ikouchiha47

Thinking Framework

1. User Journey
2. Systems Core Features (Functional Requirements)
3. Qualities of System (Non Functional Requirements): a. Expected Load b. Load change over time c. R/W Data Access Patterns, based off 2. c. CAP tradeoffs, everytime new functional req. e. Fault Tolerance, Idempotency, Replication, Sharding

ikouchiha47

Amitava Ghosh

Staff Software Engineer — India

• Phone: (+91) 629-409-7693
• Email: amitava.dev@proton.me
• Website: https://ikouchiha47.github.io
• GitHub: ikouchiha47
• Name: Amitava Ghosh

ikouchiha47

#!/usr/bin/env bash
set -uo pipefail

VISIBILITY="${VISIBILITY:-private}"
WORKDIR="$HOME/dev/migrate/_mirror"
LOG="$HOME/dev/migrate/migrate.log"
SSH_HOST="${SSH_HOST_KEY:-gitlab.com}"

DRY_RUN=0
TEST=0

ikouchiha47

Pandas API Reference Documentation with Examples

Complete API reference with examples for pandas library

Extracted from: https://pandas.pydata.org/docs/reference/

---

Table Of Contents

• Input/output

ikouchiha47

Python Multiprocessing for Go Developers

A guide for Go developers learning Python's multiprocessing module.

Table of Contents

• Process vs Goroutine
• Queue vs Channel
• Communication Patterns
• Event vs WaitGroup/Context
• Complete Example

ikouchiha47

DAW Problem Statement – Multi-Region Ride-Hailing Platform

Context

You are tasked with designing a multi-tenant, multi-region ride-hailing system (think Uber/Ola).

The platform must handle driver–rider matching, dynamic surge pricing, trip lifecycle management, and payments at scale with strict latency requirements.

ikouchiha47

This blog was written by claude using kiro , There are errors in the blog, but I want it to be a testament to stupid the ecosystem is for anything real.

The future is so bad, that I am positively hopeful. Such a beautiful sight seeing everything burn.

ikouchiha47

AI Agent Development & Debugging Guide

1. Development Cycle

Test-Driven Development (TDD) Workflow

Phase 1: Write Tests First

Write a failing test that defines the expected behavior before implementing any code.

ikouchiha47

from fontTools.ttLib import TTFont
import os


def rename_font_family(input_path, output_path, old_family="M+1", new_family="M+11"):
    font = TTFont(input_path)
    name_table = font["name"]

    print(name_table)

ikouchiha47

import threading
from concurrent.futures import ThreadPoolExecutor, as_completed
from functools import wraps

# Global thread pool
thread_pool = ThreadPoolExecutor(max_workers=10)
workernames = list("abcdefghijklmnopqrstuvwxyz")


def submit_to_thread_pool(func):