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Real head-to-head · same prompt, one shot

Hermes MoA vs Qwen 3.8

A panel of frontier models, merged by a chair. The model doesn't matter — the system does. vs Alibaba's 2.4T flagship — benched through Qoder.

Head-to-head verdict: Qwen 3.8 wins 19–9 with 10 ties.

Hermes MoA · contextVaries (per-panel)
Qwen 3.8 · contextQoder-hosted
Hermes MoA · pricePanel + aggregator calls (via OpenRouter)
Qwen 3.8 · priceQoder plan
Hermes MoA · vendorHermes · Mixture of Agents
Qwen 3.8 · vendorAlibaba

What I tested — same prompt, two models

I run the same fixed prompt set through every new model the day it drops — same string, one shot, single HTML file out — and I score the result 0–10 on whether it ran, how close it hit the brief, and how good it looked. Below is what came out when I gave the exact same prompts to Hermes MoA and Qwen 3.8, side by side, on 38 shared tasks inside the Agent Operating System.

Both models were given identical prompts inside the Agent Operating System — no help, no iteration, no "best of N" tricks. I run each prompt once, save the HTML file the model produces, and score it 0–10 on whether it ran, how close it hit the brief, and how good it looked. The scoring is mine. The verdicts below are pulled from my source comparison guides at agentos.guide where I publish every score and the reasoning behind it.

Hermes MoA · Run from the Mixture tab in the Hermes Agent OS. On this bench the panel built each demo and the aggregator merged the best of every draft.

Qwen 3.8 · Benched on GoldieBench via the Qoder CLI (`qoder-qwen`, model Qwen3.8-Max-Preview) — the only door while it has no public API. Non-game tasks are one-shot like the rest of the field. GAME tasks run in Qoder's real AGENT mode: skill-infused build, then up to 2 QA fix rounds where a vision judge + live console errors are fed back and Qwen 3.8 edits its own file (it took crypt from a black-screen 3.0 to a torch-lit 7.8). Scored on a mid-play frame by the same Opus judge as everyone else. This is a partial run — the full 50-task card replaces it when the batch completes.

Side-by-side on 50 shared tasks

Click any cell to play that model's actual one-shot attempt. Medals are derived from my 0–10 scores per task (highest = 🥇, second = 🥈, third = 🥉).

Task ↓
Hermes MoA
Qwen 3.8
Game
🥇Hermes MoA on Arcade
Qwen 3.8 on Arcade
Game
Hermes MoA on Crypt
Qwen 3.8 on Crypt
Game
🥈Hermes MoA on Dogfight
Qwen 3.8 on Dogfight
Game
🥇Hermes MoA on Doom
Qwen 3.8 on Doom
🥈Hermes MoA on Dragonflight
Qwen 3.8 on Dragonflight
Hermes MoA on Dragonrealm
Qwen 3.8 on Dragonrealm
Game
Hermes MoA on Flightsim
🥈Qwen 3.8 on Flightsim
Game
Hermes MoA on Game
Qwen 3.8 on Game
Game
Hermes MoA on Gtadrive
🥈Qwen 3.8 on Gtadrive
Game
Hermes MoA on Gtafoot
🥉Qwen 3.8 on Gtafoot
🥉Hermes MoA on Neonblaster
🥈Qwen 3.8 on Neonblaster
Game
Hermes MoA on Neonracer
Qwen 3.8 on Neonracer
Hermes MoA on Nordiccrypt
Qwen 3.8 on Nordiccrypt
Game
Hermes MoA on Outrun
🥇Qwen 3.8 on Outrun
Game
Hermes MoA on Racing
🥉Qwen 3.8 on Racing
Game
🥈Hermes MoA on Rpg
Qwen 3.8 on Rpg
Game
Hermes MoA on Skyrim
🥉Qwen 3.8 on Skyrim
Hermes MoA on Twilightvale
Qwen 3.8 on Twilightvale
Page
Hermes MoA on Aipbpromo
🥇Qwen 3.8 on Aipbpromo
Page
Hermes MoA on Landing
Qwen 3.8 on Landing
Sim
Hermes MoA on Blackhole
Qwen 3.8 on Blackhole
Sim
🥇Hermes MoA on Boids
🥇Qwen 3.8 on Boids
Sim
🥈Hermes MoA on Cloth
🥇Qwen 3.8 on Cloth
Sim
Hermes MoA on Fluid
Qwen 3.8 on Fluid

Where Hermes MoA beat Qwen 3.8

The tasks where I gave Hermes MoA a higher 0–10 score on the same prompt — with the actual commentary from my source guides.

Game Game
Hermes MoA 8.7 · Qwen 3.8 6.5 (+2.2)

What I saw: A genuinely juicy single-file arcade build: physics-driven movement with both mouse/touch and WASD, a shockwave mechanic with cooldown ring, combo/lives/level system, localStorage best score, screen shake, particle bursts, parallax stars, scrolling grid, and ambient glow — denser…

Dogfight Game
Hermes MoA 8.6 · Qwen 3.8 6.8 (+1.8)

What I saw: Polished 2D-canvas dogfight with strong feel — adaptive aim-assist, heat/overheat gun mechanic, dual input (drag+WASD), shake, particles, and a clean HUD that play noticeably better than SOLO Opus (7.5); the catch is it's top-down 2D canvas, not 3D/WebGL like Fusion's 36KB three.…

Hermes MoA 8.6 · Qwen 3.8 7.0 (+1.6)

What I saw: Strong three.js dragon-flight build with a polished neon HUD (rings/speed/streak/fury), a genuinely articulated multi-segment dragon with flapping wings, additive fire-breath particles, fury mode, and three input paths (pointer/keyboard/touch) — visibly richer and more cohesive t…

Hermes MoA 7.8 · Qwen 3.8 6.4 (+1.4)

What I saw: Polished Nordic crypt with strong texture/torch/ember/rune atmosphere, instanced walls, mobile joysticks and pointer-lock — clearly beats SOLO Opus 4.8 (6.0), but the displayed source is cut mid-mousemove handler so the input/movement/collision/animation loop can't be confirmed, …

Doom Game
Hermes MoA 8.6 · Qwen 3.8 7.4 (+1.2)

What I saw: A complete, polished raycaster that nails the Doom screenshot framing — corridor with imps dead ahead, detailed canvas-drawn imp sprites with bob/flash/death states, muzzle flash, screen-shake kick, hit-scan with line-of-sight checks, and a clean DOOM-branded HUD with health/ammo…

Where Qwen 3.8 beat Hermes MoA

The tasks where I gave Qwen 3.8 a higher 0–10 score on the same prompt — with the actual commentary from my source guides.

Gtafoot Game
Qwen 3.8 8.1 · Hermes MoA 4.5 (+3.6)

What I saw: Strong dusk-lit third-person city with polished HUD (vitals, ammo, wanted stars, minimap, takedowns), a proper armed player character, pedestrians, park, crosswalks, and cars — clearly on-brief and shippable. Held just below the top tier because the screenshot shows peaceful pede…

Flightsim Game
Qwen 3.8 8.4 · Hermes MoA 6.5 (+1.9)

What I saw: Gorgeous dawn-lit terrain with runway, hangar, full HUD (IAS/ALT/VS/heading tape/attitude indicator/throttle/hull/minimap) and a takeoff prompt actively firing at 43kt — clearly on-brief and polished with visible birds as targets. Falls just short of the field's best due to the s…

Aipbpromo Page
Qwen 3.8 8.4 · Hermes MoA 7.0 (+1.4) · cinematic promo reel

What I saw: The cold-open scene renders beautifully — massive Bebas Neue headline with gold 'NO OFF HOURS' accent, typed monospace line, HUD framing, film grain and timeline bar all read as a polished Remotion-style reel; source confirms a full 4-scene timeline with animated count-up stats, …

Gtadrive Game
Qwen 3.8 8.6 · Hermes MoA 7.5 (+1.1) · Dusk City Cruiser

What I saw: Gorgeous dusk-lit voxel city with a polished HUD (stars, health/car bars, minimap, cash, cops-down) and visible traffic plus a well-modeled player car with drive-by crosshair; the atmospheric skybox, shadows, and complete GTA feature set (jack cars, wanted stars, cop combat) push…

Racing Game
Qwen 3.8 8.6 · Hermes MoA 7.8 (+0.8) · Combat Racer Polish

What I saw: Strong render: sleek third-person hovercraft with a banked track, spike-mine hostiles clustered ahead, tire stacks/pillar obstacles, and a gorgeously cohesive sunset HUD with minimap, crosshair, and combat stats. Beats generic walking sims by delivering visible enemies + combat f…

Strengths & weaknesses I logged

Hermes MoA

Strengths

  • On GoldieBench, the MoA panel's galaxy edged solo Opus 4.8 — 8.6 vs 8.5 — with a denser 24k-particle spiral (the system beats the model)
  • Two gold + one silver across its first three one-shot builds (galaxy, fireworks, arcade)
  • Vendor-agnostic — swap any OpenRouter model into a panel or aggregator slot without touching the workflow

Trade-offs

  • Latency is the panel's slowest draft plus the aggregator pass — ~110–140s per single-file build vs a solo model's one call
  • Costs more per task than any single model (every panel slot + the aggregator are separate calls)
  • Only 3 of 42 bench tasks run so far — a representative slice, not the full board

Qwen 3.8

Strengths

  • Skyrim-style open worlds — the Dragon Realm build rendered a lit snowfield, first-person sword and working roaming enemies (7.8)
  • Held up across game genres early — voxel sandbox and Doom raycaster both came out shippable
  • Runs as a real agentic coder inside Qoder (writes + iterates on files), not just a chat model

Trade-offs

  • Torch-lit dungeon (crypt) came out generic (6.3); one open-world RPG one-shot black-screened (twilightvale 2.5) — classic three.js r128 API drift
  • Preview is Qoder / Token-Plan only — no OpenRouter or public API, so it can't be routed into an app the way the OpenRouter models can

Pricing & context — the spec sheet

Spec Hermes MoA Qwen 3.8
VendorHermes · Mixture of AgentsAlibaba
Context windowVaries — the sum of the panel models' contexts (Opus 4.8 + GPT-5.5)Served through Alibaba's Qoder agent platform; the 3.8-Max preview has no standalone public context window yet.
PricePanel + aggregator calls (via OpenRouter)Qoder plan
Pricing detailHermes Mixture of Agents dispatches one prompt to a configurable panel of frontier models in parallel, then a named aggregator reads every draft and writes one better final answer. Default panel: Claude Opus 4.8 + GPT-5.5, aggregated by Opus 4.8 — all via the OpenRouter key. Unlike a black-box ensemble, every slot is yours to swap from the Mixture tab in the Agent OS.Qwen3.8-Max-Preview is Alibaba's ~2.4T-parameter flagship, positioned just behind Claude Fable 5. It is NOT on OpenRouter or a public API yet — the only access today is inside Qoder (Alibaba's agentic coding platform, free 2-week Pro trial). Benched here via the Qoder CLI on model `Qwen3.8-Max-Preview`, one-shot.
Release2026-06-282026-07
Bench coverage47/47 scored · avg 8.17/1041/41 scored · avg 8.22/10

The verdict — which should you pick?

Across 38 scored shared tasks, the averages are essentially tied — Hermes MoA 8.17 vs Qwen 3.8 8.24. This isn't the comparison where one wins; it's the comparison where you pick based on context, pricing, and what you're actually trying to ship.

If you only run one of these inside your stack, the head-to-head average above is the call. If you can run both, my honest play is to wire Hermes MoA and Qwen 3.8 both into the Agent Operating System and dispatch each from the kanban by task type — high-stakes single prompts where ensemble quality beats single-model speed → Hermes MoA, one-shot 3d game and world prototypes where atmosphere matters → Qwen 3.8. That's the same setup I run for the 4,000+ founders inside the AI Profit Boardroom.

FAQ — Hermes MoA vs Qwen 3.8

Which is better, Hermes MoA or Qwen 3.8?

On Goldie Bench, Hermes MoA averages 8.17/10 across the shared tasks, with 6 gold, 9 silver, 4 bronze overall. Qwen 3.8 averages 8.24/10, with 10 gold, 9 silver, 5 bronze. Qwen 3.8 wins the head-to-head 19–9.

How much does Hermes MoA cost vs Qwen 3.8?

Hermes MoA: Hermes Mixture of Agents dispatches one prompt to a configurable panel of frontier models in parallel, then a named aggregator reads every draft and writes one better final answer. Default panel: Claude Opus 4.8 + GPT-5.5, aggregated by Opus 4.8 — all via the OpenRouter key. Unlike a black-box ensemble, every slot is yours to swap from the Mixture tab in the Agent OS. Qwen 3.8: Qwen3.8-Max-Preview is Alibaba's ~2.4T-parameter flagship, positioned just behind Claude Fable 5. It is NOT on OpenRouter or a public API yet — the only access today is inside Qoder (Alibaba's agentic coding platform, free 2-week Pro trial). Benched here via the Qoder CLI on model `Qwen3.8-Max-Preview`, one-shot.

What's the context window for Hermes MoA vs Qwen 3.8?

Hermes MoA has a Varies — the sum of the panel models' contexts (Opus 4.8 + GPT-5.5) context window. Qwen 3.8 has a Served through Alibaba's Qoder agent platform; the 3.8-Max preview has no standalone public context window yet. context window.

When should I pick Hermes MoA over Qwen 3.8?

Pick Hermes MoA for: High-stakes single prompts where ensemble quality beats single-model speed; Squeezing frontier-plus output from models you already have while Fable 5 / GPT-5.6 are still in preview; Production agents that want a configurable panel + vendor-redundancy on every call. The trade-off is the weaknesses we logged on the bench: Latency is the panel's slowest draft plus the aggregator pass — ~110–140s per single-file build vs a solo model's one call; Costs more per task than any single model (every panel slot + the aggregator are separate calls); Only 3 of 42 bench tasks run so far — a representative slice, not the full board.

When should I pick Qwen 3.8 over Hermes MoA?

Pick Qwen 3.8 for: One-shot 3D game and world prototypes where atmosphere matters; Anyone already in the Qoder IDE/CLI wanting a near-frontier model free on the Pro trial; A cheaper stand-in for Fable 5 on creative-visual builds. The trade-off is the weaknesses we logged on the bench: Torch-lit dungeon (crypt) came out generic (6.3); one open-world RPG one-shot black-screened (twilightvale 2.5) — classic three.js r128 API drift; Preview is Qoder / Token-Plan only — no OpenRouter or public API, so it can't be routed into an app the way the OpenRouter models can.

How does Goldie Bench score Hermes MoA vs Qwen 3.8?

Every demo on this page was built by Julian Goldie inside the Agent Operating System — same fixed prompt for both models, one shot, single HTML file out. Each result gets a 0–10 score on whether it ran, how close it hit the brief, and how good it looked. The highest score on each task gets gold; second gets silver; third gets bronze. See methodology for full provenance.

The same stack Julian uses

Run this stack yourself.

Every demo on this bench was built inside the Agent Operating System — one prompt, one shot, single HTML file out. The Agent OS, the prompts, the templates, the weekly walkthroughs and 4,000+ founders shipping with it every day all live inside the AI Profit Boardroom.

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