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Pavan Kumar Sadashiv profile picture

Pavan Kumar Sadashiv

Software Engineer | Backend, Developer Tooling & AI Agent Systems (Ruby on Rails, TS, Python, Go, MCP). Active GitLab Community Contributor across Core, gitlab-lsp, AI Gateway, and Terraform Provider.

Education

Computer Science and Engineering (Artificial Intelligence and Machine Learning)

Pronouns

He/Him

Work

Community Contributor At GitLab

Part 10: High-Impact Bug Fixes Across GitLab & Mastering Upstream Maintainer Review Etiquette

Part 10: High-Impact Bug Fixes Across GitLab & Mastering Upstream Maintainer Review Etiquette

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4 min read

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Part 9: Surviving GitLab's CI/CD, Dangerfile, Trailers, omniscient_classes & Predictive Pipelines

Part 9: Surviving GitLab's CI/CD, Dangerfile, Trailers, omniscient_classes & Predictive Pipelines

Comments
5 min read
Part 8: Consolidating SavePipelineService & Scoping Active-Pipeline Polling Hints in GitLab MCP

Part 8: Consolidating SavePipelineService & Scoping Active-Pipeline Polling Hints in GitLab MCP

Comments
5 min read
Part 7: Self-Correcting MCP Errors, Required-Param Prompts & Strict JSON Schema Fixes in GitLab

Part 7: Self-Correcting MCP Errors, Required-Param Prompts & Strict JSON Schema Fixes in GitLab

Comments
5 min read
Part 6: Sequential Patch Edits (description_edits) & Whole-Document Quick-Action Defense in MCP save_work_item

Part 6: Sequential Patch Edits (description_edits) & Whole-Document Quick-Action Defense in MCP save_work_item

Comments
5 min read
Part 5: Catching Vacuous RSpec Mocks & Adapting to Mid-Flight Feature Flag Cleanups (SecretsHelperSpec)

Part 5: Catching Vacuous RSpec Mocks & Adapting to Mid-Flight Feature Flag Cleanups (SecretsHelperSpec)

Comments
4 min read
Part 4: Exposing Grape REST Endpoints to GitLab's MCP Server — list_pipeline_schedules, Annotations & Auth Spec Traps

Part 4: Exposing Grape REST Endpoints to GitLab's MCP Server — list_pipeline_schedules, Annotations & Auth Spec Traps

Comments
5 min read
Part 3: Supporting Non-ASCII Branch Names in GitLab Workspaces — AppSec CWE-78 & CWE-116 Deep Dive

Part 3: Supporting Non-ASCII Branch Names in GitLab Workspaces — AppSec CWE-78 & CWE-116 Deep Dive

Comments
5 min read
Part 2: Decoupling EE::Group URL Routing into Ai::DuoSettings::Paths Across 22 Files

Part 2: Decoupling EE::Group URL Routing into Ai::DuoSettings::Paths Across 22 Files

Comments
5 min read
Part 1: Taming GitLab's EE::Project God Object — Extracting Ai::Catalog and Dodging the let_it_be Trap

Part 1: Taming GitLab's EE::Project God Object — Extracting Ai::Catalog and Dodging the let_it_be Trap

Comments
6 min read
tools and extensions

tools and extensions

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1 min read
Zero to $15k

Zero to $15k

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5 min read
Scaffolding KiCad-MCP-Bridge: How We Built a Distributed AI PCB Engine (And Solved the Lab Security Problem)

Scaffolding KiCad-MCP-Bridge: How We Built a Distributed AI PCB Engine (And Solved the Lab Security Problem)

Comments
7 min read
GitLab Contributor Work Queue

GitLab Contributor Work Queue

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5 min read
GitLab Issue Queue

GitLab Issue Queue

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4 min read
Where Did My 256GB Mac SSD Go? Hunting 50+ GB of Hidden Developer Junk & Ghost Files

Where Did My 256GB Mac SSD Go? Hunting 50+ GB of Hidden Developer Junk & Ghost Files

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5 min read
HRL International Private Limited

HRL International Private Limited

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8 min read
Viral Stock Market

Viral Stock Market

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9 min read
Top 10 Viral AI Developer Products

Top 10 Viral AI Developer Products

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15 min read
Enterprise Product Captions & Launch Copy Vault

Enterprise Product Captions & Launch Copy Vault

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7 min read
Image Prompts Guide

Image Prompts Guide

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8 min read
How We Built AAROGYASETU: The 2G Telemedicine Platform That Won Our Hackathon (Windows Setup & Presentation Guide)

How We Built AAROGYASETU: The 2G Telemedicine Platform That Won Our Hackathon (Windows Setup & Presentation Guide)

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6 min read
Potential Reclaimable Space

Potential Reclaimable Space

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7 min read
Top 10! High-Yield Technical Articles for GitLab Contributor

Top 10! High-Yield Technical Articles for GitLab Contributor

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6 min read
How to Get Your GitLab Merge Requests Reviewed & Merged: A Practical Guide

How to Get Your GitLab Merge Requests Reviewed & Merged: A Practical Guide

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4 min read
Building an NVIDIA-Grade GPU on a $0.15 RISC-V MCU

Building an NVIDIA-Grade GPU on a $0.15 RISC-V MCU

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4 min read
Building an NVIDIA-Grade GPU Power Coprocessor on a $0.15 RISC-V MCU

Building an NVIDIA-Grade GPU Power Coprocessor on a $0.15 RISC-V MCU

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1 min read
Prompting on a MacBook Air, Executing on Windows: Building a Remote MCP Infrastructure for Cadence Allegro X

Prompting on a MacBook Air, Executing on Windows: Building a Remote MCP Infrastructure for Cadence Allegro X

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3 min read
Kali Linux on Apple Silicon

Kali Linux on Apple Silicon

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4 min read
OpenGalvoCal

OpenGalvoCal

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12 min read
Machine Learning From Scratch in Pure C: Module I — Supervised Learning & Foundations

Machine Learning From Scratch in Pure C: Module I — Supervised Learning & Foundations

Comments 2
11 min read
The AI Infrastructure Playbook: Building a Generational Deep-Tech Company

The AI Infrastructure Playbook: Building a Generational Deep-Tech Company

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4 min read
Contributing to GitLab & MCP: Lessons from a Week of Upstream Open-Source Engineering

Contributing to GitLab & MCP: Lessons from a Week of Upstream Open-Source Engineering

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4 min read
Official Corporate Standard & Future Role Ingestion Specification

Official Corporate Standard & Future Role Ingestion Specification

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6 min read
GitLab Notification

GitLab Notification

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5 min read
Machine Learning From Scratch in Pure C: Module I — Supervised Learning & Foundations

Machine Learning From Scratch in Pure C: Module I — Supervised Learning & Foundations

Comments
11 min read
Zero-Touch Open Source: How I Automated My GitLab MRs from Email to Merge Train with Antigravity IDE & CodeRabbit

Zero-Touch Open Source: How I Automated My GitLab MRs from Email to Merge Train with Antigravity IDE & CodeRabbit

Comments 2
5 min read
Autonomous GitLab MR Resolution

Autonomous GitLab MR Resolution

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4 min read
Implementing K-Means & Hierarchical Clustering in Pure C for Customer Segmentation

Implementing K-Means & Hierarchical Clustering in Pure C for Customer Segmentation

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10 min read
AquaAirX MATSYA Challenge 2026: Phase 1 Idea & Solution Report

AquaAirX MATSYA Challenge 2026: Phase 1 Idea & Solution Report

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12 min read
MATSYA-Node: Exact Hardware Component Count & Procurement Checklist

MATSYA-Node: Exact Hardware Component Count & Procurement Checklist

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4 min read
MATSYA-Node: Complete System Architecture, Hardware Selection & Working Mechanism

MATSYA-Node: Complete System Architecture, Hardware Selection & Working Mechanism

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8 min read
MATSYA-Node: Complete Submerged Hardware Architecture & Marine Components

MATSYA-Node: Complete Submerged Hardware Architecture & Marine Components

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4 min read
MATSYA-Node: Resolving the 3 Critical Field Questions (Weight, Camera Placement & Net Drop Detection)

MATSYA-Node: Resolving the 3 Critical Field Questions (Weight, Camera Placement & Net Drop Detection)

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5 min read
MATSYA-Node: Our 4-Tier Core System Architecture to Win MATSYA 2026

MATSYA-Node: Our 4-Tier Core System Architecture to Win MATSYA 2026

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5 min read
MATSYA 2026 Winning Playbook: Everything Our Team Needs to Know (5-Min Read)

MATSYA 2026 Winning Playbook: Everything Our Team Needs to Know (5-Min Read)

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7 min read
How I Reclaimed 25+ GB of "Hidden" Developer Cruft on My MacBook (Without Sketchy Cleaner Apps)

How I Reclaimed 25+ GB of "Hidden" Developer Cruft on My MacBook (Without Sketchy Cleaner Apps)

Comments
4 min read
How I Tracked Down and Fixed Mystery Overheating & CPU Leaks on macOS

How I Tracked Down and Fixed Mystery Overheating & CPU Leaks on macOS

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4 min read
Why HRL Ships 100x Faster Than Traditional Developers at GitLab: The Secret of Agentic Engineering

Why HRL Ships 100x Faster Than Traditional Developers at GitLab: The Secret of Agentic Engineering

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5 min read
How I Shipped 15 Green MRs to GitLab in One Day: Inside Our Modern Contributor Tech Stack

How I Shipped 15 Green MRs to GitLab in One Day: Inside Our Modern Contributor Tech Stack

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4 min read
Comparing 3 Face Recognition Approaches in Pure Python (Zero Libraries Needed!)

Comparing 3 Face Recognition Approaches in Pure Python (Zero Libraries Needed!)

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2 min read
Comparing 3 Face Recognition Approaches in Python: Eigenfaces (PCA), LBPH, and DeepFace

Comparing 3 Face Recognition Approaches in Python: Eigenfaces (PCA), LBPH, and DeepFace

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4 min read
GitLab Level 4 Execution Status

GitLab Level 4 Execution Status

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5 min read
GitLab Notification

GitLab Notification

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3 min read
GitLab Level 4

GitLab Level 4

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5 min read
Plan to Hit GitLab Level 4

Plan to Hit GitLab Level 4

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4 min read
Orchestrating Development

Orchestrating Development

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2 min read
The GitLab Way: How We Scaled Autonomous Problem-Solving with MVC, Boring Solutions, and the GitLab CLI

The GitLab Way: How We Scaled Autonomous Problem-Solving with MVC, Boring Solutions, and the GitLab CLI

Comments 2
5 min read
The GitLab Way: How We Scaled Autonomous Problem-Solving with MVC, Boring Solutions, and the GitLab CLI

The GitLab Way: How We Scaled Autonomous Problem-Solving with MVC, Boring Solutions, and the GitLab CLI

Comments
5 min read
Antigravity Rules

Antigravity Rules

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2 min read
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