Index · updated 24 Oct 2026

Pick the right LLM, skip the noise.

A short, opinionated index of the models that matter right now, with prices, context windows and honest trade-offs. Test two, ship one.

1M context is now standard $0.10 / MTok cheapest tier 816B open-weight Muse Spark Open Oct 23 latest release: Kimi K3.1 Pro

Model radar

newest first · prices per MTok in/out
Oct 23

Kimi K3.1 ProMoonshot AI

Flagship reasoning model with always-on thinking, vision input and 1M context. $2 / $10. A Highspeed variant shipped the same day.

verify license
Oct 19

MiniMax M3.1 FlashMiniMax

Multimodal agent model with tunable thinking depth and 1M context. From $0.10 / $0.50 on the cheapest host.

api
Oct 19

Mercury 3Inception

Diffusion LLM that generates in parallel rather than token by token. 1M context, $0.10 / $0.35. Worth testing where latency dominates.

proprietary
Oct 17

DeepSeek V4.1-Flash 1017DeepSeek

Refresh that finishes tasks faster with shorter answers at the same API price. Native vision, 1M context, open weights (MIT, per trackers).

open weights
Oct 16

GPT-6 ProOpenAI

Listed by trackers with parallel agents. We could not confirm pricing or benchmarks from OpenAI itself yet.

verify
Oct 15

Muse Spark OpenMeta

816B total / 42B active MoE, natively multimodal, 1M context, $1.25 / $4.25 hosted. Weights under the Muse Model License (attribution; terms above $20M MaaS revenue).

open weights
Oct 15

Nemotron 3.5 Bolt · Super VLNVIDIA

Open models at 74B (9B active) and 120B (12B active, vision-language). Details still thin; check the model cards before committing.

open weights
Oct 13

Gemini 4 ArgonGoogle

Reported generally available after the Sep 30 gated announcement. Confirm pricing and limits in Google’s docs before planning around it.

verify
Oct 7

Claude Haiku 5.5Anthropic

Completes the 5.5 line next to Opus 5.5 ($4 / $20) and Sonnet 5.5 ($2 / $10). From $0.10 / $0.50, 1M context.

api

If you test only three

full recommendations →

Quality ceiling

GPT-6 Astra

Newest OpenAI frontier tier: 99.9% on ARC-AGI 3 and 100% on ExploitBench at $10 / $50. Use it where a wrong answer is expensive.

Agentic default

Claude Opus 5.5

1M context, 128K output and adaptive thinking at $4 / $20. Best fit for long-running coding and multi-step agents.

Volume & value

DeepSeek V4.1-Flash 1017

Vision, 1M context and open weights at roughly $0.15–$0.30 in / $0.60–$1.20 out. Pair it with a premium model above.

What changed this month

Sep – Oct 2026
anthropic

Claude 5.5 is complete

Opus 5.5 (Sep 22), Sonnet 5.5 (Sep 28) and Haiku 5.5 (Oct 7), all with 1M context. Fable 5.1 covers creative work; Mythos 5.1 stays gated. Anthropic also opened a waitlist research preview of Claude Duet, a background agent app that asks before acting.

openai

GPT-6 gets tiers

Astra on top, Sol ($2 / $10) and Luna ($0.10 / $0.50) below, plus GPT-6.1 Sol for coding and computer use. A GPT-6 Pro with parallel agents was reported on Oct 16.

open

Open weights close in

Muse Spark Open (816B / 42B active), Mistral Large 4 (1.05T MoE), Kimi K3, Qwen3.8 and GLM-5.3 trade blows with closed models on coding and reasoning.

google

Gemini 4 Argon opens up

Gated to cyber defenders on Sep 30, now reported generally available. Gemini 3.8 Flash remains the proven production pick.

cost

Cheap tiers got capable

$0.10 per MTok input now buys 1M context from Haiku 5.5, GPT-6 Luna, MiniMax M3.1 Flash and Mercury 3.

speed

Diffusion enters the chat

Mercury 3 is the strongest diffusion LLM so far. Treat it as a latency specialist, not a general default.

Explore by need

Default stack

One premium model for quality, one cheap model for volume, an open model when data must stay home. Evaluate on your own prompts for a week before switching.

Read the reasoning →