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Amartya Jha

Co-Founder & CEO @ codeant.ai (we are hiring)

Joined Joined on  Personal website https://codeant.ai/

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CEO @ codeant.ai

Why ripgrep (rg) Beats grep for Modern Code Search: 5 Deep Technical Reasons

Why ripgrep (rg) Beats grep for Modern Code Search: 5 Deep Technical Reasons

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2 min read
EPSS Explained: Why Exploit Prediction Scoring Changes Everything for Vulnerability Prioritization

EPSS Explained: Why Exploit Prediction Scoring Changes Everything for Vulnerability Prioritization

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2 min read
GPT-5.1 vs GPT-5.1-Codex: Which Model Wins for Code Review?

GPT-5.1 vs GPT-5.1-Codex: Which Model Wins for Code Review?

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2 min read
Why RAG Fails on Legacy Codebases

Why RAG Fails on Legacy Codebases

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2 min read
Why Autonomous Dev Agents Break with RAG-Based Review

Why Autonomous Dev Agents Break with RAG-Based Review

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2 min read
How LLMs Are Transforming Code Review in 2026

How LLMs Are Transforming Code Review in 2026

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2 min read
AI Self-Review vs Peer Code Review: Why Combining Both Works Best

AI Self-Review vs Peer Code Review: Why Combining Both Works Best

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2 min read
Why Fast-Moving Teams Abandon RAG for Code Review

Why Fast-Moving Teams Abandon RAG for Code Review

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2 min read
Why RAG Fails at Microservices Code Review at Scale

Why RAG Fails at Microservices Code Review at Scale

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2 min read
Why RAG Retrieval Fails at Microservices Code Review

Why RAG Retrieval Fails at Microservices Code Review

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3 min read
Why Manual Whiteboarding Falls Short vs Automatic Diagrams in Code Reviews

Why Manual Whiteboarding Falls Short vs Automatic Diagrams in Code Reviews

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3 min read
Denial of Service in yauzl 3.2.0: One Zip File Crashes the Library Behind VS Code and Electron

Denial of Service in yauzl 3.2.0: One Zip File Crashes the Library Behind VS Code and Electron

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5 min read
CVE-2026-28292: How a Simple Case-Sensitivity Bug Turns simple-git Into a Remote Code Execution Weapon (CVSS 9.8)

CVE-2026-28292: How a Simple Case-Sensitivity Bug Turns simple-git Into a Remote Code Execution Weapon (CVSS 9.8)

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4 min read
How to Review AI-Generated Sequence Diagrams Correctly

How to Review AI-Generated Sequence Diagrams Correctly

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7 min read
Why Code Reviews Are Faster with Visual PR Artifacts

Why Code Reviews Are Faster with Visual PR Artifacts

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8 min read
Your Server's Public Key Is All I Need to Become Admin, CVE-2026-29000

Your Server's Public Key Is All I Need to Become Admin, CVE-2026-29000

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5 min read
Why Sequence Diagrams Help Focus Code Analysis

Why Sequence Diagrams Help Focus Code Analysis

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8 min read
How PR Sequence Visualization Reveals Runtime Behavior

How PR Sequence Visualization Reveals Runtime Behavior

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9 min read
When to Use PR Diffs or Sequence Diagrams in Reviews

When to Use PR Diffs or Sequence Diagrams in Reviews

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9 min read
How to Read and Use Sequence Diagram Notation

How to Read and Use Sequence Diagram Notation

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9 min read
How to Catch Side Effects Using Sequence Diagrams

How to Catch Side Effects Using Sequence Diagrams

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8 min read
Why Risk-Based Code Paths Beat Full Visualization

Why Risk-Based Code Paths Beat Full Visualization

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9 min read
Why Sequence Diagrams Should Be Living Documentation

Why Sequence Diagrams Should Be Living Documentation

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8 min read
How Visual Change Insights Improve Code Safety and Reliability

How Visual Change Insights Improve Code Safety and Reliability

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8 min read
Why Visual Code Insights Matter for Code Safety in 2026

Why Visual Code Insights Matter for Code Safety in 2026

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8 min read
How to Choose the Best LLM for Production Workloads

How to Choose the Best LLM for Production Workloads

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9 min read
Why Tokens per Second Mislead AI Performance Benchmarks

Why Tokens per Second Mislead AI Performance Benchmarks

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8 min read
SWE-Bench Scores Don’t Mean Your AI Is Production-Ready

SWE-Bench Scores Don’t Mean Your AI Is Production-Ready

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10 min read
Why Overall AI Accuracy Scores Miss Critical Domain-Specific Failures

Why Overall AI Accuracy Scores Miss Critical Domain-Specific Failures

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7 min read
Why Faster First Tokens Matter More Than Total Response Time

Why Faster First Tokens Matter More Than Total Response Time

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10 min read
Test Scheduled Post

Test Scheduled Post

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1 min read
Why LLM Rate Limits and Throughput Matter More Than Benchmarks

Why LLM Rate Limits and Throughput Matter More Than Benchmarks

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8 min read
How Poor Tool Calling Behavior Increases LLM Cost and Latency

How Poor Tool Calling Behavior Increases LLM Cost and Latency

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6 min read
How to Test LLM Performance on Real Code Instead of Synthetic Benchmarks

How to Test LLM Performance on Real Code Instead of Synthetic Benchmarks

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6 min read
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