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TOWARD//AGI

// live acquisition system

Model Radar

An automated sweep of Hugging Face and OpenRouter, every six hours — filtered to notable labs and high-signal releases, with a capability catalog mapping every contact to the jobs it can actually do.

sweep interval: 06hlast scan: 27m ago109 contacts logged109 in last 30d

// introductions

Last 30 days

radar — 109 new contacts since Aug 15, 2026live

$ +93 more contacts in the registry below — the long tail is mostly community fine-tunes.

// catalog

Latest model catalog by task type

Chat

chat

General-purpose assistant conversation and Q&A.

Vibecoding

code

Code generation, completion, and pair-programming.

Bots

bots

High-volume conversational agents and support bots.

Claw

agent

Agentic tool use — function calling, browsing, computer use.

Spark

fast

Small, fast, affordable tiers for everyday workloads.

Extraction

xtract

Structured output, document parsing, retrieval work.

Vision

vis

Image understanding — reading, describing, reasoning over pixels.

Image

img

Image generation and editing.

Frontend

ui

UI code, design-to-code, and layout work.

Gamedev

game

Game code, procedural content, and systems scripting.

Transactions

txn

Real-world tasks — forms, commerce, multi-step execution.

scores: · serviceable · strong · elite — ed marks editorial curation; all other scores are heuristically inferred from model metadata, not benchmarks.

// matrix

Capability matrix

modelchatcodeagentfastrsnvislatctx
x-ai/SpaceXAI: Grok 4.5ed·
anthropic/Anthropic: Claude Fable 5.1ed··
anthropic/Anthropic: Claude Fable 5.1 (batch)ed··
Meta/Llama 4 Scouted
DeepSeek/DeepSeek V4ed··
Qwen/Qwen3.5 72B Instructed··
Mistral AI/Mistral Large 3ed·
OpenAI/GPT-5.2ed··
Google/Gemini 3 Flashed
anthropic/Anthropic: Claude Opus 4.8 (Fast)ed··
anthropic/Anthropic: Claude Opus 4.8ed··
anthropic/Anthropic: Claude Opus 4.8 (batch)ed··
x-ai/SpaceXAI: Grok 4.6ed·
anthropic/Claude Opus 5 (Fast)ed··

// watchlist

Upcoming — next week

reportedcuratedweek of Sep 15

openai/GPT-5 Codex (next iteration)

OpenAI has been shipping coding-tuned refreshes on a tight cadence; watch the changelog and OpenRouter for a new gpt-5-codex variant.

source →
reportedcuratedweek of Sep 15

google/Gemini 3 Pro

Flash shipped Aug 21; Pro historically follows within weeks. Expect image + long-context emphasis.

source →
rumoredcuratedweek of Sep 15

deepseek-ai/DeepSeek Flash tier

DeepSeek V4 landed Aug 22; a distilled fast/cheap tier would extend their price-pressure strategy. Watch HF org page.

source →
signalcuratedweek of Sep 15

anthropic/Claude Haiku refresh

Haiku-tier refreshes tend to follow flagship releases; no official date. Radar watching for new claude-* ids on OpenRouter.

source →
signalradar hintunscheduled signal

Google DeepMind/Gemini-powered

Radar hint from Google DeepMind: "Empowering India’s next generation of innovators with ATL Saathi"

source →
signalradar hintunscheduled signal

OpenAI Blog/GPT-6

Radar hint from OpenAI Blog: "GPT-6 Astra: The next generation in intelligence for work"

source →

watchlist entries are signals, not commitments — "rumored" and "signal" confidence means no confirmed date exists.

// all contacts

Registry

27m agoopenroutertext-generationtext

inclusionai/inclusionAI: Ling 3.0 Flash Fin (free)

262.1K ctx
27m agoopenroutertext-generationmultimodal

qwen/Qwen: Qwen3.8 Flash

1.0M ctx
27m agoopenroutertext-generationmultimodal

z-ai/Z.ai: GLM 5.3 Flash

1.3M ctx
27m agoopenroutertext-generationmultimodal

meta/Meta: Muse Spark 1.2 Contributor

1.0M ctx
27m agoopenroutertext-generationmultimodal

deepseek/DeepSeek: DeepSeek V4 Flash Vision Exp

1.0M ctx
27m agoopenroutertext-generationmultimodal

moonshotai/MoonshotAI: Kimi K3

1.0M ctx
27m agoopenroutertext-generationmultimodal

meta/Meta: Muse Spark 1.1

1.0M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Luna Pro

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Luna Pro (batch)

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Luna

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Luna (batch)

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Terra Pro

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Terra Pro (batch)

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Terra

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Terra (batch)

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Sol Pro

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Sol Pro (batch)

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Sol

1.1M ctx
27m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-5.6 Sol (batch)

1.1M ctx
27m agoopenroutertext-generationmultimodal

x-ai/SpaceXAI: Grok 4.5

500.0K ctx
59m agoopenroutertext-generationmultimodal

sakana/Sakana: Fugu Max

1.0M ctx
59m agoopenroutertext-generationmultimodal

inclusionai/inclusionAI: Ling 3.0 Flash VL

131.1K ctx
59m agoopenroutertext-generationmultimodal

inclusionai/inclusionAI: Ling 3.0 Flash VL (free)

262.1K ctx
59m agoopenroutertext-generationmultimodal

deepseek/DeepSeek: DeepSeek V4.1 Flash

1.0M ctx
59m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-6 Astra

1.1M ctx
59m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-6 Astra (batch)

1.1M ctx
59m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-6 Astra Pro

1.1M ctx
59m agoopenroutertext-generationmultimodal

openai/OpenAI: GPT-6 Astra Pro (batch)

1.1M ctx
59m agoopenroutertext-generationtext

inclusionai/inclusionAI: Ling 3.0 Flash Sante (free)

262.1K ctx
59m agoopenroutertext-generationmultimodal

qwen/Qwen: Qwen3.8 Max (0902)

1.0M ctx
59m agoopenroutertext-generationmultimodal

meta/Meta: Muse Spark 1.3 Contributor

1.0M ctx
59m agoopenroutertext-generationmultimodal

meta/Meta: Muse Spark 1.3

1.0M ctx
59m agoopenroutertext-generationmultimodal

google/Google: Gemini 3.8 Flash

1.0M ctx
59m agoopenroutertext-generationmultimodal

google/Google: Gemini 3.8 Flash (batch)

1.0M ctx
59m agoopenroutertext-generationmultimodal

anthropic/Anthropic: Claude Fable 5.1

1.0M ctx
59m agoopenroutertext-generationmultimodal

anthropic/Anthropic: Claude Fable 5.1 (batch)

1.0M ctx
59m agoopenroutertext-generationtext

ibm-granite/IBM: Granite 4.2 8B

131.1K ctx
59m agoopenroutertext-generationtext

tencent/Tencent: Hy4 preview

1.0M ctx
59m agoopenroutertext-generationtext

inclusionai/inclusionAI: Ling 3.0 Flash Fin

262.1K ctx
59m agoopenroutertext-generationmultimodal

~z-ai/Z.ai: GLM Flash Latest

1.3M ctx
59m agoopenroutertext-generationmultimodal

z-ai/Z.ai: GLM 5.3 Flash (batch)

1.0M ctx
59m agoopenroutertext-generationmultimodal

deepseek/DeepSeek: DeepSeek V4 Flash Vision Exp (batch)

1.0M ctx
59m agoopenroutertext-generationtext

z-ai/Z.ai: GLM 5.3 (batch)

1.0M ctx
59m agoopenroutertext-generationtext

qwen/Qwen: Qwen3.8 2.4T A95B (batch)

1.0M ctx
59m agoopenroutertext-generationtext

deepseek/DeepSeek: DeepSeek V4 Pro 0813 (batch)

1.0M ctx
59m agoopenroutertext-generationmultimodal

meta/Meta: Muse Glimmer 30B (batch)

131.1K ctx
59m agoopenroutertext-generationtext

deepseek/DeepSeek: DeepSeek V4 Flash 0731 (batch)

1.0M ctx
59m agoopenroutertext-generationmultimodal

thinkingmachines/Thinking Machines: Inkling Small (batch)

524.3K ctx
59m agoopenroutertext-generationmultimodal

moonshotai/MoonshotAI: Kimi K3 (batch)

1.0M ctx
59m agoopenroutertext-generationmultimodal

~openai/OpenAI: GPT Astra Latest

1.1M ctx
59m agoopenroutertext-generationmultimodal

~openai/OpenAI: GPT Sol Latest

1.1M ctx
59m agoopenroutertext-generationmultimodal

~openai/OpenAI: GPT Terra Latest

1.1M ctx
59m agoopenroutertext-generationmultimodal

~openai/OpenAI: GPT Luna Latest

1.1M ctx
59m agoopenroutertext-generationmultimodal

sakana/Sakana: Fugu Ultra v2

1.0M ctx
17d agohuggingfacetext-generationtext

Meta/Llama 4 Scout

Mixture-of-experts open-weights flagship with a 10M-token context window, tuned for agentic workloads.

10.0M ctx1.2M dl4.8K likes
17d agohuggingfacetext-generationtext

DeepSeek/DeepSeek V4

Reasoning-first MoE with strong code and math benchmarks at a fraction of closed-model inference cost.

262.1K ctx890.0K dl6.1K likes
17d agobothtext-generationtext

Qwen/Qwen3.5 72B Instruct

Dense 72B instruct model with best-in-class multilingual tool use; available on HF and OpenRouter.

131.1K ctx2.1M dl3.4K likes
17d agohuggingfacetext-generationmultimodal

Mistral AI/Mistral Large 3

Multimodal flagship targeting enterprise agents with native document and image understanding.

256.0K ctx460.0K dl2.2K likes
17d agoopenroutertext-generationmultimodal

OpenAI/GPT-5.2

OpenAI's latest frontier model, routed via OpenRouter with a 400K context window.

400.0K ctx
17d agoopenroutertext-generationmultimodal

Google/Gemini 3 Flash

Low-latency multimodal model with 1M context, positioned for high-throughput agent fleets.

1.0M ctx
17d agoopenroutertext-generationmultimodal

qwen/Qwen: Qwen3.7 Plus

1.0M ctx
17d agoopenroutertext-generationmultimodal

minimax/MiniMax: MiniMax M3

1.0M ctx
17d agoopenroutertext-generationmultimodal

minimax/MiniMax: MiniMax M3 (batch)

524.3K ctx
17d agoopenroutertext-generationmultimodal

minimax/MiniMax: MiniMax M3 (free)

1.0M ctx
17d agoopenroutertext-generationmultimodal

stepfun/StepFun: Step 3.7 Flash

262.1K ctx
17d agoopenroutertext-generationmultimodal

anthropic/Anthropic: Claude Opus 4.8 (Fast)

1.0M ctx
17d agoopenroutertext-generationmultimodal

anthropic/Anthropic: Claude Opus 4.8

1.0M ctx
17d agoopenroutertext-generationmultimodal

anthropic/Anthropic: Claude Opus 4.8 (batch)

1.0M ctx
17d agoopenroutertext-generationtext

qwen/Qwen: Qwen3.7 Max

1.0M ctx
17d agoopenroutertext-generationmultimodal

nvidia/NVIDIA: Nemotron 3.5 Content Safety (free)

128.0K ctx
17d agoopenroutertext-generationtext

nvidia/NVIDIA: Nemotron 3 Ultra

512.3K ctx
17d agoopenroutertext-generationtext

nvidia/NVIDIA: Nemotron 3 Ultra (batch)

512.3K ctx
17d agoopenroutertext-generationtext

nvidia/NVIDIA: Nemotron 3 Ultra (free)

1.0M ctx
17d agoopenroutertext-generationtext

tencent/Tencent: Hy-MT2-1.8B

8.2K ctx
17d agoopenroutertext-generationtext

tencent/Tencent: Hy-MT2-30B-A3B

8.2K ctx
17d agoopenroutertext-generationtext

~z-ai/Z.ai: GLM Latest

1.0M ctx
17d agoopenroutertext-generationtext

tencent/Tencent: Hy-MT2-7B

8.2K ctx
17d agoopenroutertext-generationtext

z-ai/Z.ai: GLM 5.3

1.0M ctx
17d agoopenroutertext-generationmultimodal

qwen/Qwen: Qwen3.8 27B

1.0M ctx
17d agoopenroutertext-generationmultimodal

google/Google: Gemini 3.7 Flash

1.0M ctx
17d agoopenroutertext-generationmultimodal

google/Google: Gemini 3.7 Flash (batch)

1.0M ctx
17d agoopenroutertext-generationmultimodal

bytedance-seed/ByteDance Seed: Seed 2.1 Turbo

262.1K ctx
17d agoopenroutertext-generationtext

qwen/Qwen: Qwen3.8 2.4T A95B

1.0M ctx
17d agoopenroutertext-generationmultimodal

bytedance-seed/ByteDance Seed: Seed-2.0-Code

262.1K ctx
17d agoopenroutertext-generationtext

deepseek/DeepSeek: DeepSeek V4 Pro 0813

1.0M ctx
17d agoopenroutertext-generationmultimodal

x-ai/SpaceXAI: Grok 4.6

500.0K ctx
17d agoopenroutertext-generationtext

nvidia/NVIDIA: Nemotron 3.5 Lightning

262.1K ctx
17d agoopenroutertext-generationtext

nvidia/NVIDIA: Nemotron 3.5 Lightning (free)

1.0M ctx
17d agoopenroutertext-generationmultimodal

sakana/Sakana: Sakana Namazu

262.1K ctx
17d agoopenroutertext-generationtext

upstage/Upstage: Solar Pro 4

524.3K ctx
17d agoopenroutertext-generationmultimodal

meta/Meta: Muse Glimmer 30B

131.1K ctx
17d agoopenroutertext-generationmultimodal

meta/Meta: Muse Spark 1.2

1.0M ctx
17d agoopenroutertext-generationmultimodal

qwen/Qwen: Qwen3.8 Max

1.0M ctx
17d agoopenroutertext-generationtext

~deepseek/DeepSeek V4 Flash Latest

1.3M ctx
17d agoopenroutertext-generationtext

deepseek/DeepSeek: DeepSeek V4 Flash 0731

1.3M ctx
17d agoopenroutertext-generationmultimodal

thinkingmachines/Thinking Machines: Inkling Small

1.0M ctx
17d agoopenroutertext-generationmultimodal

thinkingmachines/Thinking Machines: Inkling Small (free)

1.0M ctx
17d agoopenroutertext-generationmultimodal

qwen/Qwen: Qwen3.7 Flash

1.0M ctx
17d agoopenroutertext-generationmultimodal

anthropic/Claude Opus 5 (Fast)

1.0M ctx
17d agoopenroutertext-generationmultimodal

anthropic/Claude Opus 5

1.0M ctx
17d agoopenroutertext-generationmultimodal

anthropic/Claude Opus 5 (batch)

1.0M ctx
17d agoopenroutertext-generationtext

inclusionai/Ling-3.0-flash

262.1K ctx
17d agoopenroutertext-generationmultimodal

google/Google: Gemini 3.6 Flash

1.0M ctx
17d agoopenroutertext-generationmultimodal

google/Google: Gemini 3.6 Flash (batch)

1.0M ctx
17d agoopenroutertext-generationmultimodal

google/Google: Gemini 3.5 Flash Lite

1.0M ctx
17d agoopenroutertext-generationmultimodal

google/Google: Gemini 3.5 Flash Lite (batch)

1.0M ctx
17d agoopenroutertext-generationmultimodal

thinkingmachines/Thinking Machines: Inkling

1.0M ctx
17d agoopenroutertext-generationmultimodal

thinkingmachines/Thinking Machines: Inkling (batch)

524.3K ctx
17d agoopenroutertext-generationmultimodal

thinkingmachines/Thinking Machines: Inkling (free)

1.0M ctx

$ how the radar works

A scheduled job queries the Hugging Face model API (sorted by creation date) and the OpenRouter model list, then keeps only notable contacts: models from known lab orgs, or community releases that clear an engagement bar and aren't derivative repacks (see content/models/notable-orgs.json). Each contact gets a detail page and a heuristic capability profile; editors can override any score in content/models/capabilities.json. The watchlist combines curated entries with radar hints extracted from the news sweep.