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Coderstech Academy

Coderstech Academy

前往频道在 Telegram

📈 Telegram 频道 Coderstech Academy 的分析概览

频道 Coderstech Academy (@coderstechjb) 英语 语言赛道中的 是活跃参与者。目前社区聚集了 14 905 名订阅者,在 技术与应用 类别中位列第 8 693,并在 马来西亚 地区排名第 2 617

📊 受众指标与增长动态

невідомо 创建以来,项目保持高速增长,吸引了 14 905 名订阅者。

根据 12 六月, 2026 的最新数据,频道保持稳定运转。过去 30 天订阅人数变化为 -371,过去 24 小时变化为 -15,整体触达仍然可观。

  • 认证状态: 未认证
  • 互动率 (ER): 平均受众互动率为 0.81%。内容发布后 24 小时内通常能获得 0.54% 的反应,占订阅者总量。
  • 帖子覆盖: 每篇帖子平均可获得 121 次浏览,首日通常累积 80 次浏览。
  • 互动与反馈: 受众积极参与,单帖平均反应数为 1
  • 主题关注点: 内容集中在 degen, conviction, memecoin, solana, momentum 等核心主题上。

📝 描述与内容策略

尚未提供频道描述。

凭借高频更新(最新数据采集于 13 六月, 2026),频道始终保持新鲜度与高覆盖。分析显示受众积极互动,使其成为 技术与应用 类别中的关键影响点。

14 905
订阅者
-1524 小时
-947
-37130
帖子存档
GM family 👨🏽‍💻 I challenge you to make $2,000 with AI and Crypto this month—do you accept?

🚀 Trade RealStocks on MEXC via its licensed brokerage partners. Access 6,500+ US stocks and ETFs, including Apple, NVIDIA, T
🚀 Trade RealStocks on MEXC via its licensed brokerage partners. Access 6,500+ US stocks and ETFs, including Apple, NVIDIA, Tesla, and many more — all tradable with USDT. 🎁 Join the RealStocks campaign and compete for a share of the $1,000,000 prize pool, plus Mystery Box rewards featuring SPCX stock prizes. 📅 Campaign Period: June 1 – June 15 How to participate: ✅ Sign up through the event page ✅ Complete trading challenges to earn rewards ✅ Collect lucky draw entries for Mystery Box prizes Enjoy 24/7 market access with zero platform service fees and trade your favorite stocks directly with USDT. EN: https://www.mexc.com/events/stocks/2 Trading carries risk. "Zero fees" applies only to platform service charges.

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Day 2 feasting with AnalystFavvy

AI will create more millionaires than any opportunity in human history. The entry fee isn't money. It isn't connections. It isn't a degree. It's discipline. Study. Application. Repetition. Most people won't pay that price. Which is exactly why most people won't see the reward. The door is wide open. Walk through it or don't.

If you missed yesterday's class, don't miss tonight's own. See you by 8 pm in my telegram community https://t.me/CoderstechGe
If you missed yesterday's class, don't miss tonight's own. See you by 8 pm in my telegram community https://t.me/CoderstechGem Come, let's feast

Are you tired of scam DMs, fake online opportunities, suspicious lotteries, and people promising "easy money" every day? I was too. For years, I watched countless people chase shortcuts, jump into questionable schemes, and lose money to promises that sounded too good to be true. So I decided to take a different path. Instead of gambling on luck, I focused on learning real digital skills and working with legitimate AI-powered platforms . No magic. No secret formula. No overnight millionaire story. Just real work, real opportunities, and real income potential. What surprised me most was discovering that many companies and AI platforms are actively paying people to perform tasks, evaluate AI outputs, train models, conduct research, and contribute to AI-related projects. These opportunities are available globally, and many pay competitive hourly rates based on your skills and experience. That is exactly why I created the Coderstech Academy AI Community. Inside the community, I will be sharing: ✅ Verified AI job opportunities ✅ Step-by-step application guidance ✅ AI freelancing strategies ✅ Remote work opportunities ✅ Practical AI tools and workflows ✅ Training on how to position yourself for AI-related work I'll also share platforms and opportunities that can help you build valuable experience in the rapidly growing AI economy. If you're serious about learning how to leverage AI for legitimate online income opportunities, join us here: 👉 https://t.me/PTAsMAI The AI revolution is creating new opportunities every day. The question is: will you watch from the sidelines, or will you learn how to participate?

Yesterday, I worked from 6:00 AM to 9:00 PM. Got some sleep. Woke up again at 12:30 AM and worked straight through until 5:00 AM. That's me. No excuses. No distractions. Just focus, consistency, and execution. My priorities remain the same: ✅ Family ✅ Health ✅ Business ✅ Happiness I'm building something bigger than most people can imagine. The timing is aligning perfectly. $200,000 this month is the target. Now it's time to deliver.

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2026 Technical Analysis: Day 1: Introduction & Favvy's Story.

20 mins to the time . 🔥 🔥🔥🔥🔥 Today Happy Month, Fam While you celebrate your new mon, remember you'll be feasting with A
20 mins to the time . 🔥 🔥🔥🔥🔥 Today Happy Month, Fam While you celebrate your new mon, remember you'll be feasting with AnalystFavvy from Today being 1st June 2026. Well, this is one of those boot camps you will regret missing if you don't show up daily with us. YES! I have planned a lot for my community ahead of this. Knowledge? Come and learn from my years of experience trading the crypto and forex market. Come and learn how I grew from just $3 capital to millions 👌 Alphas? Plenty Alphas to be shared. A lot be shared Giveaways? There will be giveaways both in USDT and in prop firm accounts. If you've ever wondered the next financial step to take and make your first $1k, $5k, $10k before 2026 ends, then don't miss this training. I have decided to dedicate the next 2 weeks to my community success.. Join the community: https://t.me/CoderstechGem Set alarm: 8pm WAT No Africa time, no recorded version for those that would want to come late. Questions and answer time will always be given (20 - 30 minutes at the end of each c

PNDS Quick On-Chain Analysis: STUPID ($STUPID) Chain: Solana CA: 9RjwNo6hBPkxayWHCqQD1VjaH8igSizEseNZNbddpump 📊 Key Metrics Mcap: $475K Vol/MCap: 1.21x 🚨 ATH Position: 1.19% 🚨 (near full reset) Risk: VERY HIGH Volume: ~$576K daily 🧠 PNDS Analysis STUPID is in a post-cycle reset zone, where the previous hype phase is fully cleared and a new narrative is slowly forming. The 1.19% of ATH level signals a near-genesis structure, meaning the current price has almost completely erased the prior cycle. The 1.21x Vol/MCap ratio shows steady liquidity rotation, not extreme speculation — suggesting early repositioning rather than hype explosion. 🧬 PNDS Layers 🧬 Layer 1: Rebuild phase (active) 🌊 Layer 2: Moderate liquidity flow 🧠 Layer 3: Early narrative formation 🔥 Verdict STUPID is a meme recovery structure, attempting narrative rebirth after full cycle collapse. PNDS Score: 72/100 Risk: Very High Type: Narrative Rebuild Candidate ⚠️ Not a buy/sell signal — structural PNDS intelligence only.

PNDS Quick On-Chain Analysis: SKBDI ($SKBDI) Chain: Solana CA: DPaQfq5sFnoqw2Sh9WMmmASFL9LNu6RdtDqwE1tab2tB 📊 Key Metrics Market Cap: $336K Price: $0.00449 24H Volume: High relative activity Vol/MCap Ratio: 2.1x 🚨 ATH Position: 0.44% 🚨 (near total reset level) Risk: VERY HIGH 🧠 PNDS Analysis SKBDI is in one of the most structurally sensitive PNDS zones: post-ATH collapse with re-emerging speculative activity. At 0.44% of ATH, the asset has effectively undergone full narrative and price reset, meaning: Previous cycle participants have largely exited. Market memory exists, but dominance is gone. A new narrative cycle is attempting to form. The 2.1x Vol/MCap ratio confirms active trading above its size, suggesting renewed attention flow despite weak structural pricing history. PNDS Layer Classification 🧬 Layer 1 – Micro Signal Formation: ACTIVE (reboot phase) 🌊 Layer 2 – Hidden Liquidity Flow: MODERATE 🧠 Layer 3 – Narrative Compression: EARLY FORMING This is a re-ignition structure, not a fresh launch. 🧠 Narrative Context SKBDI is driven by the Skibidi Toilet meme cycle, a globally recognized Gen-Z cultural reference. This introduces a key PNDS dynamic: Cultural memory acts as recycled narrative fuel. Unlike unknown memes, SKBDI benefits from: Existing viral identity Pre-established cultural recognition Low barrier to narrative reactivation However: Recognition does NOT guarantee sustained liquidity. 📉 ATH STRUCTURE INSIGHT ATH: $1.03 (historical peak) Current position: ~0.44% of ATH This indicates: Complete collapse from prior cycle highs Full distribution phase already occurred Current movement is re-accumulation or speculation attempt This is critical in PNDS terms: This is not early discovery — this is post-collapse narrative rebirth attempt. 🔥 PNDS Verdict SKBDI is a re-activation meme structure, where old narratives attempt to regain attention through new liquidity cycles. It sits between: Dead-cycle asset And potential meme revival structure The outcome depends entirely on whether new narrative energy replaces old cycle memory. 🧾 PNDS Score: 71/100 🟠 Classification: Narrative Rebirth Candidate 🚨 Risk Level: Very High ⚠️ Final Note This asset is characterized by: Extreme historical drawdown Cultural meme dependency Early-stage liquidity re-entry Not a buy/sell signal — purely PNDS structural intelligence analysis.

PNDS Quick On-Chain Analysis: CUM ($CUM) @CoinComms Chain: Solana CA: oqU4DdYCbdSf9j74vnEgvCn1YzNfYQEPWaC6pu6pump 📊 Key Metrics Market Cap: $288K Price: $0.000293 – $0.001932 (volatile range) 24H Volume: High relative activity Vol/MCap Ratio: 3.59x ATH Position: 25.0% below recent peak Risk: VERY HIGH 🧠 PNDS Analysis CUM is a high-volatility shock-value memecoin operating in the Solana meme ecosystem. A 3.59x Vol/MCap ratio indicates trading activity significantly above its size, meaning attention is disproportionately high relative to valuation. This typically occurs in two conditions: ⚠️ Scenario 1 — Viral Speculation Cycle Meme-driven attention spike Social amplification (shock value effect) Rapid trader rotation Short-lived but intense liquidity bursts ⚠️ Scenario 2 — Low-Float Frenzy Small circulating supply Aggressive intraday trading Fast price reflexivity Retail chasing volatility loops 🧬 PNDS Layer Classification 🧬 Layer 1 – Micro Signal Formation: Active 🌊 Layer 2 – Hidden Liquidity Flow: Strong 🧠 Layer 3 – Narrative Compression: Forming The defining feature here is not fundamentals — but attention velocity vs. market size imbalance. 🔥 Narrative Behavior: CUM belongs to the shock-meme category, where: Humor / controversy drives attention first Liquidity follows emotional reaction Narrative spreads faster than utility understanding This type of structure often leads to: Fast expansion → extreme volatility → equally fast contraction 📈 ATH Structure Insight ATH: $0.001932 Current position: ~25% below peak Recent ATH reached within days This indicates: Extremely fast market cycles No long-term equilibrium established yet Active speculative rotation still ongoing PNDS Verdict : CUM is a high-velocity narrative shock asset in early formation phase with strong speculative liquidity behavior. It is not driven by fundamentals — it is driven by attention reflex loops. 🧾 PNDS Score: 74/100 🟠 Classification: High-Risk Narrative Formation Asset 🚨 Risk Level: Very High ⚠️ Final Note This is a structurally unstable asset class where: Narratives form quickly Liquidity rotates aggressively Price behavior is emotionally driven Not a buy/sell signal — purely PNDS structural intelligence.

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PRE-NARRATIVE DETECTION SYSTEM (PNDS) Quick On-Chain Analysis: 光源 Light Source ($光源) Chain: BNB Chain CA: 0x45d89b2f5ef959a1bff96668b9ccce1e13ff4444 📊 Key Metrics Market Cap: $274K Price: $0.000274 24H Volume: $1.23M Vol/MCap Ratio: 4.5x 🚨 ATH Distance: -77.5% Current ATH Position: 30.8% 🧠 PNDS Analysis 光源 is one of the smallest market caps in the entire dataset, making it a true micro-discovery candidate. A 4.5x Vol/MCap ratio on a $274K market cap indicates activity significantly larger than its size, suggesting growing attention despite almost no mainstream visibility. The strongest signal here is not the volume itself, but the emerging Chinese cultural meme narrative, which has historically produced explosive community-driven movements when they break into global crypto circles. 🔍 PNDS Layer Classification 🧬 Layer 1 – Micro Signal Formation (Strong) 🟡 Layer 2 – Hidden Liquidity Flow (Active) The project remains largely undiscovered, but liquidity and attention are beginning to appear beneath the surface. PNDS Verdict: 光源 sits in the true Pre-Narrative Zone — small market cap, rising activity, and an emerging cultural meme identity. The opportunity is visibility. The risk is that the narrative never escapes its niche community. PNDS Score: 82/100 Classification: 🔥 Pre-Narrative Discovery Candidate Risk Level: Very High Not a buy or sell signal. This is a structural market intelligence observation based on PNDS methodology.

Risk #1: Wash Trading The biggest concern. A 152x Vol/MCap ratio is so extreme that manipulation must be considered before any bullish interpretation. Risk #2: Thin Liquidity Distortion A small float can make activity appear larger than reality. Risk #3: Narrative Failure Volume alone does not create a lasting meme. A sustainable move requires: Identity Community Story Distribution 🎯 Final PNDS Verdict QUQ is currently one of the strongest Liquidity Anomaly Signals in the market. However, it is not yet one of the strongest Narrative Signals. The most important question is: Will narrative formation catch up to liquidity? If the answer becomes yes, QUQ could transition from a liquidity anomaly into a true narrative asset. If the answer becomes no, the current activity may ultimately prove to be temporary speculation, wash trading, or liquidity distortion. PNDS Classification: 🟡 Layer 2 Dominant (Hidden Liquidity Flow) 🟠 Early Layer 3 Formation (Narrative Compression) 🚨 Extreme Monitoring Candidate ⚠️ High-Risk / High-Uncertainty Structural Signal This is not a buy or sell signal. It is a PNDS intelligence observation based on market structure, liquidity behavior, and narrative formation dynamics.

🔥PRE-NARRATIVE DETECTION SYSTEM (PNDS) On-Chain Intelligence analysis: QUQ ($QUQ) @QUQTOKEN Chain: BNB Chain Contract Address: 0x4fa7c69a7b69f8bc48233024d546bc299d6b03bf 📊 Executive Summary QUQ currently presents one of the most unusual structural signals in the entire PNDS dataset. The reason is simple: Market Cap: $3.26M Daily Volume: ~$495M Vol/MCap Ratio: 152x Current Price: $0.00325 ATH Distance: 37.3% below ATH A Vol/MCap ratio above 1x is already noteworthy. Above 5x becomes rare. Above 20x becomes highly abnormal. At 152x, QUQ enters a category where normal market behavior no longer explains the activity. The question is no longer: "Is volume high?" The question becomes: "Why is volume this high relative to the size of the asset?" 🧬 PNDS Layer Classification Layer 1: Micro Signal Formation Status: ❌ Mostly Passed QUQ is no longer an invisible micro-discovery asset. At a $3.26M valuation and nearly half a billion dollars in reported daily volume, it has already moved beyond the earliest formation stage. However: The market cap remains small enough that narrative discovery is still possible. Layer 2: Hidden Liquidity Flow Status: 🚨 EXTREME This is where QUQ becomes interesting. A 152x volume-to-market-cap ratio suggests one of three possibilities: Scenario A — Wash Trading Most common explanation. Potential signs: Circular volume Same wallets repeatedly trading Low organic holder growth Artificial exchange activity If true: The signal is weak. Scenario B — Thin Float Frenzy A small circulating float can create massive turnover. Signs include: Limited token supply actively trading Rapid liquidity rotation Extreme short-term speculation If true: The signal is stronger. Scenario C — Early Whale Battle Large players aggressively exchanging positions. Signs: Large wallet transfers Significant liquidity movements Repeated high-value transactions If true: A genuine narrative formation process may be underway. 🧠 Layer 3: Narrative Compression Status: FORMING Unlike typical meme projects, QUQ currently lacks a dominant public narrative. This is important. Most explosive meme runs begin AFTER: Liquidity arrives Community forms Narrative identity emerges QUQ currently appears to be between Steps 1 and 2. This means: Liquidity is visible. Narrative identity remains unclear. That creates a rare PNDS condition: "Liquidity Leading Narrative" Historically, some of the strongest meme expansions occur when liquidity arrives before the broader story is fully formed. 🚀 Layer 4: Attention Breakout Status: NOT CONFIRMED A true breakout phase would require: Broad X/Twitter discussion Influencer adoption Meme replication Holder acceleration Community expansion At the moment: The volume is already behaving like a breakout. The narrative visibility is not. This mismatch is why QUQ deserves monitoring. 📈 ATH Structure Analysis ATH: $0.008735 Current Price: $0.00325 Distance from ATH: -62.8% This creates an interesting structural setup. Unlike projects sitting at: 1% 2% 5% of ATH QUQ has already proven it can attract meaningful market attention. This means: Existing holders remain Historical liquidity exists Market memory exists The downside: Previous ATH holders may provide future selling pressure. 🔥 PNDS Narrative Strength Score MetricScoreLiquidity Activity100/100Narrative Formation45/100Ecosystem Presence60/100Community Visibility40/100Risk Profile95/100 Overall PNDS Score: 🚨 78/100 Classification: "Narrative Formation Under Observation" Not yet a confirmed breakout. Not an invisible discovery. Currently sitting in the zone where: Liquidity is screaming.Narrative is whispering. ⚠️ Major Risks

LIVE NOW The Pre-Narrative Zone Intelligence Session has already begun. We are breaking down how smart money spots tokens bef
LIVE NOW The Pre-Narrative Zone Intelligence Session has already begun. We are breaking down how smart money spots tokens before they become narratives — using real market data, volume anomalies, and early-stage liquidity signals. If you’ve ever wondered: why you always enter late how 100x moves are identified early what smart traders see before the crowd Then you need to be in this room right now. 🎯 Join live here: https://t.me/CoderstechGem No theory. Just real structural market intelligence.