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Any-to-Any
共命中 50 条（服务端检索）
原生多模态与
Any
-
to
-
Any
：当理解与生成合流进一个模型
GPT-4o 之前的多模态是「拼装」：LLM 外挂视觉编码器、外挂图像生成器。原生多模态把理解与生成合进一个模型——语音进出、图像进出都在同一套权重里。本篇拆解三代多模态架构（外挂拼接、原生统一、
any
-
to
-
any
）、早融合与晚融合的技术分野、统一模型的权衡，以及「模态是什么」这个被重新打开的问题。
研究前沿
精选
· 原创 · 今天
阅读 2
·
访客 2
AI delivers ‘zero financial payoff’
to
most companies, Apollo economist says
AI hasn’t benefited the bot
to
m line of
any
big corporations outside the tech industry, according
to
a note recently publ…
智能体
TechCrunch · 10-26
阅读 55
·
访客 54
Paint-
Any
thing: Unified
Any
-Color Control for Image Generation and Editing
Professional design requires
any
-color control: the ability
to
specify an object's target color with
any
24-bit hex valu…
行业动态
HuggingFace Daily Papers · 9-17
阅读 37
·
访客 37
Forced
to
pick, Grok’s AI model chooses Republicans. OpenAI’s picks Democrats.
Most AI chatbots won’t outright tell you who
to
vote for, but some of the models behind them will. A new study found tha…
智能体
TechCrunch · 10-24
阅读 58
·
访客 57
Former Plaud exec raises $26M for AI app that listens
to
you in the background
One of the core promises of AI is that the more it knows about a person, the better it will be able
to
assist them with …
行业动态
TechCrunch · 10-12
阅读 38
·
访客 38
An Anthropic AI model sent a false homicide tip
to
Philadelphia police
An Anthropic AI model submitted a false tip about an unsolved murder
to
the Philadelphia police. The AI reportedly submi…
行业动态
TechCrunch · 10-10
阅读 33
·
访客 33
Circuit Breaker Labs hopes
to
make AI safer for your kids (and you)
With all the talk about how AI might one day kill us all, it’s easy
to
forget that AI has already been life-threatening …
行业动态
TechCrunch · 10-3
阅读 48
·
访客 48
Here’s why OpenAI is absent from Nvidia’s industry-wide effort
to
end rogue AI agents
When Nvidia announced on Monday a new consortium of more than 100 companies dedicated
to
solving rogue AI agents, there …
智能体
TechCrunch · 9-30
阅读 83
·
访客 79
Nvidia drops a free 100M-parameter model that identifies up
to
eight speakers in real time
Sep 27, 2026 Nvidia released Nemotron 3 Diarization, an AI model that identifies which speaker is talking at
any
given m…
行业动态
The Decoder · 9-27
阅读 37
·
访客 37
I created an interactive digital avatar of myself — and you can talk
to
it
When Alexandru Voica, head of corporate affairs at the video-generation startup Synthesia, sent me a link this summer
to
…
行业动态
TechCrunch · 9-26
阅读 35
·
访客 35
Trump admin using AI
to
deny medical care for seniors in disastrous experiment
In January, the Trump administration rolled out a pilot program that uses artificial intelligence
to
authorize or deny c…
行业动态
Ars Technica · 9-25
阅读 27
·
访客 27
The Pentagon wants $30 million
to
build an AI-powered lie detec
to
r
The US government wants
to
spend $30.3 million over the next five years on an improved form of lie detec
to
r, according t…
行业动态
MIT Technology Review · 9-25
阅读 29
·
访客 29
Everything new coming
to
Meta’s AI agent Muse
Meta’s personal AI agent Muse is only a few weeks old, and the social networking giant isn’t wasting
any
time building o…
智能体
TechCrunch · 9-24
阅读 78
·
访客 76
Enveda secures $311M
to
bring more nature-derived AI drugs in
to
clinical trials
Enveda, a biotech startup that uses AI
to
discover new drugs in the natural world, has raised a $311 million Series E at…
行业动态
TechCrunch · 9-24
阅读 36
·
访客 36
VC firm Bessemer now has another $5.75B
to
invest in (what else?) AI
Bessemer Venture Partners announced on Wednesday that it has raised $5.75 billion across two new funds
to
accelerate its…
行业动态
TechCrunch · 9-24
阅读 33
·
访客 33
Is the AI industry really ready
to
slow down?
On Equity, we debated whether Ai executives are serious about wanting
to
slow down.]
行业动态
TechCrunch · 9-21
阅读 40
·
访客 40
Security researchers used Anthropic's Claude
to
hack OpenAI's internal systems in under 72 hours
Three security researchers used Anthropic's Claude models
to
break in
to
OpenAI's internal systems through its community …
大模型
The Decoder · 9-19
阅读 43
·
访客 43
OmniVBench: A Benchmark and Large-Scale Dataset for Omni Reference-
to
-Video Generation
Reference-
to
-video (R2V) generation is evolving
to
ward increasingly general and versatile reference control, giving rise…
研究前沿
HuggingFace Daily Papers · 9-18
阅读 47
·
访客 47
Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning
to
Agents
Reliable confidence estimation is increasingly central
to
the trustworthy deployment of language models: a calibrated es…
智能体
HuggingFace Daily Papers · 9-15
阅读 60
·
访客 58
Agent-net Open Sources Webagent: A Go Harness That Turns
Any
Website in
to
a Guarded AI Agent
Agent-net, the team building an agent-
to
-agent marketplace where AI agents discover, trust, and pay each other, has rele…
智能体
MarkTechPost · 9-15
阅读 65
·
访客 63
HypoEvolve: Genetic Algorithms Enable Multi-Agent LLMs
to
Discover Scientific Hypotheses
Scientific agents contribute
to
hypothesis discovery by synthesizing evidence, assessing proposals, and developing new e…
智能体
HuggingFace Daily Papers · 9-14
阅读 67
·
访客 66
Pick Your Poison: Learning
to
Select Poison Sets for Stronger LLM Backdoor Attacks
Backdoor poisoning attacks add poisoned examples
to
otherwise-clean finetuning data, pairing a trigger with a target beh…
大模型
HuggingFace Daily Papers · 9-14
阅读 47
·
访客 47
Relate
Any
thing: Real-Time Open-Vocabulary Relation Prediction From
Any
Inputs
Open-vocabulary detection accepts
any
class list at inference, and promptable segmentation returns regions without class…
行业动态
HuggingFace Daily Papers · 9-11
阅读 35
·
访客 35
Motion-Omni: End-
to
-End Joint Speech and Full-Body Motion for Spoken Dialogue
An avatar that holds a conversation should decide what
to
say and
to
move while saying it, yet these abilities live in s…
行业动态
HuggingFace Daily Papers · 8-28
阅读 9
·
访客 9
GeForce NOW Gives Gamers More Ways
to
Play at Gamescom 2026
NVIDIA’s Gamescom announcements are revealing what’s next for GeForce NOW, with new ways
to
play, more supported devices…
行业动态
NVIDIA Blog · 8-27
阅读 23
·
访客 23
Designing an AI serving harness built
to
last
Sponsored Provided byEXL The next competitive advantage in enterprise AI has less
to
do with which model you choose than…
行业动态
MIT Technology Review · 10-23
阅读 17
·
访客 17
NVIDIA Unveils Minerva
to
Bring End-
to
-End Observability for AI Fac
to
ries
Launched
to
day, NVIDIA Minerva is an AIOps platform built
to
help teams find problems earlier and keep AI fac
to
ries prod…
行业动态
NVIDIA Blog · 10-22
阅读 21
·
访客 21
NVIDIA Cosmos Opens New
To
ols
to
Train, Evaluate and Deploy World Models
To
help developers rapidly build world models, which help physical AI systems understand and simulate the real world, NV…
行业动态
NVIDIA Blog · 10-22
阅读 23
·
访客 23
How Companies Are Using NVIDIA DSX
to
Break the Power Bottleneck
Companies around the world are building on the NVIDIA DSX AI Fac
to
ry Platform
to
plan, simulate and run the grid and the…
智能体
NVIDIA Blog · 10-22
阅读 43
·
访客 43
NVIDIA Confidential Computing Expands, Enabling Frontier Model Builders
to
Securely Scale Across Global Infrastructure
NVIDIA builds
to
ols
to
enable safe agents across the stack. The NVIDIA OpenShell Reference Architecture, announced
to
day…
智能体
NVIDIA Blog · 10-21
阅读 39
·
访客 39
Muse Spark Open is Meta's answer
to
Qwen, GLM, and Kimi in the open-weight race
Oct 15, 2026 After its Llama series, Meta is returning
to
open-weight terri
to
ry with Muse Spark Open.** Meta calls it th…
智能体
The Decoder · 10-16
阅读 69
·
访客 69
Figma announces new features
to
define how agents work on its platform
Design platform Figma announced a new Markdown-based edi
to
r
to
help define a comp
any
’s design, bring in design and code …
智能体
TechCrunch · 10-15
阅读 72
·
访客 71
European Cities Deploy NVIDIA-Powered AI Agents
to
Run Smarter Urban Operations
Keeping a city running means making decisions that affect residents every day — from when
to
repair a road
to
how
to
use…
智能体
NVIDIA Blog · 10-14
阅读 59
·
访客 56
Epic Games reportedly pivoting
to
"AI first" game development model
Epic Games is shifting
to
an "AI first" development strategy for its collaboration with the Walt Disney Comp
any
, letting…
行业动态
Ars Technica · 10-13
阅读 64
·
访客 64
Anthropic's Claude AI submitted false murder tip
to
Philadelphia police
An Anthropic AI model submitted a false tip about an unsolved murder
to
Philadelphia police, the comp
any
and police depa…
大模型
Ars Technica · 10-13
阅读 44
·
访客 44
Microsoft plans
to
scale its own Maia AI chips
to
gigawatt levels by 2027
Oct 12, 2026 Microsoft plans
to
deploy its Azure Maia AI chips at multi-gigawatt scale starting in 2027.** They'll becom…
行业动态
The Decoder · 10-12
阅读 46
·
访客 46
LLM-
to
-Flow Distillation：让大模型向科学生成器传授自然语言目标
提出LLM-
to
-Flow Distillation（LFD）方法，用冻结的大模型作为自适应教师，将特定领域的流/扩散生成器对齐到自然语言科学发现目标，无需显式代理奖励。
研究前沿
HuggingFace Daily Papers · 10-12
阅读 29
·
访客 29
OCP Global Summit: Amid Ecosystem Adoption, NVIDIA Opens Vera Rubin Architecture
to
Help Scale AI Fac
to
ries Worldwide
As AI fac
to
ries grow from megawatts
to
gigawatts, building them takes more than advanced computing. Open standards are h…
行业动态
NVIDIA Blog · 10-12
阅读 28
·
访客 28
White House reverses course and res
to
res UK AI Safety Institute's access
to
frontier models
Manuel Uth Oct 12, 2026 The White House has reversed its decision
to
block the UK's AI Security Institute (AISI) from ac…
行业动态
The Decoder · 10-12
阅读 23
·
访客 23
Apple discloses deal
to
hire team and license tech from personalized podcast startup Huxe
Apple revealed in a regula
to
ry filing that it has reached an agreement
to
bring on team members and technology from pers…
开源项目
TechCrunch · 10-11
阅读 165
·
访客 165
Ukraine’s drones knock out AI data center belonging
to
"Russia’s Google"
Ukrainian drone strikes have knocked out two of five data centers belonging
to
the Russian tech giant Yandex. The damage…
行业动态
Ars Technica · 10-10
阅读 34
·
访客 34
Anthropic's Claude can now orchestrate up
to
1,000 AI agents in parallel through dynamic workflows
Oct 9, 2026 Anthropic is adding dynamic workflows
to
its Claude Managed Agents, bringing multi-agent orchestration
to
th…
智能体
The Decoder · 10-10
阅读 55
·
访客 54
Zuckerberg's Biohub leads a $1.8 billion push
to
build AI models that predict cell behavior
Manuel Uth Oct 7, 2026 AI models are supposed
to
learn
to
predict cell behavior, which could speed up drug development.*…
行业动态
The Decoder · 10-8
阅读 58
·
访客 58
Fraudster jailed for using 10K bots and AI songs
to
outstream Taylor Swift
After pleading guilty, a 54-year-old North Carolina man, Michael Smith, was sentenced
to
18 months in prison for using a…
智能体
Ars Technica · 10-8
阅读 84
·
访客 83
Can AI Agents Learn Their Way
to
the
To
p? Evaluating Heuristic Learning in a Long-Running Game Agent Competition
Adversarial games have driven advances from heuristic search
to
reinforcement learning, yet learning and adapting strate…
智能体
HuggingFace Daily Papers · 10-8
阅读 50
·
访客 50
Anthropic gives more security teams access
to
Claude with fewer safety restrictions
Manuel Uth Oct 7, 2026 Anthropic is opening its Cyber Verification Program
to
a much wider pool of security professional…
大模型
The Decoder · 10-7
阅读 30
·
访客 30
MIRA: A Musical Intent Refinement Agent for Aligning Text-
to
-Music Generation with User Intent
Text-
to
-music systems produce increasingly convincing audio, yet evaluation reveals little about whether the result matc…
智能体
HuggingFace Daily Papers · 10-7
阅读 49
·
访客 47
OpenAI launches Decisions API that reduces complex evaluations
to
yes, no, or pick one
Oct 7, 2026 OpenAI announced two updates
to
its API platform.** The new Decisions API evaluates text, images, or both, r…
智能体
The Decoder · 10-7
阅读 56
·
访客 55
Sherpa: Teaching LLMs
to
Teach Adaptively
Large language models (LLMs) have become increasingly capable problem solvers, but being able
to
solve a problem is not …
大模型
HuggingFace Daily Papers · 10-6
阅读 14
·
访客 14
From Evidence
to
Action: How
To
ol-Using Agents Fail
To
ol-using agents make consequential changes
to
external state, yet correct outcomes do not guarantee that their actions…
智能体
HuggingFace Daily Papers · 10-6
阅读 50
·
访客 49