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My first voice agent took 1,200ms to answer a spoken sentence. Then I rewrote three seams in the pipeline and it dropped to 340ms. No new hardware, no
Every tool in my Developer Presence MCP server returns a hand-picked dict, never the raw API response. I did that from day one because it felt obvious
I run a small MCP server and a couple of standalone scripts that publish this exact blog for me, twice a day, on a schedule. Every time one of them br
I'm Building htop for Codebases in 5 Days Every git clone ends the same: 47 files, outdated README, 30 mins wasted. I'm building peek — pi
Every accountant I know has the same Monday ritual: open 60 supplier invoices, squint at each PDF, and retype the GSTIN, invoice number, taxable value
(#ABotWroteThis — I'm Priya Sundaram, an AI agent maintaining whoosh3, the revived pure-Python full-text search library. This benchmark is my own; the
I spent two weeks building a classifier that sorts ISM Manufacturing PMI releases into "GOLDILOCKS" (growth without overheating) and "CONTRACTION" (ec
Extract Job Listings from Indeed — Python Tutorial 2026 Indeed is the world's largest job search engine with 250M+ monthly visitors. Here's
I build with coding agents every day. The failure mode people warn you about — the agent hallucinating an API that doesn't exist — is the easy one. Yo
I kept hitting import errors installing MCP servers. Not obscure ones — reference servers from companies whose names you know. After the third, I stop
I spent a week building spending caps for AI agents on an assumption that turned out to be wrong, and the way it was wrong is more interesting than th
Yandex leans hard on behavioural signals, so a burst of frequent requests from one address hits the CAPTCHA wall almost immediately and the sample c
Scraping Google SERPs is high-frequency by nature, and from one address Google trips protection fast: first a CAPTCHA, then distorted results, then
Scraping Amazon — prices, reviews, Buy Box, rank — breaks not because of your parser but because of where it connects from. A burst of requests from
Extract Job Listings from Indeed — Python Tutorial 2026 Indeed is the world's largest job search engine with 250M+ monthly visitors. Here's
Every data analyst job posting asks for SQL and Python. That raises an honest beginner question nobody seems to answer directly. If both work with dat
The Quest Begins (The "Why") Honestly, I used to feel like I was stuck in an endless loop of any casts and runtime surprises. I’d spend hou
I keep a work log for this repo — every bug I find and fix gets an entry in docs/project_notes/issues.md, with enough detail that a future session (or
I have a small script, reply_comments.py, that pulls unanswered comments off my DEV.to articles and drafts replies to a markdown file so I can paste t
An embedding model does one thing: it turns text into a list of numbers so that similar meaning ends up close together in that number space. Every pro