Prabhakar Chaudhary - DEV Community

Prabhakar Chaudhary

Aug 31

Prime Agent: Scaling Long-Horizon Reasoning via Recursive Subagents and Persistent REPLs

#ai #machinelearning #programming #llm

4 min read

Prabhakar Chaudhary

Aug 31

Designing Reliable AI Agents: The Manage-Execute-Audit Loop for Long-Horizon Tasks

#ai #machinelearning #programming #llm

5 min read

Prabhakar Chaudhary

Aug 31

Technical Analysis: Sliding-Window Beats Linear Attention in Efficiency Benchmarks

#ai #machinelearning #programming #llm

4 min read

Prabhakar Chaudhary

Aug 31

Moving Beyond Image Priors: Why Video Generative Models Are the Next Frontier for Geometry Estimation

#ai #machinelearning #computervision #research

5 min read

Prabhakar Chaudhary

Aug 31

Qwen4-Exp: How Per-Layer N-gram Embeddings and Sparse Attention Are Reshaping Hybrid LLM Architecture

#ai #machinelearning #llm #opensource

5 min read

Prabhakar Chaudhary

Aug 28

DeepSeek Harness: How a Plugin-First Agent Runtime Changes the Way You Build Autonomous AI

#ai #opensource #programming #llm

5 min read

Prabhakar Chaudhary

Aug 27

Next-Chunk Reasoning: Why RL Might Not Actually Beat SFT for no-CoT Data

#ai #machinelearning #deeplearning #llm

4 min read

Prabhakar Chaudhary

Aug 27

Prefix Sliding: Scaling LLM Reasoning Without the Memory Bottleneck

#ai #machinelearning #deeplearning #llm

4 min read

Prabhakar Chaudhary

Aug 27

Bounded Legibility: OpenAI’s Governance Proposal for the Intelligence Age

#ai #machinelearning #llm #programming

5 min read

Prabhakar Chaudhary

Aug 26

GLM-5.3-Flash: How Z.ai Built a 320B MoE That Runs at 1/10th the Cost of Its Predecessor

#ai #machinelearning #opensource #llm

5 min read

Prabhakar Chaudhary

Aug 24

Qwen3.8-27B: How a 3:1 Hybrid Attention Ratio Lets a 27B Model Punch Above Its Weight

#ai #machinelearning #llm #opensource

5 min read

Prabhakar Chaudhary

Aug 21

LTX-2.5: How a Diffusion-Based Video Decoder Changes the Open-Weights Video Generation Stack

#machinelearning #deeplearning #opensource #computervision

5 min read

Prabhakar Chaudhary

Aug 21

TR-GRPO Stabilizes Reasoning Training by Regulating Token Gradients

#ai #machinelearning #llm #research

4 min read

Prabhakar Chaudhary

Aug 21

GC-OPD: Reconciling Teacher Likelihood with Verified Task Success

#ai #machinelearning #deeplearning #llm

5 min read

Prabhakar Chaudhary

Aug 19

CrystalMem: How a Four-State Fidelity Ladder Solves the Memory Hysteresis Problem in LLM Agents

#ai #machinelearning #llm #programming

5 min read

Prabhakar Chaudhary

Aug 17

QUASAR: How Saliency-Weighted Reconstruction Closes the Loss Floor Gap in LLM Quantization-Aware Training

#machinelearning #deeplearning #llm #python

5 min read

Prabhakar Chaudhary

Aug 14

Nemotron 3.5 Lightning and NeMo Switchyard: How NVIDIA Is Solving the Execution Layer Problem in Agentic AI

#ai #machinelearning #llm #opensource

5 min read

Prabhakar Chaudhary

Aug 12

SkillZip: Managing the Complexity of Self-Evolving AI Agents

#ai #machinelearning #llm #programming

4 min read

Prabhakar Chaudhary

Aug 12

MiniMax H3: How One Transformer Replaced a Whole Pipeline of Video Generation Models

#ai #machinelearning #deeplearning #opensource

5 min read

Prabhakar Chaudhary

Aug 10

Meta Muse Glimmer-30B: How a Dense Local Model Is Rethinking On-Device Agentic AI

#ai #machinelearning #llm #opensource

4 min read

Prabhakar Chaudhary

Aug 7

LFM2.5-2.6B: How Liquid AI Built an Agentic Model That Runs on Your Phone

#ai #machinelearning #llm #opensource

5 min read

Prabhakar Chaudhary

Aug 6

What OpenAI’s Astra Math Results Teach Us About Verifiable AI Workflows

#ai #machinelearning #llm #programming

5 min read

Prabhakar Chaudhary

Aug 6

From Prompting to Reasoning: How ToolArtist Unifies Multi-Step Logic and Image Generation

#ai #machinelearning #deeplearning #llm

5 min read

Prabhakar Chaudhary

Aug 6

ABSeeker: Solving the Credit Assignment Problem in Long-Horizon Search Agents

#ai #machinelearning #llm #deeplearning

4 min read

Prabhakar Chaudhary

Aug 6

Inside GPT-Live: How OpenAI Rebuilt ChatGPT's Voice Stack for Full-Duplex Conversation

#ai #machinelearning #llm #programming

5 min read

Prabhakar Chaudhary

Aug 5

SparseSpec-L: How a Sparse KV Cache Makes Long-Context LLM Inference 2.79 Faster — Without Any Training

#ai #machinelearning #llm #deeplearning

5 min read

Prabhakar Chaudhary

Aug 5

WaiT for the Signal: Why Image Generators Should Build the Big Picture Before the Texture

#ai #machinelearning #deeplearning #computervision

6 min read

Prabhakar Chaudhary

Aug 5

Beyond Size: The Three Pillars of Test-Time Scaling in Large Language Models

#ai #machinelearning #deeplearning #llm

5 min read

Prabhakar Chaudhary

Aug 4

Explorative Modeling: Why the Training Loop May Matter More Than the Generator

#ai #machinelearning #deeplearning #python

5 min read

Prabhakar Chaudhary

Aug 4

Decoupling Physical Control and Reasoning: DeepMind's Gemini Robotics 2 Architecture

#ai #machinelearning #deeplearning #computervision

5 min read

Prabhakar Chaudhary

Aug 4

Why LLMs Still Struggle With Tabular Prediction

#ai #machinelearning #llm #programming

4 min read

Prabhakar Chaudhary

Aug 3

Claude Opus 5: What the ARC-AGI-3 Leap Actually Tells Us About Reasoning Progress

#ai #machinelearning #llm #deeplearning

5 min read

Prabhakar Chaudhary

Jul 31

Grok 4.5: What Happens When You Train a 1.5T MoE Model on Real Developer Workflows

#ai #machinelearning #llm #programming

5 min read

Prabhakar Chaudhary

Jul 30

Kimi K3 Architecture: Scaling 2.8T Parameters for Long-Context Multimodal MoE

#ai #machinelearning #deeplearning #opensource

8 min read

Prabhakar Chaudhary

Jul 30

Benchmarking Agent Reliability in Complex Document Operations: Inside DocOps

#ai #llm #machinelearning #nlp

5 min read

Prabhakar Chaudhary

Jul 29

HiLS Attention: How Tencent Built a Sparse Attention Mechanism That Extrapolates to 4 Million Tokens

#ai #machinelearning #deeplearning #llm

5 min read

Prabhakar Chaudhary

Jul 27

Transformers v5: What Actually Changed in Hugging Face's Biggest Library Overhaul in Five Years

#machinelearning #python #opensource #deeplearning

5 min read

Prabhakar Chaudhary

Jul 24

PyTorch 2.13 Brings FlexAttention to Apple Silicon — and It's Faster Than You'd Expect

#python #machinelearning #deeplearning #opensource

5 min read

Prabhakar Chaudhary

Jul 23

When the Model Finds a Way Out: What OpenAI's Sandbox Escape Reveals About Agentic Safety

#discuss #ai #machinelearning #llm

5 min read

Prabhakar Chaudhary

Jul 23

Mage-Flow: How Microsoft Built a 4B-Parameter Image Model That Competes with 32B Models

#ai #machinelearning #deeplearning #opensource

4 min read

Prabhakar Chaudhary

Jul 23

From World Models to World Action Models: A Practical Taxonomy for Robot Learning

#ai #machinelearning #deeplearning #research

5 min read

Prabhakar Chaudhary

Jul 22

LongCat-2.0: How Meituan Trained a 1.6T-Parameter Coding Model Without a Single Nvidia GPU

#ai #machinelearning #opensource #llm

5 min read

Prabhakar Chaudhary

Jul 20

TriAttention: How a Geometric Trick Cuts LLM Memory Use by 10x Without Losing Accuracy

#ai #machinelearning #deeplearning #llm

4 min read

Prabhakar Chaudhary

Jul 17

Inkling: How Thinking Machines Lab Built a 975B Open-Weight Model Around Controllable Thinking

#ai #machinelearning #opensource #llm

5 min read

Prabhakar Chaudhary

Jul 16

Grok Build is open source, and that matters for AI coding tools

#ai #machinelearning #programming

1

4 min read

Prabhakar Chaudhary

Jul 15

MiMo-V2-Flash: How Xiaomi Built a 309B MoE Model That Tops SWE-Bench Without Burning Through Compute

#ai #machinelearning #opensource #llm

5 min read

Prabhakar Chaudhary

Jul 13

Tencent Hy3: How a 295B Sparse MoE Model Runs on 21B Active Parameters

#ai #machinelearning #opensource #llm

5 min read

Prabhakar Chaudhary

Jul 10

NVIDIA Isaac GR00T N1.7: How Human Video Data Is Teaching Robots to Use Their Hands

#ai #machinelearning #opensource #deeplearning

5 min read

Prabhakar Chaudhary

Jul 8

GDPO: How Decoupled Reward Normalization Fixes Multi-Objective RL for LLMs

#ai #machinelearning #deeplearning #python

5 min read

Prabhakar Chaudhary

Jul 6

ReContext: How Recursive Evidence Replay Helps LLMs Actually Use Long Contexts

#ai #machinelearning #llm #deeplearning

5 min read

Prabhakar Chaudhary

Jul 3

Reversal Q-Learning: Teaching Offline RL to Work with Flow-Matching Policies

#ai #machinelearning #deeplearning #python

5 min read

Prabhakar Chaudhary

Jul 2

Análisis de Claude Sonnet 5: El nuevo modelo 'agéntico' de Anthropic, su precio y posición en el mercado

#news #agents #claude #llm

6 min read

Prabhakar Chaudhary

Jul 1

How DFlash Uses Block Diffusion to Break the Speculative Decoding Bottleneck

#ai #machinelearning #deeplearning #llm

5 min read

Prabhakar Chaudhary

Jun 29

Kimi K2.7 Code: How Moonshot AI Built an Open-Weight Coding Model That Reasons More Efficiently

#ai #machinelearning #opensource #llm

5 min read

Prabhakar Chaudhary

Jun 26

Gemini 3.5 Flash Now Has Native Computer Use — Here's What That Actually Changes

#ai #machinelearning #programming #opensource

5 min read

Prabhakar Chaudhary

Jun 25

What the Age of LLM Benchmark Says About Evaluating Agentic AI

#ai #machinelearning #deeplearning #programming

5 min read

Prabhakar Chaudhary

Jun 25

Orion-100B: How Macrocosmos Trained a 100B-Parameter Model Over the Open Internet

#ai #machinelearning #deeplearning #programming

5 min read

Prabhakar Chaudhary

Jun 25

Why Real-Time AI Assistants Are Hard — and What Wan-Streamer v0.1 Changes

#ai #machinelearning #deeplearning

5 min read

Prabhakar Chaudhary

Jun 25

OpenAI's Jalapeño Chip: Why a Custom Inference ASIC Changes the Economics of Running LLMs

#ai #machinelearning #deeplearning #programming

5 min read

Prabhakar Chaudhary

Jun 24

How DeepSeek-V4 Achieves Million-Token Contexts Without Quadratic Attention Costs

#ai #machinelearning #deeplearning #llm

5 min read

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