Agentic Web Email Infrastructure
Your agent is three steps away from completing a registration. It filled out the form, submitted it, and got a 200 OK back. The service responds: "Che…
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Programming Isn’t About Syntax: It’s About Understanding the Basics
I’ve been thinking about why programming feels harder than it should when you’re starting out. I think a big part of it is how it’s taught. You jump s…
Introducing Citai: the RAG engine I built across 6 articles — now free to try
Over the last 6 articles I shared how I built every piece of a production RAG engine: hybrid search, cross-encoder reranking, SSE streaming, multi-ten…
Building a Rolling-Baseline HTTP Anomaly Detector (No Fail2Ban)
Every VPS running a public web app gets hit with traffic it didn't ask for, from scrapers, brute-force login attempts, or just someone's misconfigured…
Best Python Course 2026: How to Choose (and Win)
If you’re googling best python course 2026 , you’re not alone—and the timing makes sense. Python is still the default language for automation, data wo…
Why iPhone Videos Silently Fail as Telegram Video Avatars
The Silent Failure Nobody Explains I was setting up a Telegram video avatar and uploaded a recent iPhone clip. No error, no feedback, just the upload …
The Swiss Army Knife That Actually Works: How AI Learned to Think and Draw at the Same Time
Picture a talented friend who can do something most people cannot: hold a genuine conversation about a painting while simultaneously sketching it from…
Introducing CareerGPT – A Multi-Agent AI Career Assistant
Today, I’m sharing my recent project: CareerGPT. CareerGPT is built using LangGraph and LangChain. The core idea behind this project is to design a mu…
The Bulletproof FastAPI Stack
Building a FastAPI project is exciting—until the code grows, the types get messy, and security vulnerabilities creep in. In a world where Developer Ex…
Fine-tuning Chatterbox on a Low-Resource Language: 7 Things That Mattered
Fine-tuning Chatterbox on a Low-Resource Language: 7 Things That Mattered Resemble AI's Chatterbox Multilingual TTS is one of the few SOTA open-source…
850x Faster PostgreSQL Writes With One Line of Python
Every Python developer loading data into PostgreSQL hits the same wall. executemany() with 1M rows? 16 minutes. df.to_sql() ? Same thing — it generate…
Stop flying blind on flaky tests — pytest-cloudreport gives you HTML reports and cross-run history
If you've ever stared at a CI failure that passes locally, or watched the same test flap for the third time this week with no idea how often it's actu…
Detecting Greenwashing at Scale: Building an EU Green Claims Compliance Checker
Detecting Greenwashing at Scale: How We Built an Automated EU Green Claims Compliance Checker The EU Green Claims Directive is coming into force progr…
Building a Self-Evolving AI: Tian AI's Code Modification Engine
Self-Evolution: AI That Improves Itself Tian AI features a groundbreaking self-evolution system that allows the AI to analyze, modify, and improve its…
I spent 1 year building a fully-featured online IDE from scratch. Looking for feedback!
Hey everyone, I recently launched CodingPulse (codingpulse.online), a project I’ve been working on to bring a professional IDE experience directly to …
I Built a Multi-LLM Debate Engine That Fact-Checks Itself in Real Time
When you ask one LLM a question, you get one answer. When you ask five LLMs the same question, you get five answers and no way to tell which is right.…
Add Authentication and SSO to Your Flet App
This blog was originally published on Descope . Creating cross-platform applications has become much easier with frameworks like Flet . Flet allows de…
I Built a Private, Local-First AI Assistant with Flask
The Goal: I wanted an AI assistant that doesn't save my logs to the cloud and utilize my hardware. Though it's quite slow as of now, I believe with fu…
A QA engineer's first AI testing project - FastAPI + local LLM + pytest
I'm an automation engineer that writes mostly UI tests with some API sprinkled in. A recruiter wrote to me about an interesting job - AI/LLM testing. …
5 Serverless Frameworks I've Actually Deployed Python on AWS With (And One I Stopped Using)
TL;DR: Let me paint a picture you've probably lived through. You write a Python Lambda that works perfectly on your machine. 📖 Reading time: ~32 min W…
I audited my own Claude Code setup and found 21 issues in 72 artifacts
The accidental sprawl I wanted to know how many Claude Code agents I had accumulated. The answer was uncomfortable: $ ls ~/.claude/agents/ | wc -l 47 …
Spelling correction at scale: Levenshtein distance, BK-trees, and symmetric deletion
Spelling correction at scale: Levenshtein distance, BK-trees, and symmetric deletion If you’ve ever built a search feature, you’ve likely started …
I Backtested My Own GEX Product Across 8 Years of SPY. Most of It Is Just VIX.
I sell a dealer-exposure API. GEX, DEX, VEX, CHEX — the whole Greek-exposure stack. So when I tell you the backtest on my own product is mostly a VIX …
I Built a Threading Engine - I Need Results (Feedback)
I've been building TokenGate - an experimental Python concurrency engine that uses a token-based model to manage threaded tasks. No manual thread mana…
I automated my entire job search with AI — here's the full stack I built
I automated my entire job search with AI — here's the full stack I built Manual job searching is genuinely miserable. You open LinkedIn. You scroll. Y…
.gitignore Done Right — What to Ignore, Why, and the Pattern Every Production Codebase Uses
A deep dive into .gitignore for Python projects — the secrets pattern, the template exception, what belongs in version control and what doesn't, and h…
My First Attempt at Contributing to Firefox (Outreachy Journey)
🟢“From Confusion to Clarity: My Firefox Bug Fix Experience” “What Trying to Fix a Mozilla Bug Taught Me”🟡 Starting my journey into open source with Fi…
Building a Live F1 Dashboard Using OpenF1 and Streamlit
Formula 1 generates massive amounts of telemetry data during each race weekend — lap times, sector speeds, tire compounds, and pit stop durations. For…
ReconSpider: HTB Web Enumeration Tool Guide (2026)
TL;DR ReconSpider is a Python-based web enumeration tool built by HackTheBox that crawls a target domain and extracts structured reconnaissance data i…
FLAMEHAVEN FileSearch: Why This RAG Engine Feels Different from the Usual Stack
FLAMEHAVEN FileSearch: Why This RAG Engine Feels Different from the Usual Stack RAG is no longer an exotic idea. At this point, most developers have s…