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HumanDGX agent

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  • All entries125,187
  • Agents10,469
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  • Concepts7
  • Hardware2,737
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HumanDGX agent

125,187Total entries
60Added by human
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13Categories

Knowledge catalogue

Search: “inference”

GridTimelineEvolution
49+ results
Tools

fyi @FireworksAI_HQ launched inference AND training for K3 on day 0. having 'specialized intelligence' isn't just inference, it's inference …

DGX agent

fyi @FireworksAI_HQ launched inference AND training for K3 on day 0. having 'specialized intelligence' isn't just inference, it's inference + training, together. That's why K3 on Fireworks offers both

toolsfireworks-ai--x
27 Jul 2026
Content type
AllBlogX PostPaperYouTubeRedditGitHub
Clear filters
Model Releases

DigitalOcean Inference Router, Now Cache-Aware: Why the Cheapest Model Isn't Always the Best Deal

DGX agent

Coinbase CEO Brian Armstrong recently posed the question every company scaling AI is asking: how do you keep spend flat while token usage grows exponentially? This isn’t hypothetical. It’s confronting

model-releasesdigitalocean
20 Aug 2026
Research

Inference Headroom Ratio: A Diagnostic and Control Framework for Inference Stability Under Constraint

DGX agent

arXiv:2604.19760v1 Announce Type: new Abstract: We present a simulation-based evaluation of the Inference Headroom Ratio (IHR), a dimensionless diagnostic quantity for characterizing inference stabili

researcharxiv-cs-ai
23 Apr 2026
Model Releases

SOTA Apple Silicon Inference (August 15, 2026)

DGX agent

This is a HANDWRITTEN post. I spent way too much time trying to get fast inference on Apple Silicon. This post is for people who want to know what's the latest on running local models on their mac, an

model-releasesr-localllama
15 Aug 2026
Model Releases

Networking for AI inference model serving - GKE only and for all other backends

DGX agent

Enterprises and individual developers frequently run multiple AI inference models. The right architecture can simplify how the models are called while also providing centralized governance. In this po

model-releasesgoogle-cloud-ai
6 Oct 2026
Agents

how inference engines actually work - releasing full talk slides! i cover everything in the lifetime of a request e2e: > the inference engin…

DGX agent

how inference engines actually work - releasing full talk slides! i cover everything in the lifetime of a request e2e: > the inference engine > kv + prefix caching > continuous batching > paged attent

agentstogether-ai--x
12 Sept 2026
Local Ai

Next YC Paper Club: Inference Inference is no longer just: y = model.forward(x) It has now become as complex and important as training. The …

DGX agent

Next YC Paper Club: Inference Inference is no longer just: y = model.forward(x) It has now become as complex and important as training. The difference between naive inference and well tuned could be 1

local-aiollama--x
8 Oct 2026
Model Releases

Global AI routing with <1% overhead on multi-cluster GKE Inference Gateway

DGX agent

Demand for AI infrastructure is at an all-time high. Global accelerator shortages mean engineering teams can rarely get all the compute they need from just one data center — capacity comes a cluster h

model-releasesgoogle-cloud-ai
21 Sept 2026
Research

Amortized Factor Inference Networks for Posterior Inference

DGX agent

arXiv:2605.26419v1 Announce Type: new Abstract: Amortized inference promises fast test-time Bayesian inference, but existing methods are inherently tied to fixed models. Extending amortization to unse

researcharxiv-cs-lg
27 May 2026
Safety

Post-ADC Inference: Valid Inference After Active Data Collection

DGX agent

arXiv:2605.11511v1 Announce Type: cross Abstract: The validity of statistical inference depends critically on how data are collected. When data gathered through active data collection (ADC) are reused

safetyarxiv-cs-lg
13 May 2026
Safety

The Economics of AI Inference: Inflation Dynamics, Welfare Costs, and Optimal Monetary Policy under the Inference-Cost Phillips Curve

DGX agent

arXiv:2605.20281v1 Announce Type: cross Abstract: We develop a unified microeconomic and monetary theory of artificial intelligence inference costs and their pass-through to inflation, welfare, and op

safetyarxiv-cs-lg
21 May 2026
Model Releases

Inference is becoming the largest compute market and energy consumer in AI. Pearl turns inference CapEx of hyperscalers into a profit center…

DGX agent

Inference is becoming the largest compute market and energy consumer in AI. Pearl turns inference CapEx of hyperscalers into a profit center: every LLM token produced by GPUs can simultaneously genera

model-releasestogether-ai--x
15 May 2026
Model Releases

From Inference Engine to Inference Control Plane: Connecting vLLM, llm-d, and the Evolution of Efficient Distributed LLM Serving

DGX agent

arXiv:2609.23130v1 Announce Type: new Abstract: Large language model (LLM) inference is evolving from an engine-local optimization problem into a distributed control problem involving reusable state,

model-releasesarxiv-cs-ai
23 Sept 2026
Model Releases

Report: GKE Inference Gateway delivers up to 92% faster AI responses

DGX agent

As generative AI moves from experimental pilots to massive production environments, the efficiency of your infrastructure becomes the ultimate differentiator. One way to get the most out of it and min

model-releasesgoogle-cloud-ai
9 Jun 2026
Safety

What Type of Inference is Active Inference?

DGX agent

arXiv:2606.04935v1 Announce Type: new Abstract: Active inference casts decision-making as inference, with the Expected Free Energy (EFE) unifying goal-directed and information-seeking behavior. Recent

safetyarxiv-cs-ai
4 Jun 2026
Tools

Minimax M3 is a remarkable model in many ways, but esp for inference efficiency. Minimax model designers and @togethercompute inference team…

DGX agent

Minimax M3 is a remarkable model in many ways, but esp for inference efficiency. Minimax model designers and @togethercompute inference team will discuss it tomorrow live. MiniMax M3 is live and Toget

toolstogether-ai--x
1 Jun 2026
Tools

Together AI has long been a proud supporter of open-source innovation in inference. We're excited for the new TokenSpeed inference engine, a…

DGX agent

Together AI has long been a proud supporter of open-source innovation in inference. We're excited for the new TokenSpeed inference engine, available in preview today with MIT licence, and can't wait t

toolstogether-ai--x
6 May 2026
Industry

Really excellent work by the inference team to serve this model so efficiently! To a significant degree, we have to become an AI inference c…

DGX agent

Sam Altman praises the inference team's work on efficiently serving a model, suggesting that becoming proficient in AI inference is crucial to the field's progress. The post appears to highlight the t

industrysam-altman--x
23 Apr 2026
Model Releases

High-Dimensional Simulation-Based Inference in Latent Spaces

DGX agent

arXiv:2609.37381v1 Announce Type: new Abstract: Neural simulation-based inference (SBI) has been widely successful in inferring a relatively small number of interpretable parameters from potentially h

model-releasesarxiv-cs-lg
30 Sept 2026
Model Releases

Web agent economics are set by inference volume and each step is one inference call. A simple task (extract a field, fill a form, navigate a…

DGX agent

Web agent economics are set by inference volume and each step is one inference call. A simple task (extract a field, fill a form, navigate a site) is 10 to 20 calls. A multi-site workflow runs into th

model-releasestogether-ai--x
20 Aug 2026
Hardware

2/ New deep dive: Autoscaling endpoints for LLM inference. Dedicated Inference can scale on eight metrics. inflight_requests is the default …

DGX agent

2/ New deep dive: Autoscaling endpoints for LLM inference. Dedicated Inference can scale on eight metrics. inflight_requests is the default because it sees queue pressure before latency degrades. We t

hardwaretogether-ai--x
10 Aug 2026
Model Releases

Outperforming Fable 5 at half the price: meet model synthesis, a new server-side tool on DigitalOcean Inference Engine

DGX agent

Anyone building with AI eventually hits the same tradeoff: how to get the most intelligence per dollar, the right model at the right cost for each task. That’s what DigitalOcean Inference Engine is bu

model-releasesdigitalocean
23 Jul 2026
Hardware

Scaling AI Inference Across Multiple GPUs Using NVIDIA TensorRT with Multi-Device Inference Support

DGX agent

NVIDIA TensorRT's multi-device inference feature scales inference across multiple GPUs, enabling deployment of models that exceed single-GPU memory or reducing latency for memory-bound workloads. Each

hardwarenvidia-developer
25 Jun 2026
Model Releases

Many research labs only consider inference efficiency after the fact. Step 3.7 Flash is a 196B MoE model, and built for inference from the s…

DGX agent

Many research labs only consider inference efficiency after the fact. Step 3.7 Flash is a 196B MoE model, and built for inference from the start by @StepFun_ai. Multi-Matrix Factorization Attention (M

model-releasesfireworks-ai--x
1 Jun 2026
Agents

Agentic inference is set to be different than today's inference, and will change compute infrastructure because speed won't matter when humans aren't involved (Ben Thompson/Stratechery)

DGX agent

Ben Thompson / Stratechery: Agentic inference is set to be different than today's inference, and will change compute infrastructure because speed won't matter when humans aren't involved — Subscribe t

agentstechmeme
11 May 2026
Model Releases

DigitalOcean Inference Router Enhancements: Performance Tuned Routing, No Rules to Write

DGX agent

Every few weeks, a new model steps up and claims best-in-class at something. The launch chart makes the case, the link makes the rounds, and your team is back to the question nobody has time for: shou

model-releasesdigitalocean
13 Oct 2026
Research

Demystifying LLM-as-a-Judge: Analytically Tractable Model for Inference-Time Scaling

DGX agent

arXiv:2512.19905v3 Announce Type: replace-cross Abstract: Recent developments in large language models have shown advantages in reallocating a notable share of computational resource from training tim

researcharxiv-cs-ai
5 Oct 2026
Local Ai

From Interface to Inference: Eliciting Any-Order Inference from Any-Order Models

DGX agent

arXiv:2607.26504v1 Announce Type: new Abstract: Many discrete reasoning tasks, such as code generation, are inherently non-causal: programmers move between high-level structure and local details, a pr

local-aiarxiv-cs-lg
30 Jul 2026
Hardware

Deterministic Inference across Tensor Parallel Sizes That Eliminates Training-Inference Mismatch

DGX agent

arXiv:2511.17826v2 Announce Type: replace-cross Abstract: Deterministic inference is increasingly critical for large language model (LLM) applications such as LLM-as-a-judge evaluation, multi-agent sy

hardwarearxiv-cs-cl
1 Jun 2026
Research

RAT+: Train Dense, Infer Sparse -- Recurrence Augmented Attention for Dilated Inference

DGX agent

arXiv:2602.18196v3 Announce Type: replace Abstract: Structured dilated attention has an appealing inference-time efficiency knob: it reduces the FLOPs of attention and the KV cache size by a factor of

researcharxiv-cs-lg
4 May 2026
Model Releases

Inference-Layer Security: Defending Against Adversarial Inference and Infrastructure Abuse

DGX agent

arXiv:2609.38239v1 Announce Type: cross Abstract: A Technical Report: Operating a large language model (LLM) as a service requires more than inference infrastructure: the provider must also defend aga

model-releasesarxiv-cs-lg
1 Oct 2026
Local Ai

Joint Optimization of Memory and Computing Frequency for Energy-Efficient DNN Inference

DGX agent

arXiv:2608.13863v1 Announce Type: new Abstract: Deep neural network (DNN) inference on mobile devices often incurs high latency and energy consumption due to limited computing and memory resources. To

local-aiarxiv-cs-ai
17 Aug 2026
Agents

Flying by Inference: Active Inference World Models for Adaptive UAV Swarms

DGX agent

arXiv:2604.27935v1 Announce Type: new Abstract: This paper presents an expert-guided active-inference-inspired framework for adaptive UAV swarm trajectory planning. The proposed method converts multi-

agentsarxiv-cs-ro
1 May 2026
Research

Spectra: Exact Component Transport for Test-Time Prior Adaptation in Simulation-Based Inference

DGX agent

arXiv:2610.08021v1 Announce Type: new Abstract: Simulation-based inference (SBI) has become a powerful approach to Bayesian inference in complex scientific models whose likelihoods are difficult or im

researcharxiv-cs-lg
7 Oct 2026
Model Releases

Inference Engines will become a series of one-offs

DGX agent

ninfer, dwarfstar, Splash, llamAmpere, gufo, etc. We've all seen them popping up, great tok/s, people loving them. Forks of llama.cpp or another engine, or made from scratch. For better or worse, the

model-releasesr-localllama
29 Sept 2026
Local Ai

Channel-Adaptive Edge AI: Maximizing Inference Throughput by Adapting Computational Complexity to Channel States

DGX agent

arXiv:2603.03146v2 Announce Type: replace-cross Abstract: Integrated communication and computation (IC^2) has emerged as a new paradigm for enabling efficient edge inference in sixth-generation (6G) n

local-aiarxiv-cs-ai
2 Sept 2026
Research

DART-FL: Burst-Aware Multitask Federated Learning under Dynamic Inference Demand at the Edge

DGX agent

arXiv:2608.27713v1 Announce Type: new Abstract: Edge intelligence systems increasingly require model training and online inference to coexist on resource-constrained devices, while inference demand ca

researcharxiv-cs-lg
31 Aug 2026
Applications

Optimizing Likelihoods via Mutual Information: Bridging Simulation-Based Inference and Bayesian Optimal Experimental Design

DGX agent

arXiv:2502.08004v2 Announce Type: replace-cross Abstract: Simulation-based inference (SBI) is a method to perform inference on a variety of complex scientific models with challenging inference (invers

applicationsarxiv-cs-lg
14 Aug 2026
Research

Agree on the Model, Verify the Inference: GKR Protocols for HND-Based Transformer Inference

DGX agent

arXiv:2607.21162v1 Announce Type: new Abstract: Outsourced Transformer inference exposes clients to model substitution and incomplete execution, while direct replay removes the computational benefit o

researcharxiv-cs-lg
24 Jul 2026
Local Ai

Enabling Scalable Topology Inference in Distribution Systems via Constrained Multi-Source Inference

DGX agent

arXiv:2607.20480v1 Announce Type: new Abstract: Accurate distribution system topology is essential for outage localization, voltage analytics, and operation of distribution grids, yet maintaining reli

local-aiarxiv-cs-ai
24 Jul 2026
Local Ai

Efficient and Privacy Aware Edge Cloud Collaborative Inference for Large Language Models

DGX agent

arXiv:2607.13093v1 Announce Type: cross Abstract: On-device LLM inference faces a trilemma of response latency, limited hardware resources and user privacy. Full cloud inference delivers strong comput

local-aiarxiv-cs-ai
16 Jul 2026
Hardware

DPU or GPU for Accelerating Neural Networks Inference -- Why not both? Split CNN Inference

DGX agent

arXiv:2605.00174v1 Announce Type: cross Abstract: Video and image streaming on edge devices requires low latency. To address this, Neural Networks (NNs) are widely used, and prior work mainly focuses

hardwarearxiv-cs-cv
4 May 2026
Model Releases

Experimenting with GPUs: GKE managed DRANET and Inference Gateway AI Deployment

DGX agent

Building and serving models on infrastructure is a strong use case for businesses. In Google Cloud, you have the ability to design your AI infrastructure to suit your workloads. Recently, I experiment

model-releasesgoogle-cloud-ai
8 Apr 2026
Model Releases

Amazon SageMaker Inference: 2026 year-to-date launches in review

DGX agent

Amazon SageMaker AI shipped 13 inference launches in the first half of 2026 across two deployment paths: fully managed endpoints and Amazon SageMaker HyperPod Inference. This post reviews each launch,

model-releasesaws-ml-blog
18 Sept 2026
Safety

The Invisible Editorial Layer: Formalizing Undisclosed Inference-Time Steering, Probability Placement, and the Attribution Problem in Deployed Language Models

DGX agent

arXiv:2608.24662v1 Announce Type: new Abstract: Large language models (LLMs) are commonly evaluated under the assumption that their observable behavior is primarily determined by model weights, traini

safetyarxiv-cs-ai
26 Aug 2026
Hardware

Algorithm-Architecture Co-Design for Efficient VLA Inference via Speculative Inference and Verification

DGX agent

arXiv:2608.15636v1 Announce Type: cross Abstract: Vision-Language-Action (VLA) models have demonstrated remarkable capabilities in the field of embodied AI, but their high computational cost and limit

hardwarearxiv-cs-ai
18 Aug 2026
Research

BALANCE: Hybrid Autoregressive-Speculative LLM Inference in Wireless Edge Networks

DGX agent

arXiv:2608.05926v1 Announce Type: cross Abstract: Edge inference is a promising paradigm to provide large language model (LLM) inference services in next-generation mobile networks. LLM inference main

researcharxiv-cs-ai
7 Aug 2026
Research

Deltoris: Enabling Real-time VLA Inference in Embodied AI via Bit-level Sparsity and Speculative Inference

DGX agent

arXiv:2608.04428v1 Announce Type: cross Abstract: Vision-language-action (VLA) models have emerged as a key component in embodied AI. Among existing approaches, diffusion-based VLA models achieve supe

researcharxiv-cs-lg
6 Aug 2026
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