AI Intelligence Archive
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TutorialsOrdinary
Local speech with llamadart: giving Llama Village a voice
Beyond chat with llamadart · Part 3 Pip’s scarf is missing. I wanted Dash to be able to fly over to...
Source: DEV Community · Llama
TutorialsOrdinary
AutoGPT, BabyAGI and the 2023 Agent Craze: The 3 Ideas That Survived to 2026
In spring 2023 autonomous agents looped, forgot and burned API credit. Three of their ideas still run inside the coding agents you use today.
Source: DEV Community
TutorialsOrdinary
VaultLedger AI: The 100% Local, Air-Gapped Freelance Financial & Invoice Intelligence OS (Zero Cloud Data Leakage)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
Three models vote on what happened
I ran one job past three AI providers and had them vote. The voting was the easy part. Deciding what counted as agreement was not.
Source: DEV Community
TutorialsOrdinary
vigil: the watchdog that tells you NOT to wake anyone up
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Tags:...
Source: DEV Community
TutorialsOrdinary
LangChainJS and Gemini 4 Argon: What's here and what's coming?
Google has released the latest version in the Gemini family, Gemini 4 Argon, and I was fortunate...
Source: DEV Community · Gemini
TutorialsOrdinary
Your AI Coding Plan's Usage Limit Is Now a Production Dependency
Claude Code users hit surprise limits in January, March and June 2026. Your agent's quota is a dependency now. Give it a failover plan.
Source: DEV Community · Claude
TutorialsOrdinary
Gemini 4 Argon Video Understanding and Canvas Audio Tools: What Is Documented
Google has rolled out Gemini 4 Argon, a multimodal model that can work with text, images, audio and...
Source: DEV Community · Gemini
TutorialsOrdinary
I spent three weekends trying to secure an AI agent. Here's everything that didn't work — and the ~600 lines that did.
A few weeks ago I watched an AI agent get owned, lie to me about it, and pass its test. Not in a...
Source: DEV Community
TutorialsOrdinary
Gemini 4 Argon Turns Human Video Into Robotics Simulations and Training Data
Google has demonstrated Gemini 4 Argon turning a video of a person performing a physical task into a...
Source: DEV Community · Gemini
TutorialsOrdinary
I built a Claude skill that makes AI design like a senior UX designer
Ask any AI to "design a dashboard" and you get the same thing every time. A KPI row, a line chart, a...
Source: DEV Community · Claude
TutorialsOrdinary
Prompt Paws: A Cozy 60 FPS AI Agent Bakery Game Teaching RAG, Guardrails & Context Caching
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
n8n Adds Native OpenTelemetry Tracing for Workflow and Node-Level Visibility
n8n has introduced native OpenTelemetry tracing for its automation platform, giving teams a way to...
Source: DEV Community
TutorialsOrdinary
34.8k Stars Won't Put GTA VI on Your PC. Here's What AnyPS5 Is Actually Doing
AnyPS5 is not emulating a console. It is replacing a platform's dependencies one function at a time, with AI help in the loop and a hardware oracle to check the result.
Source: DEV Community
TutorialsOrdinary
Why Businesses Should Reassess Content Gating for AI Search Visibility
A form can be valuable when it helps a business identify genuinely interested prospects. It can also...
Source: DEV Community
TutorialsOrdinary
Deep Dive: Autonomous Code Auditing, 40% Python Speedups & Stateful 1M-Token Agents with Gemini 4 Argon
Engineering deep dive into Gemini 4 Argon (77.9% DeepSWE v1.1 SOTA): building autonomous security/performance code auditors, stateful previous_interaction_id agent chains, and 1M-token TypeScript streams.
Source: DEV Community · Gemini
TutorialsOrdinary
How Grok Bot turned 133 family photos into a 50th birthday video with zero editing
Why I made it My brother Ken was turning 50, and I wanted to make a photo video for it. I...
Source: DEV Community · Grok
TutorialsOrdinary
Someone hacked the freezers at 400 French supermarkets
Friends ask me some version of this a lot: how would a bad actor with super powerful AI actually hurt...
Source: DEV Community
PerspectivesOrdinary
https://x.com/LumaLabsAI/status/2110070652212310060
Source: X:Luma AI (@LumaLabsAI)
ProductsOrdinary
OpenRouter 上线 LFM-2.5-24B-A2B
立即体验:https://openrouter.ai/liquid/lfm-2.5-24b-a2b
Source: X:OpenRouter (@OpenRouter)
ResearchOrdinary
ChunkAct: Action Chunking for Agentic Robotics
Agentic robotics places a large language model (LLM) agent in the robot control loop, where it composes perception, motion, and vision-language-action (VLA) tools under the guidance of a memory and thereby generalizes to new tasks without …
Source: arXiv
ResearchOrdinary
Cepheid: Decoupling Scale from Structure for Cross-Family Motion Completion
Sparse-to-dense motion completion recovers dense mesh motion from sparse vertex displacements. Residual priors trained on one geometry family frequently fail to beat parameter-free harmonic extension off-family. Moreover, cross-family trai…
Source: arXiv
ResearchOrdinary
What Matters in Quality-Aware VLA Pretraining: A Benchmark and Empirical Study
How should demonstration quality be used during vision-language-action (VLA) pretraining to improve performance after target-task fine-tuning? We compare weighting, filtering, and conditioning across reward definitions and label granularit…
Source: arXiv
ResearchOrdinary
Tev: Scaling Long-Horizon Agentic Environments with Dense Progress Rewards
Long-horizon agents have drawn growing attention for their ability to work autonomously -- from hours to days -- on economically valuable tasks, a capability essential to automated discovery and recursive self-improvement (RSI). Yet open-s…
Source: arXiv · GPT / Claude / Gemini
ResearchOrdinary
Data Free Training of Diffusion Models for Lattice Field Theories
Sampling equilibrium field configurations remains a major computational bottleneck in lattice field theory, motivating the development of generative samplers that can produce independent configurations. Diffusion models are promising for t…
Source: arXiv
ResearchOrdinary
DoubtLess: Training-Free Contrastive Decoding for Efficient Reasoning
Reasoning models achieve strong performance through long chains of thought (CoT), but often spend more tokens than needed to solve a problem. Existing ways to shorten the CoT require additional training for each model, add a fixed steering…
Source: arXiv · Qwen
ResearchOrdinary
Hybrid Reasoning Agents
How can we build an agent that thinks beyond human language, yet still acts through it in the external environment? Modern LLM agents still reason and interact through text, while latent reasoning offers an efficient internal medium but la…
Source: arXiv
ResearchOrdinary
AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards
Generating information-rich visual artifacts such as slides, posters, and dashboards as code is appealing because the outputs are structured, editable, and verifiable. Yet code models cannot see how their choices of layout and color come t…
Source: arXiv · GPT / Qwen / Claude
ResearchOrdinary
Exact Topological Compliance: Generating Persistence-Equivalent Graphs
Persistent homology summarizes the topological evolution of a graph as persistence diagrams (PDs). Generating graphs whose topology matches a target descriptor is increasingly important, yet existing topology-aware generative models rely o…
Source: arXiv
ResearchOrdinary
Two Clocks: Why Larger Rollout Batches Learn Slower but Fail on Schedule in Reinforcement Learning with Verifiable Rewards
Reinforcement learning with verifiable rewards (RLVR) relies on costly model-generated responses, motivating larger rollout batches and square-root learning-rate scaling. Reported to approximately preserve progress per sample with one opti…
Source: arXiv · Qwen
ResearchOrdinary
MFG: Multi-turn Feedback Guided Molecular Optimization
Multi-objective molecular optimization is a critical process in drug discovery that aims to modify a given molecule to simultaneously improve multiple properties while maintaining a similar overall structure. This process often requires it…
Source: arXiv
ResearchOrdinary
The Last Remote Sensing Model Built by Humans? Casting Any Earth Observation Task as Recursive Self-Improvement
Earth observation (EO) models are still built by hand. For each new task, experts design a training recipe and tune it against a benchmark. We show that this loop can be handed to an agent. Any verifiable task can be cast as a harness and …
Source: arXiv
ResearchOrdinary
LIBERO-RIG: A Hardware-Setup Robustness Benchmark for Vision-Language-Action Models
Robot policies are expected to generalize across deployment environments, including variations in the robot itself: cameras are bumped and remounted, calibrations drift, controllers run at different rates, and end-effector pads wear down. …
Source: arXiv
ResearchOrdinary
Who Improves the Robot? Toward Physical Recursive Self-Improvement
Robots are increasingly autonomous in task execution, yet their improvement remains largely human-driven. This study investigates Physical Recursive Self-Improvement (Physical RSI), in which physical experience guides lasting updates to bo…
Source: arXiv
ResearchOrdinary
Fast Rates for Offline Q-Learning with KL Regularization
This paper investigates offline Q-learning for finite-horizon Markov decision processes with Kullback-Leibler (KL) regularization. Recent studies have shown that KL regularization can yield fast rates in offline decision-making problems. H…
Source: arXiv
ResearchOrdinary
Scaling Online Optimal Transport Minibatches for Flow Matching
A central challenge in scaling flow models is maintaining stability in training and integration. In flow matching, this stability depends critically on how source samples are paired with data. Independent random pairing introduces substant…
Source: arXiv
ResearchOrdinary
RoboSimStudio: An Interactive Toolkit for Rapid Real2Sim of Robot Manipulation Tasks
It is difficult to accurately model the physics of the interaction between a robot and the objects it manipulates, including contact mechanics, coupled contact dynamics, deformations, stiffness and friction. We present RoboSimStudio (RSS),…
Source: arXiv
ResearchOrdinary
OmniCompass: A Holistic Benchmark for Omni-Modal Video Grounding and Understanding
With the rapid development of multimodal large language models (MLLMs), evaluating their video understanding capabilities has become increasingly important. Existing video understanding benchmarks cover only part of the evaluation dimensio…
Source: arXiv
ResearchOrdinary
Joint Neural Posterior Estimation and Model Selection for Chemical Reaction Networks
Simulation-based Bayesian inference for Chemical Reaction Networks (CRNs) must simultaneously solve two computationally demanding problems: discriminating between overlapping reaction pathways and estimating reaction rate constants. Classi…
Source: arXiv
ResearchOrdinary
Read the Room Before Your Model Generates
Large language models (LLMs) generally rely on sampling temperature to regulate the amount of randomness in their outputs. Mainstream methods for selecting temperature typically involve fixed, heuristic global settings and context or token…
Source: arXiv · Llama