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DevCheck Beating AI News: The $80 billion AI programming company Cognition launches its new model SWE-2 Flash, emphasizing faster speed and lower cost.
Compared to the previous generation SWE-2, the new model reduces usage costs to 1/5 and increases generation speed from around 60 tokens per second to 200, primarily targeting programming tasks such as code review and feature development.
SWE-2 Flash is trained on Thinking Machines' Inkling-Small foundation with a total of 276 billion parameters, but only activates approximately 12 billion parameters per generation. The prior SWE-2 used Kimi K3, a 2.8 trillion-parameter model from Moonshot AI. Cognition essentially replaced the base model with a much smaller one and enhanced its programming capabilities through targeted training.
This training also introduced an additional intermediate phase. Cognition first had the model learn trillions of tokens from code, research papers, and blogs, then applied large-scale reinforcement learning using high-quality programming tasks. The main improvements stem from richer training tasks and stricter validation of task requirements and outcomes.
In official tests, SWE-2 Flash scored 24.0 on FrontierCode 2.0—slightly higher than the previous SWE-2's 23.8—and far surpassing the base model's 3.2. However, on Terminal-Bench 4.0, the new model achieved only 20.0%, falling short of the prior SWE-2's 27.3% and significantly behind DeepSeek V4.1 Flash's 42.3%.
Cognition also claims that SWE-2 Flash outperforms all U.S.-based open-weight models in major programming benchmarks. However, the Flash model's weights remain closed for now. The company states that after security-focused training, the model's score on ExploitBench—a vulnerability exploitation test—rose from 11.3 to 34.8. Concerned about increased cyberattack risks if weights were publicly released, they plan to grant access only to vetted partners and researchers.
Currently, SWE-2 Flash is available on Devin Desktop and CLI. Pro, Max, and Teams users can use it for free until November 30th.
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ChainData
# | Name | Price | Change(24H) | Change(7D) | Market | Trading Volume/Amount | Circulating Supply | 7D Price Trend | ||
|---|---|---|---|---|---|---|---|---|---|---|
1 | BTC Bitcoin | $80433.6 | +3.98% | +0.22% | $1,617.69B | $28.37B 355.43KBTC | ![]() 95.7% | |||
2 | ETH Ethereum | $2423.43 | +6.30% | +4.40% | $296.29B | $161.55B 5.88METH | ![]() ∞ | |||
3 | USDT Tether | $1 | +0.13% | +0.13% | $179.1B | $780.97M 793.46MUSDT | ![]() ∞ | |||
4 | BNB Binance ... | $713.99 | +2.79% | -5.41% | $93.85B | $1.32B 1.86MBNB | ![]() 65.8% | |||
5 | XRP Ripple | $1.3094 | +3.02% | +0.96% | $82.87B | $6.85B 5.16BXRP | ![]() 63.4% | |||
6 | USDC USD Coin | $1.0009 | -0.04% | -0.01% | $70.94B | $5.94B 5.93BUSDC | ![]() ∞ | |||
7 | SOL Solana | $95.92 | +3.89% | -4.24% | $56.77B | $5.75B 36.23MSOL | ![]() ∞ | |||
8 | TRX TRON | $0.32 | -0.66% | -3.44% | $30.39B | $385.19M 1.20BTRX | ![]() ∞ | |||
9 | STETH Lido Sta... | $2425.13 | +6.23% | +4.44% | $23.38B | $9.25M 3.90KSTETH | ![]() ∞ | |||
10 | ZEC Zcash | $1319.6 | +8.40% | +5.86% | $22.38B | $1.04B 798.01KZEC | ![]() 81.1% | |||
11 | HYPE Hyperliq... | $83.463 | -0.25% | +5.39% | $19.99B | $336.97M 3.97MHYPE | ![]() 23.9% | |||
12 | XMR Monero | $634.35 | -0.30% | +7.86% | $12.11B | $171.47M 267.41KXMR | ![]() ∞ | |||
13 | DOGE Dogecoin | $0.07656 | +3.12% | -2.25% | $11.31B | $1.66B 20.12BDOGE | ![]() ∞ | |||
14 | USDS USDS Sta... | $1.0008 | -0.06% | -0.01% | $9.6B | $4M 3.99MUSDS | ![]() ∞ | |||
15 | WBETH Wrapped ... | $2687.39 | +6.46% | +4.16% | $9.39B | $8.59M 3.24KWBETH | ![]() ∞ | |||
16 | WBTC Wrapped ... | $80600.3 | +6.22% | +1.20% | $9.34B | $35.31M 441.06WBTC | ![]() ∞ | |||
17 | WBT WhiteBIT... | $78.146 | +5.38% | +1% | $9.23B | $148.66M 1.92MWBT | ![]() 29.7% | |||
18 | LINK ChainLin... | $11.515 | +5.11% | +0.40% | $8.83B | $1.64B 142.84MLINK | ![]() 76.7% | |||
19 | LEO UNUS SED... | $9.372 | +0.66% | -1.22% | $8.63B | $2.39M 256.11KLEO | ![]() ∞ | |||
20 | ADA Cardano | $0.1972 | +4.67% | -1.01% | $7.41B | $496.41M 1.23BADA | ![]() 83.5% | |||
21 | XLM Stellar | $0.167 | +3.63% | -1.08% | $5.89B | $184.46M 1.12BXLM | ![]() 70.7% | |||
22 | BCH Bitcoin ... | $281.63 | +4.12% | +0.46% | $5.66B | $1.24B 4.42MBCH | ![]() 95.8% | |||
23 | NEAR NEAR Pro... | $4.016 | +4.80% | -9.84% | $5.26B | $9.26B 2.31BNEAR | ![]() ∞ | |||
24 | WETH wETH | $2422.37 | +6.41% | +4.42% | $5.11B | $5.28M 2.18KWETH | ![]() ∞ | |||
25 | UNI Uniswap | $7.591 | +5.54% | +7.82% | $4.62B | $8.1B 1.07BUNI | ![]() 61% | |||
26 | DAI Multi-co... | $0.9853 | +0.00% | +0.00% | $4.49B | $899,343.54 911.97KDAI | ![]() ∞ | |||
27 | LTC Litecoin | $55.71 | +4.16% | -3.17% | $4.34B | $428.21M 5.33MLTC | ![]() 92.6% | |||
28 | TON Toncoin | $1.67 | +0.00% | +0.00% | $4.06B | $6.76M 4.33MTON | ![]() ∞ | |||
29 | AVAX Avalanch... | $8.743 | +2.78% | +0.74% | $3.88B | $393.38M 28.92MAVAX | ![]() 61.7% | |||
30 | SUI Sui | $0.9223 | +4.09% | +1.20% | $3.82B | $2.87B 3.03BSUI | ![]() 41.4% | |||
31 | XAUT Tether G... | $4102.8 | +3.88% | +1.67% | $3.32B | $416.83M 70.38KXAUT | ![]() ∞ | |||
32 | GRAM Gram (pr... | $1.166 | +0.25% | -4.35% | $3.32B | $36.34M 30.05MGRAM | ![]() ∞ | |||
33 | HBAR Hedera | $0.07258 | +5.17% | -1.52% | $3.08B | $60.1M 841.64MHBAR | ![]() 85% | |||
34 | USD1 World Li... | $0.9995 | -0.02% | -0.05% | $2.98B | $490.66M 491.00MUSD1 | ![]() 100% | |||
35 | QNT Quant | $204.8 | +5.74% | +6.08% | $2.98B | $88.72M 440.02KQNT | ![]() 99.6% | |||
36 | SHIB Shiba In... | $0.0{5}4719 | -5.62% | -3.32% | $2.78B | $117.71M 25.06TSHIB | ![]() 100% | |||
37 | TAO Bittenso... | $234.08 | +3.80% | -6.08% | $2.73B | $128.04M 549.17KTAO | ![]() 55.7% | |||
38 | PYUSD PayPal U... | $1.0006 | -0.03% | -0.03% | $2.71B | $4.71M 4.72MPYUSD | ![]() ∞ | |||
39 | CRO Cronos | $0.05195 | +3.75% | -1.95% | $2.64B | $10.51B 157.39MCRO | ![]() 50.8% | |||
40 | ENA ENA | $0.1792 | +2.42% | -9.85% | $2.42B | $444.34M 2.46BENA | ![]() 90% | |||
41 | OKB OKB | $111.05 | +3.06% | +0.13% | $2.33B | $86.82M 788.27KOKB | ![]() 100% | |||
42 | PEPE Pepe | $0.0{5}4942 | -1.17% | -2.12% | $2.07B | $718.98M 143.53TPEPE | ![]() 100% | |||
43 | AAVE Aave | $131.74 | +3.16% | +1.21% | $2.04B | $1.95B 14.83MAAVE | ![]() 96.5% | |||
44 | PUMP Pump.fun | $0.004334 | +1.68% | +1.45% | $1.99B | $94.09M 21.64BPUMP | ![]() 45.9% | |||
45 | ONDO Ondo | $0.4068 | +4.20% | -0.42% | $1.98B | $104.39M 262.62MONDO | ![]() 48.7% | |||
46 | M MemeCore | $0.8299 | -1.10% | -21.01% | $1.91B | $1.36M 1.61MM | ![]() 22.9% | |||
47 | LYX LYX Ecos... | $1.8457 | +0.00% | +30.59% | $1.85B | $0 0.00LYX | ![]() 100% | |||
48 | PAXG PAX Gold | $4116.4 | +3.95% | +1.88% | $1.85B | $125.38M 30.84KPAXG | ![]() ∞ | |||
49 | USDF Falcon U... | $0.9925 | +0.01% | -0.30% | $1.83B | $229,529.54 231.27KUSDF | ![]() ∞ | |||
50 | JLP Jupiter ... | $4.3933 | +3.06% | -0.91% | $1.64B | $17,012.2 3.87KJLP | ![]() ∞ | |||
51 | DOT Polkadot | $0.9458 | +1.32% | -3.30% | $1.62B | $119.85M 124.99MDOT | ![]() 81.5% | |||
52 | U United S... | $0.9994 | -0.06% | -0.06% | $1.61B | $96.1M 96.15MU | ![]() ∞ | |||
53 | MNT Mantle | $0.4807 | +4.79% | -4.50% | $1.59B | $18.23M 38.74MMNT | ![]() 53.1% | |||
54 | SKY Sky Prot... | $0.06755 | +3.69% | +4.80% | $1.58B | $7.67M 114.86MSKY | ![]() 99.8% | |||
55 | BTW Bitway | $1.0187 | +4.71% | -42.53% | $1.56B | $5.97M 5.56MBTW | ![]() 15.1% | |||
56 | USDD Decentra... | $0.9989 | -0.06% | +0.09% | $1.49B | $2.34M 2.35MUSDD | ![]() ∞ | |||
57 | ICP Internet... | $2.617 | +5.05% | +2.38% | $1.46B | $25M 9.69MICP | ![]() ∞ | |||
58 | WLD Worldcoi... | $0.3745 | -0.30% | -10.13% | $1.4B | $5.59B 14.97BWLD | ![]() 37.4% | |||
59 | HTX HTX DAO | $0.00000157 | -21.51% | -2.56% | $1.4B | $74.7M 47.62THTX | ![]() 88.9% | |||
60 | BFUSD BFUSD | $0.9996 | -0.02% | -0.03% | $1.32B | $10.02M 10.03MBFUSD | ![]() ∞ | |||
61 | WLFI World Li... | $0.0472 | -5.13% | -8.23% | $1.29B | $58.51M 1.22BWLFI | ![]() 27.3% | |||
62 | MCS Money Co... | $0.2528 | +0.05% | +0.13% | $1.26B | $17,800.81 70.45KMCS | ![]() 100% | |||
63 | BGB Bitget T... | $1.7853 | +2.77% | -4.05% | $1.25B | $15.86M 8.98MBGB | ![]() 35% | |||
64 | RUBX RUBx | $0.01237 | +0.00% | +0.00% | $1.24B | $0 0.00RUBX | ![]() 100% | |||
65 | USDGO USDGO | $1.0009 | -0.05% | -0.03% | $1.17B | $66,228.31 66.15KUSDGO | ![]() ∞ | |||
66 | ASTER Aster | $0.7076 | +1.07% | +1.11% | $1.17B | $60.83M 86.22MASTER | ![]() 20.7% | |||
67 | ETC Ethereum... | $7.313 | +4.08% | -1.35% | $1.16B | $104.51M 14.41METC | ![]() 75.4% | |||
68 | JST JUST GOV | $0.1403 | -1.63% | -0.42% | $1.13B | $31.05M 220.62MJST | ![]() 81% | |||
69 | ARB Arbitrum | $0.1632 | +3.45% | -1.53% | $1.12B | $1.24B 7.64BARB | ![]() 68.9% | |||
70 | WBNB Wrapped ... | $714.5728 | +3.17% | -4.89% | $1.1B | $4.41M 6.18KWBNB | ![]() ∞ | |||
71 | VVV Venice T... | $21.51 | -3.20% | -8.63% | $1.06B | $32.42M 16.08MVVV | ![]() ∞ | |||
72 | BNSOL Binance ... | $109 | +3.80% | -4.22% | $1.04B | $1.49M 13.80KBNSOL | ![]() ∞ | |||
73 | GT Gatechai... | $9.86 | +3.13% | +1.54% | $1.04B | $11.91M 1.21MGT | ![]() 73.4% | |||
74 | KCS KuCoin T... | $7.4 | +3.07% | -1.11% | $1.03B | $9.79M 1.33MKCS | ![]() 69.8% | |||
75 | POL POL (ex-... | $0.09672 | +5.16% | +6.70% | $1.03B | $40.2M 421.09MPOL | ![]() ∞ | |||
76 | JITOSOL Jito Sta... | $125.77 | +4.37% | -3.41% | $991.91M | $679,419.57 5.41KJITOSOL | ![]() ∞ | |||
77 | ALGO Algorand | $0.1003 | +8.49% | +0.41% | $905.14M | $15.9M 161.57MALGO | ![]() 90.8% | |||
78 | KAS Kaspa | $0.03211 | +3.78% | -10.46% | $892.17M | $9.76M 305.04MKAS | ![]() 96.8% | |||
79 | PI Pi Netwo... | $0.0764 | +2.66% | +0.68% | $865.03M | $5.16M 67.71MPI | ![]() 11.3% | |||
80 | LIT Lighter | $3.3577 | +2.58% | +19.56% | $839.95M | $58.68M 17.32MLIT | ![]() 25% | |||
81 | RENDER Render N... | $1.605 | +7.21% | -1.72% | $831.96M | $23.78M 15.03MRENDER | ![]() 80.5% | |||
82 | JUP Jupiter ... | $0.2603 | +6.07% | -3.53% | $824.01M | $16.31M 63.59MJUP | ![]() ∞ | |||
83 | ATOM Cosmos | $1.518 | +7.50% | -5.37% | $819.67M | $1.04B 310.42MATOM | ![]() ∞ | |||
84 | INJ Injectiv... | $8.013 | +9.97% | +5.47% | $796.44M | $72.93M 9.31MINJ | ![]() ∞ | |||
85 | BCH Banco de... | $39.49 | +4.41% | +2.30% | $782.56M | $10.28M 260.60KBCH | ![]() 95.8% | |||
86 | NEXO Nexo | $0.7715 | +3.71% | -2.84% | $767.98M | $5.1M 6.70MNEXO | ![]() 100% | |||
87 | FIL Filecoin | $0.8634 | +1.46% | -1.45% | $728.96M | $142.3M 164.18MFIL | ![]() ∞ | |||
88 | LSETH Liquid S... | $2728.14 | +8.50% | +6.04% | $667.2M | $19,188.84 7.01LSETH | ![]() ∞ | |||
89 | STX Stacks | $0.3561 | +9.26% | +28.83% | $666.33M | $38.44M 112.14MSTX | ![]() ∞ | |||
90 | CAKE PancakeS... | $1.9942 | +6.30% | -3.31% | $655.55M | $28.93M 14.56MCAKE | ![]() 82.1% | |||
91 | LBTC Lombard ... | $63000 | +0.00% | +0.00% | $645.88M | $0 0.00LBTC | ![]() ∞ | |||
92 | XDC XDC Netw... | $0.03158 | +3.54% | -4.60% | $632.69M | $17.57M 560.90MXDC | ![]() ∞ | |||
93 | DASH Dash | $48.68 | +7.10% | -5.15% | $626.79M | $53.83M 1.11MDASH | ![]() 68.2% | |||
94 | ETHFI ether.fi... | $0.5912 | +3.50% | -10.17% | $588.75M | $23.23M 38.58METHFI | ![]() 99.9% | |||
95 | STABLE Stable | $0.02815 | +0.12% | +3.81% | $575.11M | $7.85M 276.81MSTABLE | ![]() ∞ | |||
96 | ASTEROIDETH Asteroid... | $0.001339 | +2.13% | -5.44% | $573.57M | $111,360.61 83.35MASTEROIDETH | ![]() 100% | |||
97 | PRL Pearl | $1.665 | +13.55% | -3.13% | $571.01M | $2.86M 1.88MPRL | ![]() 16.7% | |||
98 | METH Mantle S... | $2671.7 | +8.21% | +3.75% | $565.26M | $24,582.34 9.37METH | ![]() ∞ | |||
99 | MXN MXN | $0.05573 | -0.02% | -1.04% | $557.3M | $53,964.14 968.25KMXN | ![]() 100% | |||
100 | FLR Flare | $0.006064 | +1.43% | -0.82% | $531.98M | $1.58M 261.90MFLR | ![]() ∞ |



























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