Prabhakar Chaudhary - DEV Community

Prabhakar Chaudhary

Oct 16

Muse Spark Open 816B: Inside Meta's Largest Open-Weight Model

#ai #machinelearning #llm #opensource

5 min read

Prabhakar Chaudhary

Oct 15

NoteBank: How Replaying a Few Saved Snippets Restores Long-Context Recall in Linear-Attention Models

#ai #machinelearning #deeplearning #llm

5 min read

Prabhakar Chaudhary

Oct 15

Elastic Transformers Without Retraining: Differentiable Soft Pruning Ranks Every Neuron and Head

#ai #machinelearning #deeplearning #programming

5 min read

Prabhakar Chaudhary

Oct 14

YuE2: How Symbolic Planning Brings Transparency and Control to AI Music Generation

#ai #machinelearning #deeplearning #opensource

1

4 min read

Prabhakar Chaudhary

Oct 12

Mistral Large 4: Inside Europe's First 1-Trillion-Parameter Open-Weight Model

#ai #machinelearning #llm #opensource

5 min read

Prabhakar Chaudhary

Oct 9

JEV-27B: How AutoTrust AI Built an Open Decision Model That Thinks Fast and Reasons Deep

#ai #machinelearning #llm #opensource

5 min read

Prabhakar Chaudhary

Oct 9

EmbeddingGemma 2: How Google's Open Multimodal Embedding Model Works

#ai #machinelearning #deeplearning #opensource

5 min read

Prabhakar Chaudhary

Oct 9

Is a 10x Jump Always a 10x Jump? A Statistical Audit of the METR Time-Horizon Plot

#discuss #ai #machinelearning #llm

5 min read

Prabhakar Chaudhary

Oct 8

Fault-Tolerant Foundation Models: Training LLMs to Thrive on Unreliable Hardware

#ai #machinelearning #deeplearning #python

5 min read

Prabhakar Chaudhary

Oct 8

nanoMuse Is a System, Not a Model: Building a Personal Agent Across Your Devices

#discuss #ai #programming #llm

4 min read

Prabhakar Chaudhary

Oct 7

LoGRA: How Low-Rank Gradient Sketches Make LLM Reinforcement Learning Fit on Real Hardware

#machinelearning #llm #deeplearning #python

1

2

5 min read

Prabhakar Chaudhary

Oct 5

Holo4: How H Company Built a Single Open-Weight Agent That Clicks, Codes, and Calls APIs

#ai #machinelearning #llm #opensource

5 min read

Prabhakar Chaudhary

Oct 2

AstaBrief 8B: How AllenAI Trained a Small Open Model to Generate Cited Scientific Reports

#ai #machinelearning #opensource #nlp

5 min read

Prabhakar Chaudhary

Oct 1

AREX-2: Advancing Self-Improving LLM Agents via Long-Horizon Reflection

#ai #machinelearning #llm #research

5 min read

Prabhakar Chaudhary

Oct 1

The AI Data Satiation Point: Why 'Wild' AI Text is Breaking Chinchilla Scaling Laws

#ai #machinelearning #llm #research

4 min read

Prabhakar Chaudhary

Oct 1

UniEvo-VL: On-Policy Self-Distillation for Multimodal Image Generation

#ai #machinelearning #deeplearning #computervision

5 min read

Prabhakar Chaudhary

Sep 30

REAL-Q: How Dynamic Gradient Descent Fixes the Core Flaw in LLM Quantization

#machinelearning #deeplearning #llm #python

5 min read

Prabhakar Chaudhary

Sep 28

Bonsai 2 27B: How Ternary Weights and a Hadamard Rotation Compress a 27B Model to 5.9 GB

#ai #machinelearning #deeplearning #opensource

1

5 min read

Prabhakar Chaudhary

Sep 25

Kimi Linear: How Moonshot AI Built a Hybrid Attention Architecture That Beats Full Attention

#ai #machinelearning #deeplearning #llm

5 min read

Prabhakar Chaudhary

Sep 24

Beyond Observation Prediction: The Agent-Editing World Model (AEWM)

#ai #machinelearning #deeplearning #llm

4 min read

Prabhakar Chaudhary

Sep 24

How Multi-Agent AI Discovered a New Enzyme System in Phage DNA

#ai #machinelearning #deeplearning #llm

4 min read

Prabhakar Chaudhary

Sep 24

GeoPair: How Cross-Layer Matching Compresses Transformers Without Fine-Tuning

#machinelearning #deeplearning #llm #research

5 min read

Prabhakar Chaudhary

Sep 23

RRSI: How Regularization Stops Agent Harnesses from Overfitting Their Own Benchmarks

#ai #machinelearning #llm #programming

2

5 min read

Prabhakar Chaudhary

Sep 21

RBS-Attention: How a Geometric Rescue Branch Fixes Sparse Prefill for Long-Context LLMs

#ai #machinelearning #llm #deeplearning

5 min read

Prabhakar Chaudhary

Sep 18

Edge0: How a Prerouter and SSD Offloading Let a 35B MoE Model Run in 3 GB of RAM

#ai #machinelearning #opensource #llm

5 min read

Prabhakar Chaudhary

Sep 17

First Token Matters: Understanding Safety Collapse in Large Reasoning Models

#ai #machinelearning #deeplearning #llm

4 min read

Prabhakar Chaudhary

Sep 17

Beyond Gradient Boosting: The Rise of LimiX-2 and Structured-Data Foundation Models

#ai #machinelearning #deeplearning #research

5 min read

Prabhakar Chaudhary

Sep 16

ZGCM-1: How a 7B Open-Weight Model Trained Itself to Beat Models 30x Its Size

#ai #machinelearning #opensource #deeplearning

5 min read

Prabhakar Chaudhary

Sep 14

OpenAgentFlow: How a Control-Plane Architecture Brings System-Wide Safety to Multi-Agent AI

#ai #machinelearning #programming #llm

1

5 min read

Prabhakar Chaudhary

Sep 11

DeepSeek-V4.1-Flash: How a Causal Encoder-Decoder Architecture Cuts Agent Memory Costs by 75%

#ai #machinelearning #llm #deeplearning

5 min read

Prabhakar Chaudhary

Sep 10

Consistency in the Latent Space: Inside the Semigroup-JEPA Architecture

#ai #machinelearning #deeplearning #opensource

5 min read

Prabhakar Chaudhary

Sep 9

AMD Instella-MoE: How a Fully Open 16B MoE Model Proves You Don't Need NVIDIA to Train at Scale

#ai #machinelearning #opensource #deeplearning

5 min read

Prabhakar Chaudhary

Sep 7

Iris: How SFT-RL Climbing Trains Open-Weight Agents to Search the Web Like a Researcher

#ai #machinelearning #llm #opensource

5 min read

Prabhakar Chaudhary

Sep 4

GPT-6 Astra: Inside OpenAI's Recurrent Depth Architecture and Its Agentic Ambitions

#ai #machinelearning #llm #programming

5 min read

Prabhakar Chaudhary

Sep 3

Stable FP4 Pretraining with Transpose-Invariant 2D Block Scaling

#ai #machinelearning #deeplearning #llm

5 min read

Prabhakar Chaudhary

Sep 2

Context Mobility: How Cross-Model KV Cache Sharing Could Reshape Multi-Model AI Inference

#ai #machinelearning #llm #programming

5 min read

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

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