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If you have sized a project against Groq's free tier recently, the number you probably wrote down was 14,400 requests per day. It appears in a lot of
Every freelancer knows the scene: you send a quote, the client replies "Sounds good, let me check with my partner" — and then silence. You wait a week
New advancements in Generative AI Most AI tutorials start with a 500-word essay about how Alan Turing would be so proud of our current chat
I Built a Multi-Provider LLM Router for My AI Worker — Here's What I Learned When I started integrating LLMs into my side project AuraFlow
Extract Job Listings from Indeed — Python Tutorial 2026 Indeed is the world's largest job search engine with 250M+ monthly visitors. Here's
Improving Code Quality with agent.md agent.md is a small tool that helps large language models write better code. It works as a middle laye
New advancements in Generative AI Most AI tutorials start with a ten-paragraph philosophical essay on whether machines can think. Let's ski
The problem Every Python developer has hit a bug that: Passes all linting checks Passes all type checking Only appears at runtime, often
Extract Job Listings from Indeed — Python Tutorial 2026 Indeed is the world's largest job search engine with 250M+ monthly visitors. Here's
Every one of these had a green suite. 147 tests on the portfolio, 77 on the budget proxy, 53 on the conformance checker, 78 on the retrieval system. A
Build a Pricing-Aware Request Queue for AI Gateways Most AI cost controls are added after dispatch. A request enters the gateway, the SDK p
A 429 Is a Signal, Not a Suggestion: Build a Retry Ladder for Free Endpoints Retries are a schedule, not a reflex. A free model endpoint re
Level 7 of nine in Project Arc Rector - an agentic RAG stack built from free, self-hostable parts, one swappable level at a time. Level 6 was ingestio
Level 0 of Arc Ops made a retried tool call safe to repeat. This level is about what happens next, which is that it gets repeated - by every client at
"Rewritten for the medium, not truncated to fit it" is a slogan until something measures it. So the repo ships truncation as a first-class strategy -
A KV cache is not an approximation. Under causal attention, appending a token cannot move an earlier position's residual stream, keys or values - meas
Extract Job Listings from Indeed — Python Tutorial 2026 Indeed is the world's largest job search engine with 250M+ monthly visitors. Here's
Every column in every dataset is a recording, and the recording is not the thing. Write w = x + u: you fit on w, the world runs on x. The textbook con
I want to be upfront about something: this whole project runs on free Kaggle T4 notebooks, an AWS EC2 t3.micro relay that costs almost nothing, and pu
Python is a perfect language for Agile development, where requirements might change on the go. Especially if you are in a startup business, you will n