptimized limit order interaction experienceAdded estimated token amount display for Sell ...]]></description>
            <content:encoded><![CDATA[<p><strong>Theme of the Week: Cross-Chain Expansion &amp; System Stability</strong></p><h3 id="h-brief" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Brief</h3><p>This week, we continued pushing PinkPunk toward a <strong>more stable, interconnected, and user-centric ecosystem</strong>.From refining the Extension and Telegram App experience to strengthening our backend data flow and multi-chain trading logic, every update brings us closer to effortless trading across chains, devices, and moments.</p><hr><h3 id="h-extension" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">🧩 Extension</h3><p><strong>✅ Completed</strong></p><ul><li><p>Optimized limit order interaction experience</p></li><li><p>Added estimated token amount display for Sell orders</p></li><li><p>Added support for <strong>Token-2022 transfers on Solana</strong></p></li><li><p>Improved transaction flow visualization — added popup feedback during trade execution</p></li><li><p>Fixed quick-buy issues on <strong>Pump.fun / GMGN / OKX</strong></p></li><li><p>Completed new version testing, now <strong>awaiting Google review</strong></p></li></ul><p><strong>🚧 In Progress</strong></p><ul><li><p>Biometric login integration</p></li><li><p>K-line display in sidebar mode</p></li><li><p>Customizable wallet lock time settings</p></li><li><p>Optimization for limit order behavior under <strong>ETH-7702</strong> standard</p></li><li><p>Various minor UI/UX enhancements</p></li></ul><hr><h3 id="h-telegram-mini-app" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">📱 Telegram Mini App</h3><p><strong>✅ Completed</strong></p><ul><li><p>Integrated expected value data for enhanced trade preview</p></li><li><p>Fixed transaction failure bugs</p></li><li><p>Added security verification configurations</p></li></ul><hr><h3 id="h-telegram-bot" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">🤖 Telegram Bot</h3><p><strong>✅ Completed</strong></p><ul><li><p>Optimized display for <strong>Copy Trade</strong> and <strong>Limit Order</strong> modules</p></li></ul><hr><h3 id="h-infrastructure" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">🧠 Infrastructure</h3><p><strong>✅ Completed</strong></p><ul><li><p>Enhanced <strong>K-line data continuity and integrity</strong></p></li><li><p>Added support for <strong>FourMeme XMode copy-trade signals</strong></p></li><li><p>Tested <strong>BSC and Solana services across multiple regions</strong> to prepare for future performance optimization</p></li></ul><p><strong>🚧 In Development</strong></p><ul><li><p>Refactoring core infrastructure services to improve stability and scalability</p></li><li><p>Building <strong>real-time account asset change data streams</strong> for more dynamic insights</p></li></ul><hr><h3 id="h-trading-capability" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">⚙️ Trading Capability</h3><p><strong>✅ Completed</strong></p><ul><li><p>Enabled <strong>FourMeme XMode trading support</strong></p></li><li><p>Improved trading stability on <strong>Sui</strong></p></li></ul><p><strong>🚧 In Development</strong></p><ul><li><p>Integrating <strong>XFlap support</strong> on BSC</p></li><li><p>Researching <strong>Uniswap V4 custom Router architecture</strong></p></li></ul><hr><h3 id="h-closing-note" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">💬 Closing Note</h3><p>PinkPunk’s ecosystem continues to evolve from every angle — from UX polish to backend resilience and cross-chain expansion.Our mission stays simple yet ambitious:</p><blockquote><p><em>Trade everywhere. Trade effortlessly. Stay PinkPunk.</em> 🩷</p></blockquote>]]></content:encoded>
            <author>pinkpunk@newsletter.paragraph.com (PinkPunk)</author>
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            <title><![CDATA[🧠 PinkPunk TechLog 2025.10.24]]></title>
            <link>https://paragraph.com/@pinkpunk/pinkpunk-techlog-2025-10-24</link>
            <guid>KMyipiZJUE84pph516Rt</guid>
            <pubDate>Thu, 30 Oct 2025 14:15:24 GMT</pubDate>
            <description><![CDATA[Theme of the Week: Stability, Optimization & Unified Data FlowBriefThis week, we continued to focus on plugin and web stability while tackling infrastructure challenges behind the scenes.From websocket transmission tuning to node-level resilience, every fix brings us closer to a truly unified PinkPunk experience — where data flows seamlessly across all ends: Extension, Web, and Telegram.--🌐 Web✅ CompletedOptimized websocket data transmission for better stability and efficiencyFixed occasiona...]]></description>
            <content:encoded><![CDATA[<p>Theme of the Week: Stability, Optimization &amp; Unified Data Flow</p><h3 id="h-brief" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Brief</h3><p>This week, we continued to focus on <strong>plugin and web stability</strong> while tackling infrastructure challenges behind the scenes.From websocket transmission tuning to node-level resilience, every fix brings us closer to a <strong>truly unified PinkPunk experience</strong> — where data flows seamlessly across all ends: Extension, Web, and Telegram.--</p><hr><h3 id="h-web" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">🌐 Web</h3><p><strong>✅ Completed</strong></p><ul><li><p>Optimized websocket data transmission for better <strong>stability and efficiency</strong></p></li><li><p>Fixed occasional <strong>K-line gaps and missing data</strong> issues under specific market conditions</p></li></ul><p><strong>🎯 Focus</strong>These improvements significantly enhance data responsiveness across the Web app, ensuring every trade view stays real-time and precise.</p><hr><h3 id="h-extension-v116-in-testing" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">🧩 Extension (v1.1.6 - In Testing)</h3><p><strong>🔧 UX Enhancements</strong></p><ul><li><p>Prevented Buy/Sell inputs from clearing after failed attempts</p></li><li><p>Linked quantity and percentage fields in Sell inputs for synchronized updates</p></li><li><p>Added numeric-only validation for input fields</p></li><li><p>Extended Token Name &amp; Symbol hover display to show full text for long names</p></li><li><p>Added transaction flow popup (design support pending)</p></li><li><p>Introduced quick-access settings for <em>slippage, gas, extra tip,</em> and <em>boost mode</em> directly on the trade page</p></li></ul><p><strong>💻 Interface &amp; Logic Fixes</strong></p><ul><li><p>Strengthened integration between <strong>PinkPunk Web and Extension trade entries</strong></p></li><li><p>Added estimated token amount display in Sell section</p></li><li><p>Fixed auto network-switching issues in multi-scene use cases</p></li><li><p>Fixed limit order preview not updating with progress bar drag</p></li><li><p>Fixed slider reset bug on quantity adjustment</p></li></ul><p><strong>🚧 Status:</strong> Currently under internal testing.</p><hr><h3 id="h-infrastructure" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">🧠 Infrastructure</h3><p><strong>⚡ Solana Monitoring</strong></p><ul><li><p>Experienced instability from <strong>Helius nodes</strong>, severely impacting real-time Solana data streaming</p></li><li><p>Implemented <strong>block-tracking adjustments</strong> to mitigate disruption</p></li><li><p>Began testing <strong>alternative RPC endpoints</strong> as a contingency plan</p></li></ul><p><strong>🧩 BSC Node Load Testing</strong></p><ul><li><p>Identified <strong>performance bottlenecks</strong> during high-load testing</p></li><li><p>Conducted extensive experiments to benchmark scalability</p></li><li><p>Preparing for <strong>automated scaling optimization</strong> rollout next week</p></li></ul><p><strong>🌐 Multi-End Data Integration</strong></p><ul><li><p>Successfully unified data sources from <strong>Extension, Web, and Telegram</strong>, laying the foundation for a fully synchronized PinkPunk ecosystem</p></li></ul><hr><h3 id="h-trading-capability" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">⚙️ Trading Capability</h3><p><strong>Solana Chain (✅ Live in Production)</strong></p><ul><li><p>Non-custodial <strong>limit orders now support Token-2022 standard</strong></p></li><li><p>Major <strong>trade execution optimization</strong>: lower over-limit rate, higher success rate and stability</p></li><li><p>DEX Router expanded support for <strong>Dyn, Orca, PancakeSwap, and Raydium V4</strong> new commands</p></li></ul><p><strong>BSC Chain (🧪 Testing / Research Phase)</strong></p><ul><li><p>Preparing to implement <strong>bundle tips mode</strong> for better transaction prioritization</p></li><li><p>Integrated <strong>FLAP internal DEX</strong> as new trading venue</p></li><li><p>Researching <strong>Uniswap V4</strong> integration</p></li></ul><p><strong>Sui Chain (✅ Live in Production)</strong></p><ul><li><p><strong>Cetus upgraded</strong> with refined object-level trade control</p></li><li><p>Added <strong>OKX Swap</strong> as a competing route</p></li></ul><hr><h3 id="h-closing-note" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">💬 Closing Note</h3><p>This week was all about <strong>refining the core</strong> — smoother WebSocket streams, more resilient nodes, and tighter multi-end integration.Every adjustment brings us closer to the PinkPunk vision:</p><blockquote><p><em>One ecosystem. Multiple doors. Same seamless trading experience.</em> 🩷</p></blockquote>]]></content:encoded>
            <author>pinkpunk@newsletter.paragraph.com (PinkPunk)</author>
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            <title><![CDATA[🧠 PinkPunk TechLog 2025.10.17]]></title>
            <link>https://paragraph.com/@pinkpunk/pinkpunk-techlog-2025-10-17</link>
            <guid>haDoQaMiXThymukzK2Hw</guid>
            <pubDate>Fri, 17 Oct 2025 12:13:19 GMT</pubDate>
            <description><![CDATA[Theme of the Week: Experience Unification & Multi-Platform Data FusionBriefThis week, we’ve been laser-focused on enhancing the Extension and Web experience, while steadily progressing toward multi-platform data integration.Our vision remains clear — to build a seamlessly connected trading ecosystem that lets you trade anytime, anywhere, your way.🌐 Web✅ CompletedUnified login across three platforms (Web, Extension, Mini App)UX polish: updated icon hover states, added new “Action” column in l...]]></description>
            <content:encoded><![CDATA[<h2 id="h-theme-of-the-week-experience-unification-and-multi-platform-data-fusion" class="text-3xl font-header !mt-8 !mb-4 first:!mt-0 first:!mb-0"><strong>Theme of the Week: Experience Unification &amp; Multi-Platform Data Fusion</strong></h2><h3 id="h-brief" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Brief</h3><p>This week, we’ve been laser-focused on enhancing the <strong>Extension and Web experience</strong>, while steadily progressing toward <strong>multi-platform data integration</strong>.Our vision remains clear — to build a <strong>seamlessly connected trading ecosystem</strong> that lets you trade <em>anytime, anywhere, your way</em>.</p><hr><h3 id="h-web" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">🌐 Web</h3><p><strong>✅ Completed</strong></p><ul><li><p>Unified login across three platforms (Web, Extension, Mini App)</p></li><li><p>UX polish: updated icon hover states, added new “Action” column in lists, redesigned global ToolTips</p></li><li><p>Token logos on BSC now served via our in-house CDN</p></li><li><p>K-line interaction &amp; display improvements</p><ul><li><p>Fixed missing K-lines when price gaps occurred</p></li><li><p>Enhanced K-line color rendering logic</p></li><li><p>Fixed data sequence issue from K-line API</p></li></ul></li><li><p>Optimized search box logic to properly show results</p></li><li><p>Global ToolTip system redesign with smoother hover feedback</p></li></ul><p><strong>🚧 In Progress</strong></p><ul><li><p>Fixing chain-switching failure issue</p></li><li><p>Optimizing K-line API request timing</p></li><li><p>More bug fixes underway</p></li><li><p>Researching Telegram login integration</p></li><li><p>Migrating all token logos to self-hosted CDN</p></li><li><p>Integrating WebSocket live data feed</p></li></ul><hr><h3 id="h-extension-v115" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">🧩 Extension (v1.1.5)</h3><p><strong>✅ Completed</strong></p><ul><li><p>Synced balance refresh on content pages after trades in popup or sidebar</p></li><li><p>Added lock-screen logic to sidebar</p></li><li><p>Improved site search: auto-switch chain when searching for tokens across networks</p></li><li><p>Optimized balance requests after chain switching to reduce redundant calls</p></li><li><p>Added support for multi-page data sources</p></li><li><p>Fixed potential trade errors on GMGN</p></li><li><p>Enhanced asset retrieval stability</p></li><li><p>Adjusted referral commission to <strong>35%</strong></p></li></ul><hr><h3 id="h-mini-app" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">📱 Mini App</h3><p><strong>✅ Completed</strong></p><ul><li><p>Unified login update aligned with Web and Extension</p></li></ul><hr><h3 id="h-telegram-bot" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">🤖 Telegram Bot</h3><p><strong>✅ Completed</strong></p><ul><li><p>Improved wallet-switching UX with real-time balance display</p></li><li><p>Refined take-profit and stop-loss copy for clarity and consistency</p></li></ul><hr><h3 id="h-trading" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">⚙️ Trading</h3><p><strong>🚧 In Testing</strong></p><ul><li><p>Solana copy-trade signals now powered by our infrastructure layer — currently in test phase</p></li></ul><hr><h3 id="h-closing-note" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">💬 Closing Note</h3><p>Over the next few weeks, our main focus will remain on <strong>refining the Extension and Web experience</strong>,alongside <strong>deeper multi-end data integration</strong> to make the PinkPunk ecosystem smoother, faster, and more connected than ever.</p><blockquote><p><em>Trade anytime, anywhere — with PinkPunk at your side.</em> 🩷</p></blockquote>]]></content:encoded>
            <author>pinkpunk@newsletter.paragraph.com (PinkPunk)</author>
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            <title><![CDATA[[TechLog]25/10/02 Cumulative updates and Fixes for all platforms]]></title>
            <link>https://paragraph.com/@pinkpunk/techlog-25-10-02-cumulative-updates-and-fixes-for-all-platforms</link>
            <guid>QvkWCNbYRiRDuoM63pY0</guid>
            <pubDate>Thu, 02 Oct 2025 05:46:54 GMT</pubDate>
            <description><![CDATA[Dear PinkPunk Users: Today we are starting to log all our products tech updates on mirror. Following are the main updates for the last week:Pink Punk Telegram Trading Bothttps://t.me/pinkpunktradingbotAdd estimated token output amounts for Limit Orders. (Please note that the exact output token would be varied from the actual status of the liquidity pool when transaction executes.)Some user experiences updates for Limit Orders.PinkPunk Pluginhttps://chromewebstore.google.com/detail/ddmbnakgihj...]]></description>
            <content:encoded><![CDATA[<p><strong>Dear PinkPunk Users:</strong></p><p>Today we are starting to log all our products tech updates on mirror.</p><p>Following are the main updates for the last week:</p><h3 id="h-pink-punk-telegram-trading-bot" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Pink Punk Telegram Trading Bot</h3><p><a target="_blank" rel="noopener noreferrer nofollow ugc" class="dont-break-out" href="https://t.me/pinkpunktradingbot">https://t.me/pinkpunktradingbot</a></p><ul><li><p>Add estimated token output amounts for Limit Orders. (Please note that the exact output token would be varied from the actual status of the liquidity pool when transaction executes.)</p></li><li><p>Some user experiences updates for Limit Orders.</p></li></ul><h3 id="h-pinkpunk-plugin" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">PinkPunk Plugin</h3><p><a target="_blank" rel="noopener noreferrer nofollow ugc" class="dont-break-out" href="https://chromewebstore.google.com/detail/ddmbnakgihjemkkpdohbmenabihahglh?utm_source=item-share-cb">https://chromewebstore.google.com/detail/ddmbnakgihjemkkpdohbmenabihahglh?utm_source=item-share-cb</a></p><ul><li><p>Fix bugs for transactions which failed at execution.</p></li><li><p>User experiences updates for Asset panel.</p></li><li><p>Add support for Quick Trading on Debot, XXYY websites.</p></li></ul><h3 id="h-pinkpunk-web-trading-bot" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">PinkPunk Web Trading Bot</h3><p><a target="_blank" rel="noopener noreferrer nofollow ugc" class="dont-break-out" href="https://web.pinkpunk.io/discover">https://web.pinkpunk.io/discover</a></p><ul><li><p>PinkPunk Web Trading Bot V1.0 release.</p></li><li><p>We are actively working on the development of PinkPunk Web Trading Bot and it is expected to have consequent updates in the next following weeks.</p></li></ul><h3 id="h-trading-infrastructure" class="text-2xl font-header !mt-6 !mb-4 first:!mt-0 first:!mb-0">Trading Infrastructure</h3><ul><li><p>Add support for trading on Binance only pools of Four.meme and its data extraction.</p></li><li><p>Add support for Raydium V4 new trading instructions and its data extraction.</p></li></ul>]]></content:encoded>
            <author>pinkpunk@newsletter.paragraph.com (PinkPunk)</author>
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