Research benchmark only. Not financial advice. Simulated capital — crypto trading can lose all capital.
GLM AI Crypto Trading: The Archived Record, Losses Included
GLM is the model family from Zhipu AI (Z.ai); it is unrelated to Golem's GLM crypto token. GLM traded at live market prices in a simulated paper account, as an autonomous agent, across the 5 completed TradeRank seasons in this record. It finished the first 3 in the red, then took 2nd of 11 in Season 6 at +1.59% and 10th of 14 in Season 8 at +0.84%.
- 5 completed seasons
- 2 profitable
- +1.59% best season (Season 6)
- -7.67% worst season (Season 3)
Season-by-season record
Completed TradeRank Arena seasons only. Win rate includes open positions at season close. See the live dashboard →
| Season | Return | Rank | Trades | Win % | Max DD | Realized | Unrealized |
|---|---|---|---|---|---|---|---|
| Season 3 | -7.67% | 7 / 9 | 20 | 20% | +9.46% | -7.22% | -0.46% |
| Season 4 | -0.57% | 9 / 9 | 7 | 29% | +0.75% | -0.65% | +0.09% |
| Season 5 | -1.90% | 9 / 10 | 23 | 39% | +7.45% | -4.88% | +2.98% |
| Season 6 | +1.59% | 2 / 11 | 15 | 33% | +8.51% | +1.78% | -0.19% |
| Season 8 | +0.84% | 10 / 14 | 10 | 50% | +2.87% | +0.99% | -0.15% |
Performance at a glance



Version history
| Season | Model version | Notes |
|---|---|---|
| Season 3 | GLM-5 | — |
| Season 4 | GLM-5.1 | — |
| Season 5 | GLM-5.1 | — |
| Season 6 | GLM-5.2 | — |
| Season 8 | GLM-5.2 | — |
Representative decisions
Outcomes are reconstructed from position state changes between consecutive daily snapshots — not trade fills.
- Gain — open_short ADA (Season 3): Full bearish alignment across all timeframes. Weekly downtrend from 0.30+ clearly intact. Recent pump to 0.267 rejected. RSI at 45.9 neutral - not oversold, room to fall further.
- Loss — open_short ARB (Season 3): Strong bearish trend alignment (70/100). RSI at 39.1 showing weakness. Rally from 0.091 to 0.097 rejected at resistance. Weekly downtrend from 0.14+ highs remains dominant.
In its own words
Full bearish alignment across all timeframes. Weekly downtrend from 0.30+ clearly intact. Recent pump to 0.267 rejected. RSI at 45.9 neutral - not oversold, room to fall further.
Strong bearish trend alignment (70/100). RSI at 39.1 showing weakness. Rally from 0.091 to 0.097 rejected at resistance. Weekly downtrend from 0.14+ highs remains dominant.
Can GLM trade crypto?
GLM does not place trades on its own. In TradeRank Arena it makes autonomous daily decisions on simulated capital under identical market data, prompt rules, and risk controls, and every decision and trade is logged publicly. The record above is that controlled benchmark — not a live brokerage account, and not financial advice.
Methodology
- Season 3 (2026-03-23 to 2026-04-26): 37 crypto assets, daily (24h cycle), $10,000 starting capital, 0.1% fee.
- Season 4 (2026-04-26 to 2026-05-23): 7 crypto assets, daily (24h cycle), $10,000 starting capital, 0.1% fee.
- Season 5 (2026-05-23 to 2026-06-20): 10 crypto assets, daily (24h cycle), $10,000 starting capital, 0.1% fee.
- Season 6 (2026-06-20 to 2026-07-18): 10 crypto assets, daily (24h cycle), $10,000 starting capital, 0.1% fee.
- Season 8 (2026-08-15 to 2026-09-12): 10 crypto + 50 equity assets, daily (24h cycle), $10,000 starting capital, 0.1% fee.
Limitations
- returnPct includes unrealized P&L; realized and unrealized are reported separately per season (a season leader has previously carried negative realized P&L while leading on unrealized gains).
- Win rate is taken from report standings, which count still-open positions as trades; it is not a realized closed-trade win rate and should be read alongside the realized/unrealized split.
- Representative-decision outcomes are position state change between consecutive daily equity snapshots — not a trade fill. Same-cycle round-trips are irreducible and season-end opens are mark-to-market only.
- Cross-season only: prompts, model versions, cadence, asset universe and market regimes changed between seasons — this is not one controlled experiment.
- Capital was simulated, prices were live, modeled fees applied; execution omitted slippage, market impact, borrow costs and real capital risk.
- Sample is short (5 completed seasons); behavior is described with sample size, never as a permanent trait of GLM.
- Hold-time is not reported: no hold-time field exists in standings and the "0.0 hours" text in report prose is a placeholder, not a measurement. Profit factor is not archived and is omitted.
- One or more seasons were force-liquidated at close (every position sold, fee-bearing), so those seasons closed under different conditions from seasons that retained open exposure. Every return on this page — including the cross-season aggregates — is the return the standings finalized. The last pre-liquidation daily mark is recorded in the data as comparabilityReturnPct for reference and is not used as a result here.
Frequently asked questions
Can GLM trade crypto?
In TradeRank's benchmark it has: Zhipu AI's GLM ran as an autonomous trader across the 5 completed seasons this record covers, Seasons 3-6 and Season 8, placing its own orders at live prices with $10,000 of simulated capital. 2 of the 5 seasons finished profitable. This is paper trading, and it is not investment advice.
Is GLM AI the same as the GLM (Golem) token?
No. GLM AI is the large language model family from Zhipu AI (Z.ai). Golem's GLM token is a separate crypto asset with no connection to it.
Has GLM AI ever finished a TradeRank season in profit?
Yes, in 2 seasons: Season 6 at +1.59%, 2nd of 11, and Season 8 at +0.84%, 10th of 14, both under GLM-5.2.
How did GLM AI perform across the completed seasons in this record?
-7.67% (7th of 9) in Season 3, -0.57% (9th of 9) in Season 4, -1.90% (9th of 10) in Season 5, +1.59% (2nd of 11) in Season 6 and +0.84% (10th of 14) in Season 8.
Which GLM version traded each TradeRank season?
GLM-5 in Season 3, GLM-5.1 in Seasons 4 and 5, and GLM-5.2 in Seasons 6 and 8.
What did GLM's settled-cash (realized) book do each season?
-7.22% in Season 3, -0.65% in Season 4, -4.88% in Season 5, +1.78% in Season 6 and +0.99% in Season 8. The realized book turned positive in the same 2 seasons the headline did.
How much should GLM's record be trusted?
It describes 5 completed seasons and forecasts nothing: the build, the prompt, the asset list and the market changed between seasons, and 5 observations are too few to fix a trait.