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The WMI & 2026 World Series (The Modern Standard)

WMI V12, V11, V10, SC Model, Macrostiff

These are the cutting edge. 'WMI' likely stands for 'World Model Iteration.' These models use the latest End-to-End (E2E) architecture, meaning they 'see' the world more like a human. They understand 3D scenes, stop signs, intersections, and road edges - not just painted lines. WMI V12 is the current flagship. It's the smartest at complex urban scenarios but can feel slightly 'loose' on straight highways because it's constantly micro-adjusting like a human driver would. If you drive mostly city streets with stop signs and turns, this is your series.

Best: Daily driving in 2026. They balance smoothness with intelligence.

The Aggressive Series

Dark Souls Model, Dark Souls v2, Firehose

High-performance, high-attention. Dark Souls is named because it's 'unforgiving' or 'hardcore.' Expect tighter following distances, faster acceleration, and sharper turns. It drives like a human who is in a hurry but still safe. Great for heavy trucks (F-150s, Sierras) that need authoritative inputs to move their mass. The Firehose model is the raw, unfiltered developer feed from comma.ai's State-of-the-Art (SOTA) training runs. It represents the absolute 'bleeding edge' of model development, updating almost daily as new data is ingested from the global fleet.

Best: Heavy traffic commuters (Dark Souls) or adventurous testers (Firehose).

The Comfort & Smooth Series

Down to Ride (DTR), Space Lab, Kumars Vibe

Relaxed and passenger-friendly. Down to Ride (DTR) is famous for being 'wife-approved.' It prioritizes gentle braking and slow turns over perfect lane centering. Kumars Vibe is custom-tuned for a specific car setup but became popular because it removes the 'robotic' feel - very natural steering transitions. These models are perfect for road trips where passengers might get motion sick from abrupt steering corrections.

Best: Road trips with family or passengers who get motion sick.

The Tomb Raider / Trash Folder (TR) Series

Tomb Raider 16, 15, 14, Le Tomb Raider

These are experimental training runs. Despite the name, some are hidden gems! Tomb Raider 16 (Trash Folder 16) was a community favorite for a long time due to its unique handling of highway curves. It felt like driving 'on rails.' These models often have quirks but can surprise you with excellent performance in specific scenarios. Worth trying if you drive curvy roads.

Best: Adventurous users looking for unique driving characteristics.

The Legacy Legends

Recertified Herbalist, North Dakota, Blue Diamond

The 'Old Guard.' These models are from 2023-2024. They are less 'smart' (bad at stop signs) but incredible at highway lane keeping. Recertified Herbalist is the 'Gold Standard' of stability. North Dakota is famous for its STIFF steering - it hugs the center of the lane and refuses to move. WD40 'lubricated' this stiffness for smoother inputs. Blue Diamond excels in rain and poor lane markings. These are the 'Toyota Camry' of models - boring, reliable, and rock solid.

Best: Highway-focused driving with rock-solid lane centering.

The OPM Series (Off-Policy Models)

Off-Policy Model v5, Off-Policy Model v4, Off-Policy Model v3, Off-Policy Model v2, Off-Policy Model

These models use off-policy training โ€” they learn from moments where the model's behavior differed from the human driver's corrections, rather than just cloning driving behavior. This allows them to learn more effectively from edge cases. They show improved highway centering and quicker lateral recentering compared to standard WMI models, though longitudinal control is still being refined.

Best: Highway-focused driving with improved lane centering.

๐Ÿ“šAll Models

Browse the complete collection of driving models.

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OP Model 9

NEW
April 10, 2026
0%0
Great 0%Good 0%OK 0%Bad 0%
โ€ขExperimentalโ€ขOff-Policyโ€ขPolling

Extremely new release (Apr 10). Community is currently polling for feedback. No definitive consensus yet, but represents the latest iteration of Off-Policy training. Watch the forum for early feedback. Initial reports on OP Model 8 noted high-speed twitchiness; it remains to be seen if OP 9 resolves this.

๐ŸŽฏ Best for: Testing๐ŸŽฎ TBD๐Ÿ’ฌ Discuss

OP Model 8

NEW
April 07, 2026
38%10 votes
Great 0%Good 10%OK 20%Bad 70%
โ€ขExperimentalโ€ขOff-Policyโ€ขTwitchy

Early community feedback is predominantly negative. Users report twitchy, oscillating steering at high speeds, difficulty maintaining lane in stop-and-go traffic, and consistent left-lane hugging. The model appears to struggle with the lateral stability that OP Model 7 had improved. Left-hugging is a consistent issue. If trying this model, adjust camera offset (+0.05 to +0.10). Not recommended for daily driving at this stage.

๐ŸŽฏ Best for: Testing Only๐ŸŽฎ Twitchy๐Ÿ’ฌ Discuss

OP Model 7

NEW
April 03, 2026
78%25 votes
Great 60%Good 25%OK 10%Bad 5%
โ€ขRecommendedโ€ขSelf-Correctingโ€ขOff-Policy

Significant leap forward for the Off-Policy series. Praised as the most confident OP model yet, with smoother longitudinal deceleration for stopped leads and improved lateral control that self-corrects even when overshooting sharp 90-degree turns. However, random left-hugging persists for some users. Best lateral of the series so far. If hugging left, adjust camera offset (+0.05).

๐ŸŽฏ Best for: Highway & Winding Roads๐ŸŽฎ Confident๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Hyundai Ioniq 5VW Atlas2023 Elantra HEVAngle steering vehicles

OP Model

NEW
April 01, 2026
67%3 votes
Great 0%Good 67%OK 0%Bad 33%
โ€ขExperimentalโ€ขEarly Feedback

Very early model drop with limited community feedback so far. Initial votes lean positive (Good) but sample size is extremely small. Needs more testing and community evaluation before drawing conclusions. Very few votes so far โ€” check back for updated consensus as more users test it.

๐ŸŽฏ Best for: TBD๐ŸŽฎ TBD๐Ÿ’ฌ Discuss

Pop v2

NEW
March 24, 2026
55%30 votes
Great 20%Good 17%OK 33%Bad 30%
โ€ขExperimentalโ€ขMixed Sentimentโ€ขAggressive Long

Highly polarizing release with growing negative sentiment. Longitudinal control is praised by some (smooth stops behind leads on GV60), but multiple reports of 'afraid of green lights' behavior and failure to stay stopped at red lights. Lateral unwind is improved but stiffer steering causes oscillations and motion sickness on some vehicles. Very vehicle-dependent โ€” F-150 Lightning reports twitchy low-speed behavior. Vehicle dependent. Great on GV60, twitchy on F-150 Lightning. Subaru Crosstrek users report motion sickness. Torque Tune v0 recommended.

๐ŸŽฏ Best for: Highway (with supervision)๐ŸŽฎ Varies๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

GV60Ford F-150 LightningHonda Civic HybridHyundai Kona2020 Subaru Crosstrek

Pop Model

NEW
March 20, 2026
72%25 votes
Great 40%Good 24%OK 28%Bad 8%
โ€ขExperimental๐Ÿ›ฃ๏ธHighwayโ€ขFast Long

Community sentiment has warmed significantly with more testing. Lateral control is vehicle-dependent โ€” Honda Civic users report the best lat in a while with no ping-pong and centering 'like it owes the lane lines money,' while Hyundai Kona and others experience extreme line-to-line ping-ponging above 50mph. More willing to reach set speeds than Pop v2. Still known for creeping at red lights. Very vehicle-dependent. Honda/Kia users trending positive. Torque tune version matters โ€” test with v0 first.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Varies๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

2025 Honda Civic Hybrid2026 Civic Hybrid ST2023 Hyundai Kona ElectricGV60Kia NiroHonda RidgelineBYD Frigate 07Hyundai ElantraHonda OdysseyToyota SiennaKia EV6Kia K5Honda Pilot (2019-2022)Tesla Model 3 / YToyota Corolla (2023-2024)

Off-Policy Model v5

NEW
March 14, 2026
52%21 votes
Great 0%Good 19%OK 57%Bad 24%
โ€ขOff-Policy๐Ÿ›ฃ๏ธHighwayโ€ขExperimental

Fifth iteration of off-policy training with significantly more community feedback now. Improved cornering compared to v4 โ€” takes turns wider and away from curbs. Good performance at higher speeds (above 30mph). However, majority rate it as just 'OK' with notable regressions: low-speed behavior struggles to commit to lanes, hugs or crosses lines, and turns lock out partway through. Significant ping-ponging at low speeds reported on Prius Prime. High-speed wobbles above 65mph persist. Community consensus has shifted โ€” majority finds it mediocre. Cornering improvement over v4 but low-speed and turn handling are worse. Torque tune v0 recommended.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

2026 Hyundai Ioniq 52023 Lexus RCGV602022 Toyota RAV4 PrimePrius Prime

Off-Policy Model v4

NEW
February 27, 2026
77%15 votes
Great 40%Good 33%OK 20%Bad 7%
โ€ขOff-Policy๐Ÿ›ฃ๏ธHighwayโ€ขPlanPlusโ€ขExperimental

Fourth iteration of off-policy training with improved oversteer handling compared to v2. Excellent lane centering and smooth city driving when paired with SCC-V. However, shows hesitation when following a lead vehicle and tends to drive slower than surrounding traffic when no lead is present. Mixed results on curves โ€” improved for Hyundai/Toyota but Tesla users report inside-line riding. SCC-V strongly recommended for safe curve speed handling. Hesitant acceleration when following lead vehicles is the main drawback vs WMI/CD210.

๐ŸŽฏ Best for: City Driving๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

2025 Hyundai Ioniq 52023 Toyota RAV4 PrimeTesla V4

Off-Policy Model v3

NEW
February 26, 2026
85%5 votes
Great 60%Good 20%OK 20%Bad 0%
โ€ขOff-Policy๐Ÿ›ฃ๏ธHighwayโ€ขPlanPlusโ€ขExperimental

Highly praised third iteration of off-policy training. Community describes it as a 'mad max' version of CD210/WMI โ€” fast longitudinal response with better lateral control than its predecessors. Includes PlanPlus integration for customizable lane centering aggressiveness. Rated A+ by early testers. Minor inconsistency in lead gap following and occasional wobbles at highway speed. PlanPlus integration allows tuning of lane centering vs curve hugging.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Hyundai Sonata 2022Rivian R1T (2022-2024)comma 4comma 4

Off-Policy Model v2

NEW
February 20, 2026
69%13 votes
Great 39%Good 15%OK 31%Bad 15%
โ€ขOff-Policy๐Ÿ›ฃ๏ธHighwayโ€ขExperimental

Second iteration of off-policy training. Lateral performance is praised โ€” doesn't hug the left side and less huggy on highway turns at 70+. However, longitudinal control is a notable regression: late braking, rubberbanding behind lead cars, and exaggerated follow distances are commonly reported. Best on comma 4; mixed results on other platforms. Strong lateral improvements over v1, but long control needs work. Community opinion is split โ€” some love the lat, others can't tolerate the long behavior.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Hyundai Elantra HEVMazda CX-5Riviancomma 4

Off-Policy Model

NEW
February 4, 2026
62%45 votes
Great 15%Good 25%OK 35%Bad 25%
โ€ขExperimentalโ€ขOff-Policy๐Ÿ›ฃ๏ธHighway

Experimental model using off-policy training โ€” learns from corrections rather than just cloning. Better highway centering and quicker lateral recentering vs WMI V12. However, experimental long mode feels jerky, and sharp turns can be a step backward. Good potential for highway-focused drivers. 'Off-policy' means it learned from data where the model's behavior differed from the human driver's action, allowing it to learn from corrections more effectively than standard cloning.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Hyundai Ioniq 5Honda CivicToyota

CD210 Model

January 31, 2026
63%19 votes
Great 26%Good 21%OK 32%Bad 21%
๐Ÿง Smart๐Ÿ›ฃ๏ธHighwayโ€ขVehicle-Dependent

Based on WMI V12 architecture with subtle differences. Shows improved red light stopping behavior and less ping-pong at low speeds. However, multiple users report pronounced oversteering on turns โ€” especially problematic on Toyota vehicles with low-torque EPS. Hard braking at close range and red light creeping are also noted drawbacks. Vehicle-dependent: praised on Hyundai Ioniq 5, but struggles with Toyota RAV4 Prime. Consider enabling 'pause lateral while turning' if oversteering is an issue.

๐ŸŽฏ Best for: Mixed Driving๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Hyundai Ioniq 5 (2025)Toyota RAV4 Prime (2025)Subaru CrosstrekSubaru Ascent (2019-2022)Volvo XC90 (2016-2022)comma 4comma 4

WMI V12

FLAGSHIP
January 13, 2026
87%156 votes
Great 42%Good 35%OK 15%Bad 8%
๐Ÿง Smart๐Ÿ™๏ธCity๐Ÿ›ฃ๏ธHighway

The current flagship and daily driver for most users in 2026. Highest intelligence for complex scenarios like intersections, stop signs, and tight urban turns. Can feel slightly 'loose' on straight highways.

๐ŸŽฏ Best for: Mixed Driving๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Hyundai Ioniq 5Kia EV6Toyota RAV4Honda AccordAudi A3Hyundai Tucson (Hybrid)Hyundai ElantraHyundai SonataKia K5Hyundai Kona EVToyota Tundra (2022-2024)

WMI V11

NEW
January 12, 2026
85%78 votes
Great 40%Good 35%OK 18%Bad 7%
๐Ÿง Smart๐Ÿ›ฃ๏ธHighway

Slightly more stable than V12 on straightaways. Good fallback if V12 feels too jittery. Preferred for mostly-highway commutes.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Hyundai Ioniq 5Kia EV6Toyota Prius

WMI v10

January 09, 2026
81%65 votes
Great 35%Good 38%OK 20%Bad 7%
๐Ÿง Smartโ€ขStable

Well-tested mid-generation model. A solid choice if V11/V12 have issues on your specific vehicle.

๐ŸŽฏ Best for: Mixed Driving๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Hyundai PalisadeKia TellurideToyota RAV4Toyota CamrySubaru Crosstrek

SC Model

EXPERIMENTAL
January 08, 2026
72%34 votes
Great 25%Good 38%OK 25%Bad 12%
โ€ขExperimentalโ€ขStable

Likely 'Space Cat' or 'Stable Control' variant. Testing new stability algorithms. Worth trying if you want something different.

๐ŸŽฏ Best for: Experimentation๐ŸŽฎ Stiff๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Hyundai Ioniq 5Kia EV6Honda Ridgeline

WMI V9

STABLE
January 07, 2026
82%68 votes
Great 45%Good 35%OK 15%Bad 5%
๐Ÿง Smartโ€ขC4 Defaultโ€ข2025+

Rock-solid choice for newer 2025+ platforms (e.g., Kia K4). Currently the default pre-installed model on Comma 4 hardware. Favored for its stability and predictive behavior on modern ADAS architectures.

๐ŸŽฏ Best for: Mixed Driving๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Toyota CamryHonda CR-V2025 Kia K4comma 4

WMI V8

January 03, 2026
75%45 votes
Great 28%Good 38%OK 25%Bad 9%
๐Ÿง Smart

Early 2026 build that established the foundation. Still functional for conservative E2E users.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Various vehicles

WMI V7

January 01, 2026
73%38 votes
Great 25%Good 40%OK 25%Bad 10%
๐Ÿง Smart

New Year's release that kick-started the 2026 WMI series. Historical significance.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

HyundaiToyota

Macrostiff Model

POPULAR
January 01, 2026
83%67 votes
Great 38%Good 35%OK 20%Bad 7%
๐Ÿ”’Stiff๐Ÿ›ฃ๏ธHighway

World Model tuned for STIFFER steering response. If WMI V12 feels too 'wiggly', this locks it down. Great for vehicles with loose steering racks.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Heavy๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

FordChevyGMC trucks

WMI v6

December 30, 2025
77%45 votes
Great 32%Good 38%OK 22%Bad 8%
๐Ÿง Smart

Late 2025 iteration bridging to 2026 series. More stable than early WMI versions.

๐ŸŽฏ Best for: Mixed Driving๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

WMI v5

December 29, 2025
75%38 votes
Great 28%Good 42%OK 22%Bad 8%
๐Ÿง Smart

Mid-development World Model. Well-tested by the community.

๐ŸŽฏ Best for: Mixed Driving๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

WMI v4

December 22, 2025
73%35 votes
Great 25%Good 42%OK 25%Bad 8%
๐Ÿง Smart

Earlier stable World Model. Less intelligent but proven reliable.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

WMI v3

December 19, 2025
70%28 votes
Great 22%Good 42%OK 28%Bad 8%
โ€ขEarly

Third iteration of World Model. Foundation for stable releases.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

Dark Souls Model v2

POPULAR
December 11, 2025
84%89 votes
Great 38%Good 36%OK 18%Bad 8%
โšกAggressive๐ŸššTrucks๐Ÿ›ฃ๏ธHighway

The 'unforgiving' model, refined. Tighter following distance, faster reactions, sharper turns. Excellent for larger vehicles that need authority. Named 'Dark Souls' because it's unforgiving.

๐ŸŽฏ Best for: Heavy Traffic๐ŸŽฎ Stiff๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Ford F-150GMC SierraKia SportageToyota TacomaLincoln NavigatorRam 1500Hyundai ElantraFord F-150 Lightning (2022-2024)

Planplus v2

DEV
December 11, 2025
68%28 votes
Great 25%Good 32%OK 28%Bad 15%
โ€ขDevโ€ขExperimental

Testing a new lateral planner algorithm. Very experimental - for developers and testers.

๐ŸŽฏ Best for: Development๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Test vehicles

WMI2

December 09, 2025
68%22 votes
Great 20%Good 42%OK 28%Bad 10%
โ€ขEarly

Second World Model Iteration. Early E2E experiment that showed promise.

๐ŸŽฏ Best for: Historical๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Test vehicles

WMI

December 06, 2025
65%20 votes
Great 18%Good 40%OK 30%Bad 12%
โ€ขOriginal

The ORIGINAL World Model Iteration. Started the E2E revolution in Sunnypilot.

๐ŸŽฏ Best for: Historical๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Test vehicles

Dark Souls Model

December 03, 2025
79%56 votes
Great 32%Good 38%OK 20%Bad 10%
โšกAggressive

Original 'unforgiving' model. Still popular for assertive driving. Less refined than v2 but raw character.

๐ŸŽฏ Best for: Aggressive Driving๐ŸŽฎ Stiff๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Ford F-150Toyota TacomaKia Sportage

Planplus Model

November 28, 2025
68%25 votes
Great 22%Good 40%OK 28%Bad 10%
โ€ขExperimental

Lateral planner experiment. Predecessor to Planplus v2.

๐ŸŽฏ Best for: Development๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Test vehicles

Neurips Driving Model v2

November 12, 2025
70%25 votes
Great 28%Good 35%OK 25%Bad 12%
โ€ขAcademic

Model presented at NeurIPS AI conference. Showcase technology with academic focus.

๐ŸŽฏ Best for: Research๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Research vehicles

Neurips Driving Model

November 12, 2025
68%20 votes
Great 25%Good 35%OK 28%Bad 12%
โ€ขAcademic

Original conference model. Interesting for research purposes.

๐ŸŽฏ Best for: Research๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Research vehicles

ST Model

November 11, 2025
70%28 votes
Great 25%Good 40%OK 25%Bad 10%
โ€ขExperimental

Short-term planning model. Focused on immediate path decisions.

๐ŸŽฏ Best for: Experimentation๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

Cool GWM (CGWM)

October 24, 2025
76%32 votes
Great 35%Good 40%OK 15%Bad 10%
๐ŸŒŠSmoothโ€ขCommunity

Also referred to as gWM10. A highly discussed and used model noted for its lateral performance. However, some users report it 'hugs the left too much' compared to its predecessor. A popular alternative for those looking for different steering characteristics on GWM platforms.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

2021 Camry XSE

Cool GWM

October 24, 2025
72%32 votes
Great 28%Good 40%OK 24%Bad 8%
โ€ขCommunity

Generic World Model variant created by the community.

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

gWM9

October 21, 2025
74%25 votes
Great 30%Good 45%OK 20%Bad 5%
โ€ขLateralโ€ขCommunity

Predecessor to Cool GWM. Well-regarded for its lateral control consistency on supported platforms.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

2021 Toyota RAV4 hybrid

GWM V9

October 21, 2025
70%28 votes
Great 25%Good 40%OK 27%Bad 8%
โ€ขCommunity

Generic World Model version 9. Standard performance.

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

TCPmV3 (The Cool Peoples Model)

COMMUNITY CHOICE
October 10, 2025
92%45 votes
Great 85%Good 10%OK 5%Bad 0%
โ€ขCustom๐ŸŒŠSmooth๐Ÿ›ฃ๏ธHighway

Highly praised community model known for its exceptional smoothness and lack of low-speed jerkiness. Many users describe it as 'awesome' and superior to standard releases for lateral control consistency. Particularly popular with Kia e-Niro users in the UK. One of the best custom lateral models of late 2025.

๐ŸŽฏ Best for: All-Around / Comfort๐ŸŽฎ Ultra-Smooth๐Ÿ’ฌ Discuss

๐Ÿš— Tested on:

Kia e-NiroHonda Civic2025 Ioniq 5Corolla Hatchback21 Hyundai Palisade

The Cool Peoples Model v3

October 10, 2025
74%38 votes
Great 30%Good 40%OK 22%Bad 8%
โ€ขCommunity

Third iteration of the community-driven model. Active development.

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

The Cool Peoples Model v2

October 09, 2025
72%32 votes
Great 28%Good 40%OK 24%Bad 8%
โ€ขCommunity

Second version of the community model. Improved on feedback.

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

Nuggets in Digon

October 09, 2025
62%22 votes
Great 18%Good 38%OK 30%Bad 14%
โ€ขMeme

Meme-named experimental training run. Inconsistent but fun. Don't use for daily driving.

๐ŸŽฏ Best for: Fun๐ŸŽฎ Varies

๐Ÿš— Tested on:

Brave testers

North Nevada Model V2

October 08, 2025
80%52 votes
Great 35%Good 40%OK 18%Bad 7%
โ€ขStable

Updated version of the stable benchmark. Refined lane centering.

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Most vehicles

North Nevada Model

October 07, 2025
78%48 votes
Great 32%Good 42%OK 18%Bad 8%
โ€ขStableโ€ขClassic

Early stable benchmark. Established the 'neutral' baseline.

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Most vehicles

The Cool Peoples Model

October 03, 2025
70%28 votes
Great 25%Good 40%OK 27%Bad 8%
โ€ขCommunityโ€ขOriginal

Original community-driven model. 'By the people, for the people.'

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

gNM v8

September 28, 2025
72%32 votes
Great 28%Good 40%OK 24%Bad 8%
โ€ขGeneric

Generic Neural Model version 8. Solid baseline performance.

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

gNM v6

September 20, 2025
70%28 votes
Great 25%Good 42%OK 25%Bad 8%
โ€ขGeneric

Generic Neural Model version 6. Less refined than v8.

๐ŸŽฏ Best for: Experimentation๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

gNM v5

September 09, 2025
68%24 votes
Great 22%Good 42%OK 28%Bad 8%
โ€ขGeneric

Generic Neural Model version 5. Mid-stage development.

๐ŸŽฏ Best for: Experimentation๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

Nevada Model

POPULAR
September 07, 2025
82%124 votes
Great 32%Good 40%OK 20%Bad 8%
โ€ขStable Benchmark๐Ÿ›ฃ๏ธHighway

The 'neutral' benchmark. If a new model feels weird, Nevada is what you compare it to. Well-balanced between smooth and responsive.

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Most vehiclesKia Sportage PHEV

Fly By Wire

HIDDEN GEM
September 04, 2025
81%48 votes
Great 38%Good 38%OK 18%Bad 6%
๐ŸŒŠSmooth๐Ÿ›ฃ๏ธHighway

Named after aircraft control systems. Smooth, filtered feel like flying. Minimal steering wheel movement.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Light

๐Ÿš— Tested on:

SedansSUVs

Firehose Model

DEV
August 31, 2025
65%42 votes
Great 22%Good 30%OK 28%Bad 20%
โ€ขDevโ€ขUnstable

The raw, unfiltered developer feed from comma.ai's State-of-the-Art (SOTA) training pipeline. This is the absolute 'bleeding edge' of openpilot intelligence, updating almost daily as it ingests new data from the global firehose. HIGH RISK, HIGH REWARD: It often contains the latest breakthroughs in path planning and vision, but has not yet undergone the long-term validation required for a standard release. Technical Note: This model is a direct output of continuous training. Expect radical shifts in behavior day-to-day. If you experience a 'regressive' build, simply wait for the next daily drop or revert to a stable series.

๐ŸŽฏ Best for: Testing & SOTA Research๐ŸŽฎ Volatile (Varies by Drop)

๐Ÿš— Tested on:

Lexus ISLexus RX 350Dev vehicles only

gNM Model v3

August 22, 2025
65%20 votes
Great 20%Good 40%OK 30%Bad 10%
โ€ขGenericโ€ขEarly

Early Generic Neural Model. Historical interest.

๐ŸŽฏ Best for: Historical๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Test vehicles

Steam Powered Model

EXPERIMENTAL
August 16, 2025
71%35 votes
Great 28%Good 35%OK 25%Bad 12%
โ€ขExperimental

Experimental longitudinal (gas/brake) behavior. Unique acceleration and braking feel.

๐ŸŽฏ Best for: Experimentation๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

Kumars Vibe

HIDDEN GEM
August 16, 2025
84%62 votes
Great 42%Good 35%OK 18%Bad 5%
๐ŸŒŠSmooth๐Ÿ›ฃ๏ธHighway

Custom tune that removes the 'robotic' feeling. Very natural, human-like steering inputs. Community favorite for natural driving feel.

๐ŸŽฏ Best for: Natural Feel๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various Hyundai/KiaKia Sportage PHEV

Falling Phoenix

August 14, 2025
72%32 votes
Great 28%Good 40%OK 24%Bad 8%
โ€ขExperimental

Experimental merge. Unique steering some users love.

๐ŸŽฏ Best for: Experimentation๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

UV + DTR Model

August 13, 2025
77%38 votes
Great 32%Good 38%OK 22%Bad 8%
๐Ÿ›‹๏ธComfort๐Ÿ‘๏ธVision

Merge of 'Unlimited Vision' and 'Down to Ride.' Combines visibility with comfort.

๐ŸŽฏ Best for: Mixed Driving๐ŸŽฎ Light

๐Ÿš— Tested on:

ToyotaHonda

Down to Ride v6

LEGENDARY
August 12, 2025
91%203 votes
Great 55%Good 28%OK 12%Bad 5%
๐Ÿ›‹๏ธComfort๐ŸŒŠSmoothโ€ขRight-Hugging(C4)

The legendary 'Wife Approved' model. Sacrifices perfect lane centering for passenger comfort. Won't jerk the wheel; gently drifts into turns. Note: Some Comma 4 users (specifically Ioniq 5) report pronounced right-side lane hugging. Perfect for road trips. If hugging right on C4, try Adjust Camera Offset (-0.05 to -0.10).

๐ŸŽฏ Best for: Passengers๐ŸŽฎ Light

๐Ÿš— Tested on:

Hyundai PalisadeKia TellurideToyota CamryHonda CR-VAudi A3Mazda CX-5 (2021-2024)Honda Pilot (2019-2022)Lincoln Corsair (2020-2023)Hyundai Ioniq 5 (HDA II)

Space Lab 3

August 08, 2025
78%54 votes
Great 35%Good 38%OK 20%Bad 7%
๐ŸŒŠSmooth

Space-themed smooth model with gentle transitions and a relaxed feel.

๐ŸŽฏ Best for: Relaxed Driving๐ŸŽฎ Light

๐Ÿš— Tested on:

Most sedans

Space Lab 2

July 26, 2025
75%42 votes
Great 30%Good 40%OK 22%Bad 8%
๐ŸŒŠSmooth

Earlier Space Lab iteration. Good baseline comfort.

๐ŸŽฏ Best for: Relaxed Driving๐ŸŽฎ Light

๐Ÿš— Tested on:

Toyota CamryHonda Accord

Tomb Raider 16

HIDDEN GEM
July 21, 2025
88%87 votes
Great 52%Good 30%OK 12%Bad 6%
๐Ÿ”„Curves๐Ÿ›ฃ๏ธHighway

CULT CLASSIC! Often called 'Trash Folder 16.' BEST curve handling of any 2025 model. Drives 'on rails' through winding backroads.

๐ŸŽฏ Best for: Curvy Roads๐ŸŽฎ Balanced

๐Ÿš— Tested on:

HyundaiKiaToyota

Le Tomb Raider 14

July 14, 2025
74%35 votes
Great 28%Good 40%OK 22%Bad 10%
โ€ขExperimental

French-named variant. An experimental fork with unique characteristics.

๐ŸŽฏ Best for: Experimentation๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

Tomb Raider 15

July 11, 2025
80%52 votes
Great 38%Good 35%OK 20%Bad 7%
๐Ÿ”„Curvesโ€ขExperimental

Predecessor to TR16. Good curve handling but slightly less refined.

๐ŸŽฏ Best for: Curvy Roads๐ŸŽฎ Balanced

๐Ÿš— Tested on:

HyundaiToyota

Down to Ride v5

July 08, 2025
86%98 votes
Great 48%Good 32%OK 15%Bad 5%
๐Ÿ›‹๏ธComfort๐ŸŒŠSmooth

Previous DTR version. Still smooth and comfortable, slightly less refined than v6.

๐ŸŽฏ Best for: Passengers๐ŸŽฎ Light

๐Ÿš— Tested on:

Hyundai PalisadeToyota Camry

Simple Plan Driving

July 07, 2025
73%32 votes
Great 28%Good 40%OK 24%Bad 8%
โ€ขSimpleโ€ขReliable

Simplified planning model. Reliable and predictable behavior.

๐ŸŽฏ Best for: Reliability๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Most vehicles

Tomb Raider 14

June 30, 2025
73%32 votes
Great 25%Good 42%OK 23%Bad 10%
โ€ขExperimental

Standard TR14 iteration. Laid groundwork for TR15 and TR16.

๐ŸŽฏ Best for: Experimentation๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

Aggressive TR

June 28, 2025
76%40 votes
Great 32%Good 38%OK 20%Bad 10%
โšกAggressive๐Ÿ”„Curves

Aggressive tune of the TR series. Combines curve handling with assertive inputs.

๐ŸŽฏ Best for: Sporty Driving๐ŸŽฎ Stiff

๐Ÿš— Tested on:

Sporty vehicles

Tomb Raider 13

June 27, 2025
70%28 votes
Great 22%Good 42%OK 26%Bad 10%
โ€ขExperimental

Earlier TR series. Foundation for curve-handling characteristics.

๐ŸŽฏ Best for: Experimentation๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

Vegetarian Filet o Fish

June 21, 2025
74%38 votes
Great 28%Good 42%OK 22%Bad 8%
๐ŸŒŠSmoothโ€ขEco

Gentle braking profile optimized for hybrids. Maximizes regenerative braking.

๐ŸŽฏ Best for: Hybrids/EVs๐ŸŽฎ Light

๐Ÿš— Tested on:

Toyota PriusHyundai Ioniq

Liquid Crystal Driving

June 21, 2025
70%25 votes
Great 25%Good 40%OK 25%Bad 10%
โ€ขExperimental

Experimental TR-era model with unique steering characteristics.

๐ŸŽฏ Best for: Experimentation๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

Kerrygold Driving

June 08, 2025
76%42 votes
Great 32%Good 40%OK 20%Bad 8%
๐ŸŒŠSmooth

Named after the butter brand - 'Smooth as butter.' Very gentle inputs.

๐ŸŽฏ Best for: Comfort๐ŸŽฎ Light

๐Ÿš— Tested on:

Sedans

Secret Good Openpilot

HIDDEN GEM
May 16, 2025
82%48 votes
Great 42%Good 35%OK 18%Bad 5%
โ€ขHidden Gem

The name says it all - a hidden gem! Surprisingly good all-around performance.

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various Hyundai/Kia

Tomb Raider 7

May 07, 2025
65%22 votes
Great 20%Good 40%OK 28%Bad 12%
โ€ขEarly

Early TR series. Foundation for later versions.

๐ŸŽฏ Best for: Historical๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

SP Vikander Model

May 03, 2025
75%38 votes
Great 30%Good 40%OK 22%Bad 8%
โ€ขSunnypilot

Sunnypilot-specific tune. Optimized for this fork.

๐ŸŽฏ Best for: All-Around๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Sunnypilot vehicles

Filet o Fish

March 07, 2025
74%35 votes
Great 28%Good 42%OK 22%Bad 8%
๐ŸŒŠSmoothโ€ขOriginal

Original 'fish' model. Smooth braking profile. Historical significance.

๐ŸŽฏ Best for: Comfort๐ŸŽฎ Light

๐Ÿš— Tested on:

Various sedans

Alpha Longitudinal

SPECIALTY
Early 2025
88%120 votes
Great 60%Good 30%OK 10%Bad 0%
โ€ขHyundaiโ€ขLongitudinalโ€ขSCC Bypass

Essential for bypassing the factory 20 MPH SCC minimum on modern Hyundais, enabling smooth stop-and-go in heavy traffic.

๐ŸŽฏ Best for: Stop-and-Go Traffic๐ŸŽฎ Stock

๐Ÿš— Tested on:

Hyundai SonataHyundai Ioniq 5

BluePilot 5.0

Late 2025
85%95 votes
Great 50%Good 30%OK 15%Bad 5%
โ€ขFordโ€ขF-150โ€ขNavigator

Customized for Ford's BlueCruise hardware logic. Excellent torque management for heavy trucks and SUVs.

๐ŸŽฏ Best for: Towing & Highway๐ŸŽฎ Stiff

๐Ÿš— Tested on:

Ford F-150Lincoln Navigator

TCP V3

Mid 2025
82%60 votes
Great 40%Good 40%OK 15%Bad 5%
โ€ขHondaโ€ขLegacy

The Torque Control Profile V3. Highly regarded for older Honda platforms to prevent steering micro-vibrations.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Honda Accord

sunnypilot (MVL Fork)

Late 2025
80%45 votes
Great 35%Good 45%OK 15%Bad 5%
โ€ขHondaโ€ขOdysseyโ€ขFork

Maintained by MVL. Specifically targets the steering deadzone issues present in the Honda Odyssey platform.

๐ŸŽฏ Best for: Mixed Driving๐ŸŽฎ Light

๐Ÿš— Tested on:

Honda Odyssey

sunnypilot (C3X Mode)

Late 2025
85%90 votes
Great 50%Good 30%OK 15%Bad 5%
โ€ขToyotaโ€ขSiennaโ€ขFork

Optimized for comma 3X hardware on TSS2 Toyotas. Drastically improves behavior in dense city grids.

๐ŸŽฏ Best for: City Grids๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Toyota Sienna

Notre Dame

July 01, 2024
78%68 votes
Great 32%Good 42%OK 20%Bad 6%
โ€ขStable

Solid legacy model. Named after the cathedral - built to last.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

North Dakota

LEGENDARY
April 29, 2024
86%156 votes
Great 48%Good 32%OK 15%Bad 5%
๐Ÿ”’Stiff๐Ÿ›ฃ๏ธHighway

Known for SUPER STIFF steering. Hugs center lane and REFUSES to move. On rails. Can feel robotic but incredibly stable.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Heavy

๐Ÿš— Tested on:

Most vehicles

WD40

POPULAR
April 09, 2024
84%112 votes
Great 42%Good 35%OK 18%Bad 5%
๐ŸŒŠSmooth๐Ÿ›ฃ๏ธHighway

Named because it 'lubricated' North Dakota's stiffness. Best of both worlds. Stable centering without robotic feel.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Most vehicles

Duck Amigo

March 18, 2024
72%45 votes
Great 28%Good 38%OK 25%Bad 9%
โ€ขSoftโ€ขLegacy

Legacy comfort model with very soft inputs. Passenger-focused.

๐ŸŽฏ Best for: Passengers๐ŸŽฎ Light

๐Ÿš— Tested on:

ToyotaHonda sedans

Recertified Herbalist

LEGENDARY
March 01, 2024
92%245 votes
Great 58%Good 28%OK 10%Bad 4%
โ€ขLegendary๐Ÿ›ฃ๏ธHighway

THE most reliable legacy model. The 'Toyota Camry' of models - boring, predictable, rock solid. UNSHAKEABLE on highways. Bad at stop signs.

๐ŸŽฏ Best for: Road Trips๐ŸŽฎ Balanced

๐Ÿš— Tested on:

All compatible vehiclesKia Sportage PHEV

Certified Herbalist v2

February 19, 2024
82%78 votes
Great 38%Good 38%OK 18%Bad 6%
โ€ขPredecessor

Predecessor to Recertified Herbalist. Still good but less polished.

๐ŸŽฏ Best for: Highway๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Various

Blue Diamond v2

LEGENDARY
December 12, 2023
89%134 votes
Great 52%Good 30%OK 13%Bad 5%
๐Ÿ‘๏ธVision๐ŸŒง๏ธRain

The 'VISION KING' of older models. EXCELLENT in rain or poor lane markings. Can see lanes that other models miss.

๐ŸŽฏ Best for: Bad Weather๐ŸŽฎ Balanced

๐Ÿš— Tested on:

All compatible vehicles

Farmville

November 07, 2023
55%35 votes
Great 15%Good 35%OK 30%Bad 20%
โ€ขDeprecated

Very old model from 2023. Mostly deprecated. Historical interest only. Don't use for daily driving.

๐ŸŽฏ Best for: Historical๐ŸŽฎ Balanced

๐Ÿš— Tested on:

Legacy vehicles
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