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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 | $80488.4 | +4.05% | +0.78% | $1,618.46B | $28.41B 355.90KBTC | ![]() 95.7% | |||
2 | ETH Ethereum | $2426.37 | +6.43% | +5.04% | $296.42B | $162.16B 6.02METH | ![]() ∞ | |||
3 | USDT Tether | $1 | +0.13% | +0.13% | $178.53B | $783.88M 796.91MUSDT | ![]() ∞ | |||
4 | BNB Binance ... | $714.19 | +2.82% | -4.39% | $93.94B | $1.32B 1.86MBNB | ![]() 65.8% | |||
5 | XRP Ripple | $1.3087 | +2.97% | +1.37% | $82.74B | $6.92B 5.22BXRP | ![]() 63.4% | |||
6 | USDC USD Coin | $1.0009 | -0.04% | -0.02% | $70.95B | $5.93B 5.92BUSDC | ![]() ∞ | |||
7 | SOL Solana | $95.96 | +3.94% | -3.75% | $56.59B | $5.74B 37.04MSOL | ![]() ∞ | |||
8 | TRX TRON | $0.3199 | -0.70% | -3.36% | $30.39B | $388.22M 1.21BTRX | ![]() ∞ | |||
9 | STETH Lido Sta... | $2425.13 | +6.23% | +5.23% | $23.39B | $9.26M 3.90KSTETH | ![]() ∞ | |||
10 | ZEC Zcash | $1317.96 | +8.26% | +6.31% | $22.35B | $1.05B 805.64KZEC | ![]() 81.1% | |||
11 | HYPE Hyperliq... | $83.711 | +0.05% | +6.71% | $20.04B | $339.7M 4.00MHYPE | ![]() 23.9% | |||
12 | XMR Monero | $643.86 | +1.20% | +9.96% | $12.1B | $172.06M 268.16KXMR | ![]() ∞ | |||
13 | DOGE Dogecoin | $0.07668 | +3.28% | -1.51% | $11.33B | $1.69B 20.40BDOGE | ![]() ∞ | |||
14 | USDS USDS Sta... | $1.001 | -0.04% | +0% | $9.6B | $3.87M 3.86MUSDS | ![]() ∞ | |||
15 | WBETH Wrapped ... | $2685.37 | +6.38% | +4.80% | $9.39B | $8.6M 3.24KWBETH | ![]() ∞ | |||
16 | WBTC Wrapped ... | $80600.3 | +6.22% | +1.20% | $9.34B | $35.21M 439.26WBTC | ![]() ∞ | |||
17 | WBT WhiteBIT... | $78.181 | +5.43% | +1.02% | $9.24B | $149.86M 1.94MWBT | ![]() 29.7% | |||
18 | LINK ChainLin... | $11.539 | +5.33% | +1.21% | $8.84B | $1.64B 142.53MLINK | ![]() 76.7% | |||
19 | LEO UNUS SED... | $9.372 | +0.66% | -1.22% | $8.63B | $2.4M 256.82KLEO | ![]() ∞ | |||
20 | ADA Cardano | $0.1975 | +4.83% | +0.05% | $7.42B | $493.25M 1.22BADA | ![]() 83.5% | |||
21 | XLM Stellar | $0.1674 | +3.90% | -0.28% | $5.9B | $188.08M 1.14BXLM | ![]() 70.7% | |||
22 | BCH Bitcoin ... | $282.16 | +4.32% | +1.51% | $5.67B | $1.24B 4.40MBCH | ![]() 95.8% | |||
23 | NEAR NEAR Pro... | $4.028 | +5.11% | -8.96% | $5.27B | $9.3B 2.31BNEAR | ![]() ∞ | |||
24 | WETH wETH | $2423.81 | +6.47% | +5.10% | $5.11B | $5.21M 2.15KWETH | ![]() ∞ | |||
25 | UNI Uniswap | $7.621 | +5.96% | +9.05% | $4.64B | $8.06B 1.06BUNI | ![]() 61% | |||
26 | DAI Multi-co... | $0.9853 | +0.00% | +0.00% | $4.49B | $889,591.42 902.17KDAI | ![]() ∞ | |||
27 | LTC Litecoin | $55.85 | +4.43% | -2.48% | $4.34B | $430M 5.36MLTC | ![]() 92.6% | |||
28 | TON Toncoin | $1.67 | +0.00% | +0.00% | $4.04B | $6.84M 4.41MTON | ![]() ∞ | |||
29 | AVAX Avalanch... | $8.758 | +2.96% | +1.93% | $3.88B | $394.02M 28.97MAVAX | ![]() 61.7% | |||
30 | SUI Sui | $0.9254 | +4.44% | +2.25% | $3.83B | $2.87B 3.02BSUI | ![]() 41.4% | |||
31 | XAUT Tether G... | $4113.6 | +4.15% | +1.92% | $3.33B | $415.45M 70.02KXAUT | ![]() ∞ | |||
32 | GRAM Gram (pr... | $1.166 | +0.25% | -4.20% | $3.32B | $36.49M 30.17MGRAM | ![]() ∞ | |||
33 | HBAR Hedera | $0.07272 | +5.37% | -0.82% | $3.09B | $62.86M 879.55MHBAR | ![]() 85% | |||
34 | QNT Quant | $205.97 | +6.34% | +7.61% | $2.99B | $89.84M 445.48KQNT | ![]() 99.6% | |||
35 | USD1 World Li... | $0.9995 | -0.02% | -0.05% | $2.98B | $487.58M 487.91MUSD1 | ![]() 100% | |||
36 | SHIB Shiba In... | $0.0{5}4725 | -5.50% | -2.52% | $2.78B | $117.91M 25.08TSHIB | ![]() 100% | |||
37 | TAO Bittenso... | $234.38 | +3.93% | -5.27% | $2.74B | $128.31M 550.03KTAO | ![]() 55.7% | |||
38 | PYUSD PayPal U... | $1.0006 | -0.03% | -0.01% | $2.71B | $4.73M 4.74MPYUSD | ![]() ∞ | |||
39 | CRO Cronos | $0.05213 | +4.11% | -1.05% | $2.64B | $10.44B 157.65MCRO | ![]() 50.8% | |||
40 | ENA ENA | $0.1797 | +2.67% | -8.20% | $2.43B | $445.02M 2.46BENA | ![]() 90% | |||
41 | OKB OKB | $111.27 | +3.26% | +0.85% | $2.34B | $86.74M 787.78KOKB | ![]() 100% | |||
42 | PEPE Pepe | $0.0{5}4961 | -0.79% | +0.04% | $2.09B | $715.55M 142.30TPEPE | ![]() 100% | |||
43 | AAVE Aave | $132 | +3.36% | +1.67% | $2.04B | $1.96B 14.85MAAVE | ![]() 96.5% | |||
44 | PUMP Pump.fun | $0.004339 | +1.80% | +3.06% | $1.98B | $94.96M 21.84BPUMP | ![]() 45.9% | |||
45 | ONDO Ondo | $0.4079 | +4.48% | +0.54% | $1.98B | $99.8M 251.31MONDO | ![]() 48.7% | |||
46 | M MemeCore | $0.8306 | -1.02% | -21.28% | $1.91B | $1.36M 1.62MM | ![]() 22.9% | |||
47 | PAXG PAX Gold | $4127.4 | +4.23% | +2.14% | $1.85B | $125.4M 30.84KPAXG | ![]() ∞ | |||
48 | LYX LYX Ecos... | $1.8457 | +0.00% | +21.43% | $1.85B | $0 0.00LYX | ![]() 100% | |||
49 | USDF Falcon U... | $0.9925 | +0.01% | -0.31% | $1.83B | $229,490.57 231.23KUSDF | ![]() ∞ | |||
50 | JLP Jupiter ... | $4.3938 | +3.08% | -0.89% | $1.64B | $17,071.16 3.89KJLP | ![]() ∞ | |||
51 | DOT Polkadot | $0.9496 | +1.73% | -2.17% | $1.62B | $119.29M 124.09MDOT | ![]() 81.5% | |||
52 | U United S... | $0.9994 | -0.06% | -0.07% | $1.61B | $96M 96.06MU | ![]() ∞ | |||
53 | MNT Mantle | $0.4808 | +4.81% | -3.77% | $1.59B | $5.59M 11.86MMNT | ![]() 53.1% | |||
54 | SKY Sky Prot... | $0.06762 | +3.80% | +5.65% | $1.58B | $7.68M 115.07MSKY | ![]() 99.8% | |||
55 | BTW Bitway | $1.0248 | +5.34% | -42.17% | $1.56B | $5.98M 5.57MBTW | ![]() 15.1% | |||
56 | USDD Decentra... | $0.9989 | -0.06% | +0.09% | $1.49B | $2.41M 2.41MUSDD | ![]() ∞ | |||
57 | ICP Internet... | $2.633 | +5.70% | +3.25% | $1.47B | $24.24M 9.39MICP | ![]() ∞ | |||
58 | HTX HTX DAO | $0.00000157 | -21.51% | -2.92% | $1.4B | $75.72M 48.27THTX | ![]() 88.9% | |||
59 | WLD Worldcoi... | $0.3743 | -0.35% | -9.81% | $1.39B | $5.6B 15.02BWLD | ![]() 37.4% | |||
60 | BFUSD BFUSD | $0.9996 | -0.02% | -0.04% | $1.32B | $9.96M 9.96MBFUSD | ![]() ∞ | |||
61 | WLFI World Li... | $0.04718 | -5.17% | -8.57% | $1.28B | $59.18M 1.23BWLFI | ![]() 27.3% | |||
62 | MCS Money Co... | $0.2528 | +0.05% | +0.13% | $1.26B | $18,031.62 71.37KMCS | ![]() 100% | |||
63 | BGB Bitget T... | $1.7854 | +2.78% | -3.99% | $1.25B | $15.88M 8.99MBGB | ![]() 35% | |||
64 | RUBX RUBx | $0.01237 | +0.00% | +0.00% | $1.24B | $0 0.00RUBX | ![]() 100% | |||
65 | USDGO USDGO | $1.0008 | -0.06% | -0.04% | $1.17B | $66,228.31 66.15KUSDGO | ![]() ∞ | |||
66 | ASTER Aster | $0.7077 | +1.08% | +1.46% | $1.17B | $60.73M 86.11MASTER | ![]() 20.7% | |||
67 | ETC Ethereum... | $7.334 | +4.38% | -0.52% | $1.17B | $104.69M 14.42METC | ![]() 75.4% | |||
68 | JST JUST GOV | $0.1403 | -1.63% | -0.37% | $1.13B | $31.06M 220.73MJST | ![]() 81% | |||
69 | ARB Arbitrum | $0.1634 | +3.54% | -1.20% | $1.13B | $1.25B 7.63BARB | ![]() 68.9% | |||
70 | WBNB Wrapped ... | $714.8506 | +3.21% | -4.30% | $1.1B | $4.41M 6.18KWBNB | ![]() ∞ | |||
71 | VVV Venice T... | $21.64 | -2.62% | -6.81% | $1.05B | $32.4M 16.14MVVV | ![]() ∞ | |||
72 | BNSOL Binance ... | $109 | +3.80% | -3.80% | $1.04B | $1.5M 13.83KBNSOL | ![]() ∞ | |||
73 | GT Gatechai... | $9.87 | +3.24% | +1.96% | $1.04B | $11.93M 1.22MGT | ![]() 73.4% | |||
74 | KCS KuCoin T... | $7.415 | +3.28% | -0.90% | $1.03B | $9.78M 1.33MKCS | ![]() 69.8% | |||
75 | POL POL (ex-... | $0.09682 | +5.27% | +7.57% | $1.03B | $40.28M 421.87MPOL | ![]() ∞ | |||
76 | JITOSOL Jito Sta... | $125.77 | +4.37% | -3.89% | $992.96M | $679,178.61 5.41KJITOSOL | ![]() ∞ | |||
77 | ALGO Algorand | $0.09982 | +7.97% | +0.92% | $904.04M | $16.2M 164.63MALGO | ![]() 90.8% | |||
78 | KAS Kaspa | $0.03213 | +3.84% | -10.16% | $893.49M | $9.78M 305.47MKAS | ![]() 96.8% | |||
79 | PI Pi Netwo... | $0.07631 | +2.53% | +0.72% | $865.84M | $5.17M 67.87MPI | ![]() 11.3% | |||
80 | LIT Lighter | $3.391 | +3.60% | +20.64% | $848.02M | $58.63M 17.30MLIT | ![]() 25% | |||
81 | RENDER Render N... | $1.606 | +7.28% | -0.75% | $831.08M | $23.68M 14.98MRENDER | ![]() 80.5% | |||
82 | JUP Jupiter ... | $0.2605 | +6.15% | -2.77% | $826M | $17.42M 67.84MJUP | ![]() ∞ | |||
83 | ATOM Cosmos | $1.517 | +7.43% | -4.84% | $820.81M | $1.04B 311.04MATOM | ![]() ∞ | |||
84 | INJ Injectiv... | $7.984 | +9.58% | +5.06% | $802.24M | $69.28M 8.84MINJ | ![]() ∞ | |||
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% | -2.35% | $768.38M | $5.1M 6.70MNEXO | ![]() 100% | |||
87 | FIL Filecoin | $0.8662 | +1.79% | -0.91% | $732.26M | $143.33M 164.93MFIL | ![]() ∞ | |||
88 | LSETH Liquid S... | $2728.14 | +8.50% | +5.51% | $667.2M | $19,190.31 7.01LSETH | ![]() ∞ | |||
89 | STX Stacks | $0.354 | +8.62% | +28.12% | $665.93M | $39.72M 115.84MSTX | ![]() ∞ | |||
90 | CAKE PancakeS... | $2.0031 | +6.78% | -2.05% | $656.69M | $28.96M 14.58MCAKE | ![]() 82.1% | |||
91 | LBTC Lombard ... | $63000 | +0.00% | +0.00% | $645.88M | $0 0.00LBTC | ![]() ∞ | |||
92 | XDC XDC Netw... | $0.03184 | +4.39% | -2.90% | $634.01M | $17.69M 564.88MXDC | ![]() ∞ | |||
93 | DASH Dash | $48.81 | +7.39% | -5.49% | $628.94M | $53.93M 1.11MDASH | ![]() 68.2% | |||
94 | ETHFI ether.fi... | $0.5928 | +3.78% | -9.35% | $591.45M | $23.29M 38.68METHFI | ![]() 99.9% | |||
95 | ASTEROIDETH Asteroid... | $0.001324 | +0.99% | -5.90% | $573.57M | $111,562.57 83.50MASTEROIDETH | ![]() 100% | |||
96 | STABLE Stable | $0.028 | -0.42% | +3.31% | $572.75M | $7.84M 276.40MSTABLE | ![]() ∞ | |||
97 | PRL Pearl | $1.6757 | +14.28% | -3.82% | $571.01M | $2.86M 1.88MPRL | ![]() 16.7% | |||
98 | METH Mantle S... | $2671.7 | +8.21% | +3.75% | $565.65M | $24,606.8 9.37METH | ![]() ∞ | |||
99 | MXN MXN | $0.05573 | -0.06% | -1.04% | $557.3M | $54,071.94 970.18KMXN | ![]() 100% | |||
100 | FLR Flare | $0.006067 | +1.48% | -0.63% | $532.29M | $1.57M 260.50MFLR | ![]() ∞ |

























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