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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 | AXS Axie Inf... | $0.8728 | +3.30% | -5.99% | $153.33M | $11.33M 12.93MAXS | ![]() 65% | |||
2 | MANA Decentra... | $0.07466 | +3.43% | -2.47% | $145.88M | $8.53M 96.58MMANA | ![]() ∞ | |||
3 | SAND The Sand... | $0.04505 | +0.64% | -2.96% | $132.44M | $211.04M 4.68BSAND | ![]() 97.9% | |||
4 | APE APE Coin | $0.1154 | +4.36% | -4.19% | $92.44M | $9.94M 82.68MAPE | ![]() 79.9% | |||
5 | GALA Gala Gam... | $0.001682 | +2.37% | -3.89% | $86.08M | $7.79M 4.58BGALA | ![]() 102.1% | |||
6 | WEMIX Wemix | $0.1365 | -0.08% | -11.94% | $68.23M | $173,282.48 1.17MWEMIX | ![]() 84.8% | |||
7 | NXPC Nexpace | $0.1665 | +3.48% | -2.35% | $52.49M | $1.71M 10.34MNXPC | ![]() 31.5% | |||
8 | ENJ Enjin Co... | $0.02486 | +3.79% | -0.21% | $50.14M | $2.7M 97.98MENJ | ![]() ∞ | |||
9 | MC Merit Ci... | $0.0446 | +0.00% | +0.00% | $38.29M | $0 0.00MC | ![]() 100% | |||
10 | FLOW Flow | $0.02235 | +1.22% | -12.32% | $38.1M | $1.62M 49.07MFLOW | ![]() ∞ | |||
11 | MAGIC Treasure... | $0.08435 | +4.89% | +2.46% | $28.65M | $6.69M 75.89MMAGIC | ![]() 97.8% | |||
12 | ILV Illuvium | $3.046 | +3.25% | +1.43% | $25.22M | $1.54M 312.09KILV | ![]() ∞ | |||
13 | BORA BORA | $0.02298 | +2.40% | -1% | $22.99M | $403,195.38 19.82MBORA | ![]() 95.6% | |||
14 | WAXP WAX Toke... | $0.004199 | +1.91% | -7.84% | $19.71M | $754,320.82 119.42MWAXP | ![]() ∞ | |||
15 | GMT Green Me... | $0.006328 | +0.90% | -8.73% | $18.53M | $1.69M 273.12MGMT | ![]() 48.9% | |||
16 | HMSTR Hamster ... | $0.0001352 | -0.59% | -3.71% | $8.71M | $1.55M 11.26BHMSTR | ![]() 64.4% | |||
17 | GUN Gunz | $0.00195 | +3.17% | -7.28% | $7.69M | $2.99M 1.52BGUN | ![]() 39.8% | |||
18 | SONIC Sonic SV... | $0.02139 | +1.23% | +0.28% | $7.67M | $560,452.6 27.23MSONIC | ![]() 15% | |||
19 | CHECK Checkmat... | $0.008876 | +0.37% | -2.32% | $3.22M | $366,837.07 40.78MCHECK | ![]() 35.9% | |||
20 | BSU Baby Sha... | $0.002154 | +0.23% | -30.92% | $1.83M | $998,844.99 465.98MBSU | ![]() 100% | |||
21 | LWP LumiWave... | $0.002089 | -99.93% | -28.57% | $1.68M | $409,930.07 189.44MLWP | ![]() ∞ | |||
22 | NEXI NEXIRA D... | $0.001895 | -0.11% | +4.52% | $975,566.66 | $2,328.7 1.21MNEXI | ![]() 100% | |||
23 | X2Y2 X2Y2 Tok... | $0.00076 | +0.00% | +0.00% | $286,983.36 | $0 0.00X2Y2 | ![]() 84% | |||
24 | BRWL Blockcha... | $0.0001781 | +0.05% | +0.05% | $178,100 | $746.29 3.67MBRWL | ![]() 100% | |||
25 | RVV Astra No... | $0.0002979 | +0.30% | +15.33% | $128,952.98 | $37,467.79 1.71BRVV | ![]() 67.3% | |||
26 | SIGHT Empire o... | $0.0001395 | +0.00% | +0.00% | $36,571.32 | $0 0.00SIGHT | ![]() 16.4% | |||
27 | MIX MixMarve... | $0.0{5}1038 | +3.80% | +3.80% | $10,380 | $568.97 366.29MMIX | ![]() 100% | |||
28 | FSV Fishing ... | $0.0{7}6639 | +0% | +0% | $450 | $0 0.00FSV | ![]() 100% | |||
29 | SOON TON Stat... | $0.0000011 | +0.00% | +0.00% | $423.22 | $0 0.00SOON | ![]() ∞ | |||
30 | DKS DarkShie... | $0.00000512 | +0.00% | +0.00% | $0 | $0 0.00DKS | ![]() ∞ | |||
31 | PLAYSOLANA Play Sol... | $0.00096 | +0.00% | +0.00% | $0 | $599.72 653.47KPLAYSOLANA | ![]() ∞ | |||
32 | SACHI SACHI | $0 | +0.00% | +0.00% | $0 | $0 1.42MSACHI | ![]() ∞ | |||
33 | 9BIT The9bit | $0.05047 | +7.12% | -12.90% | $0 | $478,152.36 9.53M9BIT | ![]() ∞ | |||
34 | DWTC DWTC | $0.5671 | +0.00% | +0.00% | $0 | $0 0.00DWTC | ![]() ∞ | |||
35 | 3KDS 3KDS | $0.0004719 | -0.03% | +1% | $0 | $80.64 170.88K3KDS | ![]() ∞ | |||
36 | TOYL ToyLand | $0.000005 | +0.00% | +0.00% | $0 | $0 0.00TOYL | ![]() ∞ | |||
37 | SGP SagaPop | $0 | +0.00% | +0.00% | $0 | $0 75.40BSGP | ![]() ∞ | |||
38 | ESTV ESTV | $1.3481 | +0.00% | +0.00% | $1.35B | $0 0.00ESTV | ![]() 100% | |||
39 | EDOM Edom | $0.0000536 | +0.00% | +0.00% | $53,600 | $0 0.00EDOM | ![]() 100% | |||
40 | PLXY PLXYER | $0.0145 | +0.00% | +0.00% | $145M | $0 0.00PLXY | ![]() 100% | |||
41 | PLA PlayChip | $0.042 | +0.00% | +0.00% | $588.38M | $0 0.00PLA | ![]() 28% | |||
42 | HYPER HyperCha... | $0.0691 | +0.00% | +0.00% | $68.87M | $0 0.00HYPER | ![]() 0.1% | |||
43 | LOKA League o... | $0.1802 | +0.00% | +0.00% | $12.08M | $384,858.64 899.68KLOKA | ![]() 13.4% | |||
44 | PMON Polychai... | $0.054 | +0.00% | +0.00% | $184,149.99 | $0 0.00PMON | ![]() 37.2% | |||
45 | ESPORTS Yooldo G... | $0.01096 | -8.90% | +32.04% | $1.55M | $1.32M 121.86MESPORTS | ![]() 16.9% | |||
46 | VR Victoria... | $0.001617 | +1.31% | +8.30% | $27.15M | $855,424.8 529.39MVR | ![]() 100% | |||
47 | PROM Prometeu... | $5.4855 | +4.56% | -2.22% | $100.51M | $3.38M 632.99KPROM | ![]() 94.8% | |||
48 | AIX Planet I... | $0.094 | +0.00% | +0.00% | $15.92M | $0 0.00AIX | ![]() 55.3% | |||
49 | YGG Yield Gu... | $0.02368 | +0.21% | -2.56% | $22.32M | $1.83M 76.59MYGG | ![]() 94.3% | |||
50 | PRIME Echelon ... | $0.1637 | +2.37% | -3.14% | $10.52M | $304,292.96 1.86MPRIME | ![]() 57.8% | |||
51 | ORBR Orbler | $0.01361 | -0.47% | -12.05% | $13.8M | $11,859.36 867.32KORBR | ![]() 50.8% | |||
52 | YOOSHI YooShi | $0.0{8}396 | +0.00% | +0.00% | $1.44M | $0 0.00YOOSHI | ![]() 36.3% | |||
53 | CROSS CROSS | $0.1058 | +2.02% | -3.44% | $52.34M | $1.17M 11.10MCROSS | ![]() 49.4% | |||
54 | BIGTIME Big Time | $0.006514 | -0.87% | -3.49% | $18.76M | $1.3M 199.30MBIGTIME | ![]() 57.6% | |||
55 | SLP Smooth L... | $0.0005075 | +5.72% | -1.69% | $18.48M | $1.08M 1.59BSLP | ![]() ∞ | |||
56 | PLAY PlaysOut | $0.01301 | -7.01% | -12.45% | $4.87M | $43,410.27 3.34MPLAY | ![]() 7.5% | |||
57 | WILD Wilder W... | $0.01006 | +6.56% | -0.50% | $5M | $65,412.44 6.59MWILD | ![]() 100% | |||
58 | REVV Revvmoto... | $0.001379 | +0.00% | +0.00% | $166,534.12 | $0 0.00REVV | ![]() 37% | |||
59 | SSS StarShar... | $0.000015 | +0.00% | +0.00% | $41.14 | $0 0.00SSS | ![]() ∞ | |||
60 | TIT Titan's ... | $0.00035 | +392.95% | +5545.16% | $10.74M | $703.38 4.74MTIT | ![]() 38.4% | |||
61 | GODS Gods Unc... | $0.02056 | -0.78% | -5.78% | $9.17M | $21,390.73 1.04MGODS | ![]() 88.9% | |||
62 | FUN FUNToken | $0.01405 | +664% | +58.07% | $13.41M | $3.55M 3.26BFUN | ![]() ∞ | |||
63 | ALICE MyNeighb... | $0.1277 | +1.75% | -4.44% | $12.79M | $2.47M 19.17MALICE | ![]() 100% | |||
64 | ARIA Aria.AI | $0.129 | +6.83% | +45.85% | $23.45M | $4.3M 34.19MARIA | ![]() 18.3% | |||
65 | MOC Mosscoin | $0.01595 | -99.93% | -2.38% | $7.05M | $53,297.63 3.37MMOC | ![]() 87.7% | |||
66 | COL Clash of... | $0.04577 | -99.99% | -9.19% | $3.76M | $3,731.23 82.23KCOL | ![]() 8.2% | |||
67 | MAPE Mecha Mo... | $0.00204 | +0.00% | +0.00% | $0 | $0 0.00MAPE | ![]() ∞ | |||
68 | TLM Alien Wo... | $0.001128 | +1.76% | -6.30% | $7.94M | $2.76M 2.12BTLM | ![]() 70.2% | |||
69 | MBOX Mobox | $0.000443 | +0.00% | +0.00% | $181,090.76 | $0 0.00MBOX | ![]() 74.3% | |||
70 | VON Vameon | $0.0{5}1529 | +52.90% | +7.44% | $767,360.79 | $36,411.68 24.27BVON | ![]() 50% | |||
71 | ZUSHI ZUSHI | $0.00033 | +0.00% | +0.00% | $0 | $0 0.00ZUSHI | ![]() ∞ | |||
72 | SVSA Savanna ... | $0.001596 | +0.00% | +0.00% | $306,121.67 | $0 0.00SVSA | ![]() 19.2% | |||
73 | TIMI MetaAren... | $0 | +0.00% | +0.00% | $286,818.65 | $0 46.81MTIMI | ![]() 19% | |||
74 | ROBO RoboHero | $0.00499 | +0.32% | -8.96% | $11.27M | $59,185.11 11.70MROBO | ![]() 22.3% | |||
75 | TT TTGAME | $0.0108 | +0.00% | +0.00% | $108 | $0 0.00TT | ![]() 0.1% | |||
76 | XDG Decentra... | $0.07664 | +7664345.32% | -1.87% | $423,190.98 | $380,289.54 4.89MXDG | ![]() 1.6% | |||
77 | PYR Vulcan F... | $0.01672 | +2.95% | -6.23% | $581,195.96 | $224,902.2 10.98MPYR | ![]() 60.3% | |||
78 | HOOK Hooked P... | $0.000733 | -13.36% | -66.76% | $206,344.97 | $11,953.72 15.40MHOOK | ![]() 57.5% | |||
79 | WNK Winkyver... | $0.00002901 | +0.00% | +0.00% | $187,596.91 | $0 0.00WNK | ![]() 86.2% | |||
80 | BABY BabySwap | $0.0122 | +5.38% | -12.95% | $7.59M | $91,232.37 7.70MBABY | ![]() 62.1% | |||
81 | GAIA Gaia Eve... | $0.0042 | +0.00% | +0.00% | $1.77M | $0 0.00GAIA | ![]() 84.5% | |||
82 | RACA Radio Ca... | $0.00001143 | +3.90% | -6.39% | $4.76M | $65,107.15 5.68BRACA | ![]() 83.1% | |||
83 | A2Z Arena-Z | $0.00002019 | -3.86% | -10.51% | $186,445.56 | $153,779.71 379.81MA2Z | ![]() 92.3% | |||
84 | GHST Aavegotc... | $0.0555 | +4.14% | +3.21% | $2.93M | $67,546.99 1.22MGHST | ![]() 100% | |||
85 | VRA Verasity | $0.0{5}8873 | +0.00% | +13.75% | $1.8M | $74,322.74 11.10BVRA | ![]() ∞ | |||
86 | ALU Altura | $0.003589 | +1.81% | +2.54% | $3.56M | $3.11M 862.58MALU | ![]() 100% | |||
87 | GHX GamerCoi... | $0.008492 | -1.30% | -9.49% | $5.52M | $193,704.77 23.70MGHX | ![]() 80.4% | |||
88 | POLIS Star Atl... | $0.00922 | +4.89% | -4.76% | $2.82M | $7,473.06 754.85KPOLIS | ![]() 84.2% | |||
89 | PX Not Pixe... | $0.0099 | +3.12% | -1% | $1.85M | $9,119.54 919.24KPX | ![]() 83.2% | |||
90 | MF Moonwalk... | $0.002593 | -6.63% | +3.26% | $2.61M | $79,296.96 29.65MMF | ![]() 100% | |||
91 | DEP DEAP coi... | $0.001002 | -0.46% | -0.57% | $4.16M | $314,758.77 307.80MDEP | ![]() 13.8% | |||
92 | ATLAS Star Atl... | $0.0001376 | -0.29% | -0.29% | $2.47M | $11,052.19 80.61MATLAS | ![]() 56.1% | |||
93 | AURY Aurory | $0.07999 | +0.00% | +0.00% | $6.01M | $0 0.00AURY | ![]() 75.1% | |||
94 | UOS Ultra | $0.0012 | -6.62% | -52.57% | $0 | $132,800.5 63.25MUOS | ![]() ∞ | |||
95 | CATE CateCoin | $0.0{7}6596 | -100% | -12.11% | $208.49M | $92,268.44 25.08BCATE | ![]() 56% | |||
96 | XTER Xterio | $0.007782 | -0.08% | -6.92% | $1.54M | $3.19M 408.42MXTER | ![]() 19.7% | |||
97 | GMEE GAMEE | $0.001137 | +5.33% | +6.32% | $1.91M | $185,803.89 164.68MGMEE | ![]() ∞ | |||
98 | CHAIN Chain Ga... | $0.0072 | +0.00% | +0.00% | $2.79M | $0 0.00CHAIN | ![]() 77.5% | |||
99 | RAIN Rainmake... | $0.00591 | -4.84% | -6.34% | $4.9M | $3.94M 647.30MRAIN | ![]() 82.9% | |||
100 | SPS Splinter... | $0.003859 | +0.00% | -1.91% | $5.07M | $6.94 1.82KSPS | ![]() 44.3% |


























$3.97M







