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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 | DOGE Dogecoin | $0.07656 | +3.12% | -2.25% | $11.32B | $1.69B 20.46BDOGE | ![]() ∞ | |||
2 | SHIB Shiba In... | $0.0{5}4718 | -5.64% | -3.34% | $2.78B | $117.51M 25.03TSHIB | ![]() 100% | |||
3 | PEPE Pepe | $0.0{5}4934 | -1.32% | -2.27% | $2.08B | $721.82M 144.10TPEPE | ![]() 100% | |||
4 | M MemeCore | $0.8337 | -0.65% | -20.65% | $1.9B | $1.36M 1.61MM | ![]() 22.9% | |||
5 | 币安人生 币安人生 | $0.5225 | +0.28% | -1.75% | $522.28M | $5.38M 10.33M币安人生 | ![]() 100% | |||
6 | PENGU Pudgy Pe... | $0.0072 | +1.49% | -6.68% | $453.18M | $35.44M 4.93BPENGU | ![]() 70.7% | |||
7 | TRUMP Official... | $1.255 | -17.33% | -25.57% | $353.84M | $403.24M 306.66MTRUMP | ![]() 28.2% | |||
8 | SPX SPX6900 | $0.3785 | +3.50% | -4.06% | $351.72M | $12.44M 32.88MSPX | ![]() 93.1% | |||
9 | BONK BONK | $0.0{5}2995 | -0.17% | -2.26% | $264.37M | $26.26M 8.46TBONK | ![]() 100% | |||
10 | FLOKI Floki In... | $0.00002286 | +3.90% | -2.89% | $220.63M | $19.05M 825.66BFLOKI | ![]() 48.2% | |||
11 | WIF dogwifha... | $0.1712 | -0.47% | -4.52% | $171.46M | $425.05M 2.43BWIF | ![]() 100% | |||
12 | STONK STONK | $0.1231 | +4.76% | -13.07% | $128.43M | $2.31M 18.35MSTONK | ![]() 100% | |||
13 | CASHCAT Cash Cat | $0.106 | -6.28% | +9.73% | $108.98M | $6.53M 62.80MCASHCAT | ![]() 98.8% | |||
14 | MELANIA Melania ... | $0.06335 | -11.01% | -25.93% | $63.7M | $7.27M 106.85MMELANIA | ![]() 100% | |||
15 | BABYDOGE Baby Dog... | $0.0{9}323 | +3.52% | -6.11% | $59.1M | $2.14M 6,689.65TBABYDOGE | ![]() 43.8% | |||
16 | BANANAS31 Banana F... | $0.005895 | +2.80% | -4.86% | $58.91M | $1.48M 248.36MBANANAS31 | ![]() 100% | |||
17 | HDLR Hoodlers | $0.18 | -28.58% | -90.62% | $56.7M | $1.04M 3.53MHDLR | ![]() 100% | |||
18 | BOME BOOK OF ... | $0.0006382 | +2.93% | +0.66% | $44.17M | $8.72M 13.46BBOME | ![]() 100% | |||
19 | PNUT Peanut t... | $0.03682 | -5.25% | -10.02% | $36.9M | $9.32M 242.72MPNUT | ![]() 100% | |||
20 | RT RealGo | $0.002608 | -4.61% | -30.86% | $26.45M | $1.04M 378.70MRT | ![]() 100% | |||
21 | BIRB Moonbird... | $0.08322 | -3.74% | +17.99% | $24.14M | $19.53M 241.46MBIRB | ![]() 28.5% | |||
22 | RVN RavenCoi... | $0.001343 | -0.08% | -7.45% | $22.17M | $3.87M 2.81BRVN | ![]() 78.8% | |||
23 | UTYA Utya | $0.0192 | +0.57% | -10.66% | $19.23M | $338,601.87 17.46MUTYA | ![]() 100% | |||
24 | SATS SATS(BRC... | $0.0{8}915 | +1.38% | -8.63% | $19.17M | $1.63M 175.18TSATS | ![]() 100% | |||
25 | 1000SATS SATS(BRC... | $0.00000911 | +1.22% | -8.45% | $19.15M | $880,073.39 93.41B1000SATS | ![]() 100% | |||
26 | ANSEM The Blac... | $0.0514 | +24.15% | -15.74% | $18.98M | $1.43M 30.15MANSEM | ![]() 41.9% | |||
27 | 哈基米 哈基米 (Haj... | $0.01893 | +2.21% | -9.17% | $18.8M | $28,439.11 1.50M哈基米 | ![]() 100% | |||
28 | BONER Boner Co... | $0.01031 | -4.54% | -40.79% | $13.72M | $1.2M 93.55MBONER | ![]() 100% | |||
29 | CAT Simons C... | $0.0{5}1798 | -10.11% | +3.69% | $13.48M | $224,004.54 127.49BCAT | ![]() 83.4% | |||
30 | MARSMI MarsMi | $0.01307 | +3.40% | -5.64% | $13.05M | $328,729.8 25.43MMARSMI | ![]() 100% | |||
31 | DELTA Delta | $0.00955 | +11.30% | -22.11% | $9.87M | $145,798.66 15.37MDELTA | ![]() 100% | |||
32 | WTMLL 我踏马来了 | $0.008529 | +3.08% | -10.22% | $8.53M | $1.68M 199.81MWTMLL | ![]() 100% | |||
33 | MICRODUCK microduc... | $0.00617 | +23% | -10.71% | $6.24M | $1.16M 182.15MMICRODUCK | ![]() 100% | |||
34 | CHONKETHA Chonketh... | $0.005112 | +0.00% | +0.00% | $5.11M | $0 0.00CHONKETHA | ![]() 100% | |||
35 | 旺柴 WangChai | $0.004746 | +34.63% | -42.41% | $5.1M | $113,743.34 25.23M旺柴 | ![]() 100% | |||
36 | JEANPHIL Jean Phi... | $0.00511 | +43.01% | +44.55% | $5M | $786,138.02 170.94MJEANPHIL | ![]() 100% | |||
37 | MAX Giggle M... | $0 | +0.00% | +0.00% | $4.74M | $0 10.59MMAX | ![]() 100% | |||
38 | CHUMP Chump Co... | $0.003815 | -4.17% | -12.84% | $3.77M | $1.12M 283.36MCHUMP | ![]() 100% | |||
39 | WEN Wen Lamb... | $0.00508 | +0.00% | +0.00% | $3.64M | $0 0.00WEN | ![]() 100% | |||
40 | GSTOCK Gstock | $0.004208 | +15.92% | -29.82% | $3.56M | $10,392.59 2.76MGSTOCK | ![]() 98.8% | |||
41 | KNOTS KNOTS | $0.003316 | +2.44% | -40.58% | $3.56M | $1.04M 294.13MKNOTS | ![]() 98.9% | |||
42 | GITLAWB Gitlawb | $0.00003075 | +0.00% | +0.00% | $3.08M | $0 0.00GITLAWB | ![]() 100% | |||
43 | CLAUDIA Claudia | $0.002614 | +10.52% | +11.85% | $2.56M | $1.15M 459.93MCLAUDIA | ![]() 92.6% | |||
44 | ALLINU ALLINU | $0.002382 | +19.21% | -30.94% | $2.41M | $1.04M 456.06MALLINU | ![]() ∞ | |||
45 | BULLSOL BULLSOL | $0.001888 | +0.00% | +0.00% | $1.89M | $0 0.00BULLSOL | ![]() 100% | |||
46 | KET Ket. | $0.001666 | +5.97% | -8.32% | $1.73M | $714,604.23 429.31MKET | ![]() 100% | |||
47 | CETS Cets On ... | $0.00178 | +12.87% | -21.63% | $1.66M | $1.01M 615.62MCETS | ![]() 100% | |||
48 | CYBERLEEK CyberLee... | $0.002197 | +18.18% | +26.52% | $1.66M | $975,221.85 469.43MCYBERLEEK | ![]() 73% | |||
49 | JOTCHUA Jotchua | $0.001568 | +0.76% | +13.19% | $1.62M | $657,245.21 414.91MJOTCHUA | ![]() 100% | |||
50 | NEARKAT NearKat | $0.001512 | +9.32% | -25.26% | $1.61M | $1.03M 684.64MNEARKAT | ![]() ∞ | |||
51 | 67 The Offi... | $0.001375 | -2.14% | -14.39% | $1.38M | $333,324.09 235.37M67 | ![]() 100% | |||
52 | CUMMIES CumRocke... | $0.001015 | +12.36% | -9.84% | $1.34M | $705.16 769.42KCUMMIES | ![]() 100% | |||
53 | ASTEROIDSOL Asteroid... | $0.00128 | +0.00% | +0.00% | $1.28M | $0 0.00ASTEROIDSOL | ![]() 100% | |||
54 | RUSSELL RUSSELL | $0.001267 | +2.34% | -1.56% | $1.22M | $57,171.57 44.88MRUSSELL | ![]() 97.1% | |||
55 | MUSEBOOK musebook | $0.00001221 | +11% | -9.56% | $1.21M | $1.2M 101.91BMUSEBOOK | ![]() 100% | |||
56 | RAGEGUY Rage Guy | $0.001197 | +0.00% | +0.00% | $1.2M | $0 0.00RAGEGUY | ![]() 100% | |||
57 | AKITA Akita | $0.01121 | +0.08% | -1.76% | $1.13M | $2,844.92 253.78KAKITA | ![]() 100% | |||
58 | LAYOOO LAYOOO | $0.00176 | +0.00% | +0.00% | $1.11M | $0 0.00LAYOOO | ![]() 100% | |||
59 | SHRUB Shrub | $0.0011 | +0.00% | +0.00% | $1.04M | $0 0.00SHRUB | ![]() 94.2% | |||
60 | BIBI Binance ... | $0.000747 | +0.00% | +0.00% | $943,400 | $0 0.00BIBI | ![]() 100% | |||
61 | JACKET REAL WOR... | $0.0009012 | +0.00% | +0.00% | $901,200 | $0 0.00JACKET | ![]() 100% | |||
62 | WHITEWHALE The Whit... | $0.000851 | +6.64% | -13.64% | $851,000 | $332.17 401.16KWHITEWHALE | ![]() 100% | |||
63 | MONITOR The Situ... | $0.0008325 | +21.71% | +5.66% | $813,000 | $666,954.11 851.48MMONITOR | ![]() 100% | |||
64 | SOLANGELES SolAngel... | $0.0008046 | +0.00% | +0.00% | $804,555.99 | $0 0.00SOLANGELES | ![]() 100% | |||
65 | SEND Send | $0.0007194 | +4.41% | -2.66% | $779,199.95 | $999,844.05 1.33BSEND | ![]() 100% | |||
66 | PROLOGUE Prologue | $0.000773 | +8.56% | -5.39% | $772,700 | $655,615.2 870.08MPROLOGUE | ![]() 100% | |||
67 | RKC Red Kitt... | $0.00071 | +0.00% | +34.98% | $709,998.26 | $0 0.00RKC | ![]() 100% | |||
68 | FIH FIH | $0.000685 | +0.00% | +0.00% | $685,000 | $0 0.00FIH | ![]() 100% | |||
69 | WIF RobinWif... | $0.00068 | +0.00% | +0.00% | $680,000 | $0 0.00WIF | ![]() 100% | |||
70 | MIND Mind of ... | $0.00002492 | +3.83% | -1.19% | $651,387.34 | $56,240.48 2.32BMIND | ![]() 57.3% | |||
71 | 人生K线 人生K线 | $0.000642 | +6.82% | -3.75% | $643,000 | $470,128.79 765.05M人生K线 | ![]() ∞ | |||
72 | 1 1 coin c... | $0.0004918 | +3.31% | -6.67% | $635,406.31 | $589,546.94 879.58M1 | ![]() 100% | |||
73 | BEN BEN | $0.000613 | +0.82% | +18.79% | $632,513.01 | $71,402.58 119.39MBEN | ![]() 100% | |||
74 | LUX Luxxcoin | $0.0002682 | +0.00% | +0.00% | $613,984.41 | $0 0.00LUX | ![]() ∞ | |||
75 | BIGTROUT The Big ... | $0.000641 | +0.00% | +0.00% | $606,419.64 | $0 0.00BIGTROUT | ![]() 94.6% | |||
76 | BURNIE Burnie S... | $0.0006048 | -12.48% | -28.94% | $572,518.85 | $334,621.14 508.89MBURNIE | ![]() 95.2% | |||
77 | SPACEHOOD SPACEHOO... | $0.0005677 | +21.04% | -11.84% | $567,000 | $1.04M 1.94BSPACEHOOD | ![]() 100% | |||
78 | AUTISM Autism O... | $0.0005353 | +0.05% | +0.05% | $535,187.98 | $33,872.33 35.53MAUTISM | ![]() ∞ | |||
79 | 恶俗企鹅 三维威廉泰尔企鹅 | $0.0005099 | +0.00% | +0.00% | $509,900 | $0 0.00恶俗企鹅 | ![]() 100% | |||
80 | FEBU febu | $0.0005026 | +0.00% | +0.00% | $499,676.77 | $0 0.00FEBU | ![]() 99.4% | |||
81 | 雪球 雪球 | $0.00091 | +0.00% | +0.00% | $497,157.74 | $0 0.00雪球 | ![]() 52.9% | |||
82 | GASTOWN GASTOWN | $0.00047 | +0.00% | +0.00% | $469,938.06 | $0 0.00GASTOWN | ![]() 100% | |||
83 | MANLET manlet | $0.00047 | +0.00% | +0.00% | $466,119.71 | $0 0.00MANLET | ![]() 99.9% | |||
84 | DOOM Doom | $0.0004194 | +0.00% | +0.00% | $450,372.99 | $0 0.00DOOM | ![]() 100% | |||
85 | PENGUIN Nietzsch... | $0.0004364 | +7.75% | -3.03% | $448,895.74 | $598,953.24 1.36BPENGUIN | ![]() 100% | |||
86 | ROBIN Robin th... | $0.0004483 | +0.00% | +0.00% | $448,300 | $0 0.00ROBIN | ![]() 100% | |||
87 | FLYBRAIN flybrain | $0.0004221 | +17.25% | +18.76% | $407,038.5 | $116,545.97 294.83MFLYBRAIN | ![]() 100% | |||
88 | MAD MAD | $0.0{6}405 | +0.00% | +0.00% | $404,939.14 | $0 0.00MAD | ![]() ∞ | |||
89 | CLAN clan.tec... | $0.0003794 | +0.00% | +0.00% | $379,400 | $0 0.00CLAN | ![]() 100% | |||
90 | GG Golden G... | $0.0003533 | +0.00% | +0.00% | $378,463.27 | $0 0.00GG | ![]() 100% | |||
91 | VIRL Virl.fun | $0.0003617 | +0.00% | +0.00% | $368,969.36 | $0 0.00VIRL | ![]() 99.9% | |||
92 | SAYLORMOON SAYLORMO... | $0.0003493 | +0.00% | +0.00% | $360,104.49 | $0 0.00SAYLORMOON | ![]() 100% | |||
93 | SPSC Shit Pis... | $0.0003576 | +0.00% | +0.00% | $357,571.9 | $0 0.00SPSC | ![]() 100% | |||
94 | BIGDON BIGDON | $0.00035 | +0.00% | +0.00% | $350,000 | $0 0.00BIGDON | ![]() 100% | |||
95 | PVT Punkvism | $0.0001044 | +0.00% | +0.00% | $346,985.65 | $0 0.00PVT | ![]() 34.6% | |||
96 | RATSPEAK Ratspeak | $0.00000333 | +0.00% | +0.00% | $333,000 | $0 0.00RATSPEAK | ![]() 100% | |||
97 | FOXY FOXY | $0.0000562 | -24.06% | -24.37% | $330,918.42 | $10,108.17 156.33MFOXY | ![]() 58.6% | |||
98 | AU AUTSM | $0.0002362 | +0.00% | +0.00% | $303,761.76 | $0 0.00AU | ![]() 100% | |||
99 | LAD Lunar La... | $0.0003011 | +0.03% | +0.09% | $301,797.11 | $212,181.66 706.42MLAD | ![]() 100% | |||
100 | PUNCH パンチ | $0.0003 | +0.00% | +0.00% | $299,993.48 | $0 0.00PUNCH | ![]() 100% |


























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