Research Log No. 1TodayTopic: Liquidity
Liquidity: The First Hard Filter for Bottom Coin Selection
This research log focuses on the significance of liquidity for bottom coin selection. Today's scan shows that among 516 Binance USDT spot trading pairs, only 14 passed all hard filters, and 63 were filtered out due to insufficient or unstable liquidity. Some coins on the potential board have low volume scores, and the Technicals in the review council produced hold votes. The sample is limited, and conclusions should be cautious.
Key points- Liquidity is the first hard threshold for bottom opportunities: slippage, inability to sell, and wash trading can all turn undervaluation into a trap.
- In the latest snapshot, 63 coins failed hard filters due to insufficient or unstable liquidity, and the filtering rationale is clear.
- Some coins on the potential board have low volume scores, and both review council and closed-position samples are small, so it is not appropriate to overinterpret.
Why Liquidity Is the First Gate in Bottom Research
When looking for overlooked small-cap coins in bottom areas, the biggest risk is not paying too much, but buying something you cannot sell. If order book depth is insufficient, even small amounts of capital can cause significant slippage; if trading volume is artificially inflated, the market looks active but there is actually no one to take the other side. Therefore, liquidity checks are not optional but the first gate protecting users.
We focus only on Binance USDT spot pairs with liquidity sufficient to support staged entries and exits, avoiding the predicament of 'paper gains that cannot be realized.'
Today's Filter Distribution: How Hard Filters Screen Out Insufficient Liquidity
Figure 1 shows the coin selection funnel: in the latest full-market scan, there were 516 Binance USDT spot pairs, 261 within the research market cap range, and finally 14 passed all hard filters. Among the reasons for not passing, 63 were due to insufficient or unstable liquidity, 165 had risk tags, 216 were outside the market cap range, 38 were not yet in a bottom area, and 2 had too short a listing time.
This snapshot shows that liquidity issues blocked a large number of candidates during the filtering stage. Although 63 is not the largest category, for a bottom strategy, insufficient liquidity means it is impossible to safely execute entries and exits, so it is listed separately and treated as a hard requirement.
Potential Board Top 10: Volume Score Distribution and Decline from Peak
Figure 2 shows the potential scores and decline from peak for the potential board top 10. The potential board is scored by a rules engine, not selected by AI; AI only participates in the subsequent review. Among the top 10, SSV has a score of 57 and is 75% below its peak; IOTX has a score of 56 and is 85% below its peak; W has a score of 47 and is 90% below its peak; BERA has a score of 46 and is 94% below its peak.
If we only look at the decline, these assets have pulled back significantly, but we must also consider volume. Some coins have low volume sub-scores, for example KSM at 3.5, FLUX at 3.4, BERA at 4.6. Low volume scores may indicate insufficient trading activity and still require further review.
How the Review Council Treats Liquidity: Stance Distribution and Passed Signals
Figure 3 shows the stance distribution of the four AI reviewers over the past 24 hours. Fundamentals analyst and Skeptic each gave 11 buy and 0 hold votes; Technicals gave 6 buy and 5 hold; Risk officer gave 9 buy and 2 hold. No one cast an abstain vote. The review council sent 11 cases to review, passed 5, and the remaining 6 failed due to insufficient votes in favor.
The publicly available passed signals include FLOW (4/4 reviewers buy), IOTX (4/4), EIGEN (4/4), FIDA (3/4), ARKM (3/4). These signals indicate that the review council confirmed conditions such as liquidity, but the specific review details are not public, and users should not follow these signals on their own.
What It Means for Users and Limitations
For users, hard liquidity filtering and the review council mechanism are intended to reduce the common risk of 'no one to take the other side' in small-cap coins, but no filter can completely eliminate risk. Liquidity changes, and passing today does not mean it will be sufficient tomorrow.
Currently, the public track record has only 1 closed signal, with a 100% win rate but a sample size too small to prove the strategy works; there are 11 open signals that also need more time to validate. In addition, there was only 1 large on-chain transfer into exchanges and 1 outflow, which has limited reference value. We can only continue to monitor based on existing data and make no return promises.


