About Quantum L7 AI

What is Quantum L7 AI

Quantum L7 AI is not just “analytics” — it is an integrated operational framework for making trading decisions and enabling social interaction around crypto markets. The platform’s core unites Web-MiniApp (web + Telegram), forums with gamified QCoin mining, and an AI research engine that filters noise, reveals liquidity structures, and suggests disciplined entry/exit scenarios. We combine market microstructure, on-chain telemetry, behavioral patterns, and news narratives into one coherent, interpretable layer — so you don’t have to “chase” the market but can design your moves in advance.

L7 Agents, not a “Black Box”

L7 agents are applied AI modules that live on data. They read documents and feeds, query APIs, observe blockchains, order books, and derivatives, run mini-experiments, and produce explainable artifacts: hypotheses, backtest snapshots, contextual indicators. The focus is not on the “black box magic,” but on traceability: from each conclusion, the path is visible — which features were considered (liquidity, spreads, asymmetry, imbalances, impulses, volume clusters), why weight was reduced in thin/manipulated zones, and where the boundary of scenario invalidation lies.

Who it’s for

Who it’s for. For traders — fast situational awareness and manageable signal frequency without overload; for researchers — reproducible pipelines and clean data; for teams — API/SDK, webhooks, and a reliable event bus; for the builder community — forums, reputation metrics, and the QCoin economy for contributions. VIP+ receives a priority AI channel, media posting, accelerated quotas, and a “gold” status that affects ranking and limits.

Coverage

Coverage. We aggregate data from leading CEXs and DEX aggregators, normalize symbols and contract metadata, unify tick frequencies and order book depth. We introduce unified directories, mappings of pairs/networks/markets, tag derivatives, and account for splits, delistings, and contract migrations. The goal is comparability across platforms and networks: a single abstraction layer to compare liquidity, costs, latency, and the “real” availability of volumes.

Data Pipeline

Data pipeline. Streams are cleaned, gaps are restored, anomalies are tagged, and delay contours are calibrated. The history is deep — this allows detection of regimes instead of chasing random spikes. We add on-chain routes, bridge transfers, holder distributions, MEV activity markers, and link them with market metrics. The result — feature ensembles resistant to “noise bubbles” and local anomalies.

Analytical Core

Analytical core. Hundreds of indicators are merely a palette. The essence is in ensembles and context: RSI/RSX, Stochastic, CCI/MFI, ADX/DI, ATR and bands, EMA/SMA/WMA, MACD/Signal/Histogram, VWAP/POC/Value-Area, volume profiles, Bid/Ask imbalances, and liquidity sweeps. We blend classical families with regime filters, liquidity and behavioral heuristics, and on-chain inflow/outflow markers. Each card is not a “tip,” but a compass: amplitude through history, realization horizon, confidence, prerequisites, and invalidation boundaries.

On-chain Modules

On-chain modules. We track transfer clusters, bridges, accumulation/distribution, large holder concentration, basic MEV patterns, and anomalous routes. In thin liquidity zones, during funding or spread spikes, signal weights decrease; when confirmed by several domains (spot, derivatives, on-chain) — they increase. This minimizes “false confidence” where the market is fragile.

Narratives and News

Narratives and news. The multilingual feed is translated, deduplicated, and indexed by embeddings. We evaluate novelty, source credibility, the ratio of “ritual/substance,” tone, and thematic persistence over time. Alongside price and on-chain metrics, a light “narrative map” emerges: what drives attention, where regulatory risks appear, what amplifies volatility, and what fades away.

Cards and Discipline

Signal cards and discipline. Each card contains expected amplitude (quantiles), time horizon, SL/TP markers, a quick liquidity summary, and a set of triggers that must align. The system promotes discipline: before entry, you see invalidation, risk unit, and a dynamic volatility corridor; after entry — you receive validation checkpoints and risk removal conditions.

Architecture

Architecture. Lightweight TypeScript/Python services behind a stable API; the website runs on Next.js with live layers via WebSocket. Cache layers and fallback sources ensure graceful degradation during peaks. API/SDK and webhooks enable automation, while roles and audit enforce secure boundaries. MiniApp works in web and Telegram so you can manage the market in one flow: charts, forum, wallet, bot — without friction.

Security and Privacy

Security and privacy. Non-custodial: we do not request or store private keys/seeds. Roles restrict access, actions are logged, personal data is minimized and encrypted in transit and at rest. Anti-sybil/anti-fraud pipelines protect the QCoin economy and the forum’s reputation mechanics; session validation is gentle yet strict, maintaining access integrity.

Forum and QCoin Mining

Forum and QCoin mining. The forum is not a “social network,” but a production line of knowledge. Every 4 hours, you confirm activity and lock in rewards; posts with media (video/images/audio) go through QuantumLCM-AI scoring (quality, engagement, anti-spam/anti-sybil) and are converted into QCoin. VIP+ receives X2 in time and X2 in quests, priority in ranking, extended media limits, and accelerated moderation. Reputation and contribution are not empty noise but economically meaningful values.

Exchange and Recommendations

Exchange (in development) and recommendations. The trading core and execution are being connected step by step; AI-based recommendations by symbols/timeframes, order book depth, and liquidity profiles are already available. We are designing smart routing, delay/slippage protection, portfolio constraints, and PnL attribution. VIP+ gains access to experimental indicators, what-if/backtest modes, and extended analytical horizons.

QCoin Economy and L7 Chain

QCoin economy and L7 blockchain. QCoin is the fuel of knowledge and productive traffic. The upcoming L7-chain is a layer that connects cross-network assets, banks, and financial infrastructure into a universal value router. Our goal is for QCoin to become a neutral settlement unit within the ecosystem, with transparent issuance/burning and a fair withdrawal queue. VIP+ enjoys higher priority in distributions and early access to staking/validator roles.

Payment, Localization, Roadmap

Payment and activation. The VIP+ subscription is processed via NowPayments: crypto payment (USDT and others), webhook instantly activates access and synchronizes status across MiniApp, bot, and forum. No screenshots or manual checks. The interface is available in 7 languages; wallet linking is seamless. You pay for speed, interpretability, and an economy where contribution is rewarded.