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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 | $80476.5 | +4.03% | +0.28% | $1,618.53B | $28.41B 355.85KBTC | ![]() 95.7% | |||
2 | ETH Ethereum | $2424.84 | +6.36% | +4.46% | $296.56B | $161.56B 5.86METH | ![]() ∞ | |||
3 | USDT Tether | $1 | +0.13% | +0.13% | $179.11B | $781.13M 794.68MUSDT | ![]() ∞ | |||
4 | BNB Binance ... | $713.93 | +2.78% | -5.42% | $93.9B | $1.33B 1.87MBNB | ![]() 65.8% | |||
5 | XRP Ripple | $1.3093 | +3.02% | +0.95% | $82.86B | $6.85B 5.16BXRP | ![]() 63.4% | |||
6 | USDC USD Coin | $1.0009 | -0.05% | -0.02% | $70.95B | $5.72B 5.72BUSDC | ![]() ∞ | |||
7 | SOL Solana | $95.98 | +3.96% | -4.18% | $56.81B | $5.83B 37.03MSOL | ![]() ∞ | |||
8 | TRX TRON | $0.32 | -0.66% | -3.44% | $30.39B | $385.36M 1.20BTRX | ![]() ∞ | |||
9 | STETH Lido Sta... | $2425.13 | +6.23% | +4.44% | $23.4B | $9.25M 3.90KSTETH | ![]() ∞ | |||
10 | ZEC Zcash | $1318.95 | +8.35% | +5.81% | $22.38B | $1.04B 798.47KZEC | ![]() 81.1% | |||
11 | HYPE Hyperliq... | $83.548 | -0.14% | +5.50% | $20.03B | $337.21M 3.97MHYPE | ![]() 23.9% | |||
12 | XMR Monero | $640.97 | +0.74% | +8.98% | $12.11B | $171.71M 267.55KXMR | ![]() ∞ | |||
13 | DOGE Dogecoin | $0.07661 | +3.19% | -2.19% | $11.32B | $1.68B 20.29BDOGE | ![]() ∞ | |||
14 | USDS USDS Sta... | $1.0008 | -0.06% | -0.01% | $9.6B | $3.96M 3.96MUSDS | ![]() ∞ | |||
15 | WBETH Wrapped ... | $2685.44 | +6.39% | +4.08% | $9.4B | $8.59M 3.24KWBETH | ![]() ∞ | |||
16 | WBTC Wrapped ... | $80600.3 | +6.22% | +1.20% | $9.34B | $35.27M 440.29WBTC | ![]() ∞ | |||
17 | WBT WhiteBIT... | $78.15 | +5.39% | +1.01% | $9.24B | $149.19M 1.93MWBT | ![]() 29.7% | |||
18 | LINK ChainLin... | $11.534 | +5.28% | +0.56% | $8.84B | $1.64B 142.58MLINK | ![]() 76.7% | |||
19 | LEO UNUS SED... | $9.372 | +0.66% | -1.22% | $8.62B | $2.39M 256.21KLEO | ![]() ∞ | |||
20 | ADA Cardano | $0.1972 | +4.67% | -1.01% | $7.42B | $496.56M 1.23BADA | ![]() 83.5% | |||
21 | XLM Stellar | $0.1671 | +3.71% | -1.01% | $5.91B | $187.72M 1.14BXLM | ![]() 70.7% | |||
22 | BCH Bitcoin ... | $281.55 | +4.09% | +0.43% | $5.67B | $1.24B 4.42MBCH | ![]() 95.8% | |||
23 | NEAR NEAR Pro... | $4.018 | +4.85% | -9.79% | $5.27B | $9.26B 2.31BNEAR | ![]() ∞ | |||
24 | WETH wETH | $2420.05 | +6.30% | +4.32% | $5.11B | $5.28M 2.18KWETH | ![]() ∞ | |||
25 | UNI Uniswap | $7.597 | +5.63% | +7.91% | $4.63B | $8.1B 1.07BUNI | ![]() 61% | |||
26 | DAI Multi-co... | $0.9853 | +0.00% | +0.00% | $4.49B | $894,427.2 907.05KDAI | ![]() ∞ | |||
27 | LTC Litecoin | $55.78 | +4.30% | -3.05% | $4.34B | $425.4M 5.28MLTC | ![]() 92.6% | |||
28 | TON Toncoin | $1.67 | +0.00% | +0.00% | $4.06B | $6.76M 4.33MTON | ![]() ∞ | |||
29 | AVAX Avalanch... | $8.749 | +2.85% | +0.81% | $3.88B | $396.56M 29.06MAVAX | ![]() 61.7% | |||
30 | SUI Sui | $0.9232 | +4.19% | +1.30% | $3.82B | $2.86B 3.03BSUI | ![]() 41.4% | |||
31 | XAUT Tether G... | $4104.9 | +3.93% | +1.72% | $3.33B | $416.52M 70.31KXAUT | ![]() ∞ | |||
32 | GRAM Gram (pr... | $1.166 | +0.25% | -4.35% | $3.32B | $36.36M 30.06MGRAM | ![]() ∞ | |||
33 | HBAR Hedera | $0.07263 | +5.24% | -1.46% | $3.08B | $62.7M 877.62MHBAR | ![]() 85% | |||
34 | QNT Quant | $204.84 | +5.76% | +6.10% | $2.99B | $88.75M 440.11KQNT | ![]() 99.6% | |||
35 | USD1 World Li... | $0.9995 | -0.02% | -0.05% | $2.98B | $490.64M 490.98MUSD1 | ![]() 100% | |||
36 | SHIB Shiba In... | $0.0{5}4722 | -5.56% | -3.26% | $2.78B | $117.52M 25.03TSHIB | ![]() 100% | |||
37 | TAO Bittenso... | $233.99 | +3.76% | -6.12% | $2.74B | $128.18M 549.56KTAO | ![]() 55.7% | |||
38 | PYUSD PayPal U... | $1.0006 | -0.03% | -0.03% | $2.71B | $4.72M 4.72MPYUSD | ![]() ∞ | |||
39 | CRO Cronos | $0.05195 | +3.75% | -1.95% | $2.64B | $10.52B 157.48MCRO | ![]() 50.8% | |||
40 | ENA ENA | $0.1795 | +2.59% | -9.70% | $2.42B | $418.28M 2.31BENA | ![]() 90% | |||
41 | OKB OKB | $111.07 | +3.08% | +0.15% | $2.33B | $86.79M 788.00KOKB | ![]() 100% | |||
42 | PEPE Pepe | $0.00000495 | -1.01% | -1.96% | $2.08B | $718.95M 143.50TPEPE | ![]() 100% | |||
43 | AAVE Aave | $132.1 | +3.44% | +1.49% | $2.04B | $1.93B 14.66MAAVE | ![]() 96.5% | |||
44 | PUMP Pump.fun | $0.004333 | +1.66% | +1.42% | $1.99B | $94.2M 21.67BPUMP | ![]() 45.9% | |||
45 | ONDO Ondo | $0.4072 | +4.30% | -0.32% | $1.98B | $104.38M 262.59MONDO | ![]() 48.7% | |||
46 | M MemeCore | $0.8333 | -0.70% | -20.69% | $1.9B | $1.36M 1.61MM | ![]() 22.9% | |||
47 | PAXG PAX Gold | $4120 | +4.04% | +1.97% | $1.85B | $125.38M 30.84KPAXG | ![]() ∞ | |||
48 | LYX LYX Ecos... | $1.8457 | +0.00% | +30.59% | $1.85B | $0 0.00LYX | ![]() 100% | |||
49 | USDF Falcon U... | $0.9925 | +0.01% | -0.30% | $1.83B | $229,586.83 231.33KUSDF | ![]() ∞ | |||
50 | JLP Jupiter ... | $4.3933 | +3.06% | -0.91% | $1.64B | $16,981.36 3.86KJLP | ![]() ∞ | |||
51 | DOT Polkadot | $0.9465 | +1.40% | -3.23% | $1.62B | $118.47M 123.44MDOT | ![]() 81.5% | |||
52 | U United S... | $0.9994 | -0.06% | -0.06% | $1.61B | $96.08M 96.14MU | ![]() ∞ | |||
53 | MNT Mantle | $0.4807 | +4.79% | -4.50% | $1.59B | $7.01M 14.93MMNT | ![]() 53.1% | |||
54 | SKY Sky Prot... | $0.06755 | +3.69% | +4.80% | $1.58B | $7.67M 114.90MSKY | ![]() 99.8% | |||
55 | BTW Bitway | $1.0227 | +5.12% | -42.30% | $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... | $2.615 | +4.97% | +2.30% | $1.46B | $24.27M 9.41MICP | ![]() ∞ | |||
58 | WLD Worldcoi... | $0.3749 | -0.19% | -10.04% | $1.4B | $5.59B 14.97BWLD | ![]() 37.4% | |||
59 | HTX HTX DAO | $0.00000157 | -21.51% | -2.56% | $1.4B | $74.69M 47.62THTX | ![]() 88.9% | |||
60 | BFUSD BFUSD | $0.9996 | -0.02% | -0.03% | $1.32B | $10M 10.00MBFUSD | ![]() ∞ | |||
61 | WLFI World Li... | $0.04713 | -5.27% | -8.37% | $1.28B | $58.54M 1.22BWLFI | ![]() 27.3% | |||
62 | MCS Money Co... | $0.2528 | +0.05% | +0.13% | $1.26B | $17,825.45 70.55KMCS | ![]() 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 | $0.7071 | +0.99% | +1.04% | $1.17B | $60.84M 86.23MASTER | ![]() 20.7% | |||
67 | ETC Ethereum... | $7.32 | +4.18% | -1.26% | $1.16B | $104.46M 14.40METC | ![]() 75.4% | |||
68 | JST JUST GOV | $0.1403 | -1.63% | -0.42% | $1.13B | $31.06M 220.73MJST | ![]() 81% | |||
69 | ARB Arbitrum | $0.1633 | +3.46% | -1.51% | $1.12B | $1.24B 7.62BARB | ![]() 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% | $1.05B | $32.42M 16.07MVVV | ![]() ∞ | |||
72 | BNSOL Binance ... | $108.9 | +3.71% | -4.31% | $1.04B | $1.49M 13.80KBNSOL | ![]() ∞ | |||
73 | GT Gatechai... | $9.87 | +3.24% | +1.64% | $1.04B | $11.92M 1.22MGT | ![]() 73.4% | |||
74 | KCS KuCoin T... | $7.4 | +3.07% | -1.11% | $1.03B | $9.79M 1.33MKCS | ![]() 69.8% | |||
75 | POL POL (ex-... | $0.09665 | +5.08% | +6.63% | $1.03B | $40.22M 421.26MPOL | ![]() ∞ | |||
76 | JITOSOL Jito Sta... | $125.77 | +4.37% | -3.41% | $992.44M | $679,371.77 5.41KJITOSOL | ![]() ∞ | |||
77 | ALGO Algorand | $0.1003 | +8.46% | +0.39% | $904.73M | $15.9M 161.53MALGO | ![]() 90.8% | |||
78 | KAS Kaspa | $0.03209 | +3.71% | -10.52% | $893.21M | $9.76M 305.08MKAS | ![]() 96.8% | |||
79 | PI Pi Netwo... | $0.07642 | +2.68% | +0.71% | $865.32M | $5.16M 67.69MPI | ![]() 11.3% | |||
80 | LIT Lighter | $3.364 | +2.78% | +19.78% | $847.54M | $58.66M 17.32MLIT | ![]() 25% | |||
81 | RENDER Render N... | $1.607 | +7.34% | -1.60% | $832.34M | $23.68M 14.97MRENDER | ![]() 80.5% | |||
82 | JUP Jupiter ... | $0.2604 | +6.11% | -3.49% | $825.36M | $17.43M 67.91MJUP | ![]() ∞ | |||
83 | ATOM Cosmos | $1.521 | +7.71% | -5.18% | $818.66M | $1.04B 310.64MATOM | ![]() ∞ | |||
84 | INJ Injectiv... | $8.009 | +9.92% | +5.42% | $797.07M | $69.37M 8.85MINJ | ![]() ∞ | |||
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% | $768.28M | $5.11M 6.70MNEXO | ![]() 100% | |||
87 | FIL Filecoin | $0.8638 | +1.51% | -1.41% | $731.33M | $143.4M 165.29MFIL | ![]() ∞ | |||
88 | LSETH Liquid S... | $2728.14 | +8.50% | +6.04% | $667.2M | $19,191.55 7.01LSETH | ![]() ∞ | |||
89 | STX Stacks | $0.3561 | +9.26% | +28.83% | $665.77M | $38.45M 112.17MSTX | ![]() ∞ | |||
90 | CAKE PancakeS... | $1.9942 | +6.30% | -3.31% | $656.31M | $28.96M 14.58MCAKE | ![]() 82.1% | |||
91 | LBTC Lombard ... | $63000 | +0.00% | +0.00% | $645.88M | $0 0.00LBTC | ![]() ∞ | |||
92 | XDC XDC Netw... | $0.03164 | +3.73% | -4.42% | $633.43M | $17.58M 561.65MXDC | ![]() ∞ | |||
93 | DASH Dash | $48.68 | +7.10% | -5.15% | $627.54M | $53.86M 1.11MDASH | ![]() 68.2% | |||
94 | ETHFI ether.fi... | $0.5907 | +3.41% | -10.25% | $590.51M | $23.16M 38.46METHFI | ![]() 99.9% | |||
95 | STABLE Stable | $0.02813 | +0.03% | +3.72% | $575.01M | $7.84M 276.54MSTABLE | ![]() ∞ | |||
96 | ASTEROIDETH Asteroid... | $0.00132 | +0.68% | -6.78% | $573.57M | $111,425.06 83.40MASTEROIDETH | ![]() 100% | |||
97 | PRL Pearl | $1.6644 | +13.51% | -3.16% | $571.01M | $2.85M 1.88MPRL | ![]() 16.7% | |||
98 | METH Mantle S... | $2671.7 | +8.21% | +3.75% | $565.77M | $24,590.66 9.37METH | ![]() ∞ | |||
99 | MXN MXN | $0.05572 | -0.02% | -1.05% | $557.2M | $54,012.57 969.12KMXN | ![]() 100% | |||
100 | FLR Flare | $0.006064 | +1.43% | -0.82% | $532.28M | $1.58M 261.90MFLR | ![]() ∞ |



























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