The Investigative Method

I. The DexScreener Sweep

Decentralized exchange markets generate thousands of new token liquidity pools every day. The bureau operates an automated surveillance loop that queries DexScreener search indexes and boosted tokens across multiple chains—focusing predominantly on Solana, Base, BSC, and Ethereum.

Each cycle sweeps rotating target queries and token boost lists, extracting volume profiles, buy/sell transaction count ratios, token contract addresses, and current liquidity backing.

II. Quantitative Hype Filter & Scoring Model

Raw volume is often misleading; wash trading and honeypot traps can simulate artificial enthusiasm. To filter noise, every candidate pool must pass two algorithmic gates:

1. Liquidity Baseline: A strict floor of at least $10,000 in pooled liquidity. Pools below this threshold are immediately disqualified to protect against micro-liquidity manipulation.
2. The Composite Hype Formula:
   score = (change1h * 0.5) + (vol24h / max(mcap, 1) * 10) + (buys1h / (sells1h + 1) * 5)
   This mathematical model weights short-term price velocity, volume-to-market-cap turnover velocity, and net organic buyer pressure against sellers.

III. Jetstream Social Wiretap

Market volume is only half the picture. The bureau connects directly to the decentralized AT Protocol via a continuous Jetstream listener. This wiretap processes public posts in real-time, matching cashtags and token tickers against active candidate pools.

The listener tracks 1-minute, 5-minute, 15-minute, and 1-hour mention windows against rolling 24-hour baselines. When a token’s velocity surges above 1.8× its normal chatter baseline, it earns a social boost flag.

IV. Tri-Channel Dispatch & Cooldown Controls

When an asset clears both the quantitative hype score threshold and liquidity checks, an automated dispatch is triggered across three synchronized bureau channels: Telegram, Threads, and Bluesky.

Anti-Spam Safeguard: A 6-hour cooldown lock is enforced per asset contract. Once alerted, an asset cannot trigger a secondary alert within 6 hours, regardless of further price spikes. This prevents fatigue and ensures dispatches highlight fresh inflection points.

V. Profit Tracking Checkpoints (1h, 6h, 24h)

Every alert is logged to permanent storage with its timestamp and initial price. Automated auditor scripts ping pool prices at standardized checkpoints:

• Checkpoint 1h: Immediate momentum confirmation.
• Checkpoint 6h: Intermediate consolidation assessment.
• Checkpoint 24h: Day-one retention and maximum observed peak.

VI. Honest Limitations & Inherent Risks

We operate with transparent self-audits. Users must understand the mechanical limitations of algorithmic token tracking:

• Execution Latency: Public APIs may trail live mempool transactions by 10 to 60 seconds. In volatile meme coins, major price swings happen in sub-second blocks.
• Slippage & MEV: Automated performance calculations assume zero slippage. In reality, purchasing or selling micro-cap tokens can incur 10% to 50% price impact.
• Malicious Contracts (Honeypots): While liquidity baselines filter thin pools, sophisticated malicious code (transfer taxes, blocklists, mint exploits) cannot be guaranteed zero-risk by automated filters alone.
• False Breakout Rate: A substantial fraction of meme coin surges reverse rapidly. Over 90% of meme tokens eventually decline toward zero.