Hands-on build guides with free AI tools, the latest in AI, and Forward Deployed Engineer playbooks — written for engineers who ship.
Deploy a free-tier endpoint that reads a CSV of prospects, scrapes their LinkedIn or website via Playwright, and auto-generates personalized one-liners using Groq's LLM — all on the edge.
A hands-on guide to building a free-tier daily standup bot using n8n, Groq (Mixtral), and Slack. Collect async updates via DM, summarize them with an LLM, and post a coherent summary to your team channel every morning.
Ship a local RAG pipeline that ingests your PDFs and markdown notes into Qdrant's free vector DB and answers questions with cited sources using Groq's blazing-fast Mixtral inference.
Ship a local RAG chatbot that ingests PDFs and Markdown, stores embeddings in Supabase's free pgvector, and answers questions with Google Gemini—no paid tiers required.
Build a planner-searcher-writer multi-agent system that decomposes questions, searches the web via SerpAPI, and synthesizes structured briefs using Gemini 1.5 Flash free tier and LangChain.
A hands-on guide to building a Streamlit web app that uses Groq's free Mixtral model to turn rough outlines into high-engagement Twitter threads with hooks, formatting, and CTAs.
Turn UI mockups into production-ready HTML/Tailwind with a free CLI tool powered by OpenRouter's Llama 3.2 Vision. No API keys, no cost, just raw engineering.
Build a zero-cost Python pipeline that watches a folder, OCRs receipts with Gemini 1.5 Flash, and outputs structured JSON with vendor, line items, and totals—no paid APIs required.
Index your local Git repo into Supabase's free pgvector using LlamaIndex and query it with natural language. A hands-on CLI build guide with real code, architecture, and zero-cost LLMs.
Ship a Discord bot that understands your community's docs. We embed questions with Cloudflare Workers AI, retrieve context from Qdrant's free vector store, and answer with OpenRouter's free LLMs. Pure free-tier RAG.
Build a browser extension that uses Playwright and Google Gemini (free tier) to parse your resume and autofill any job application form. No manual typing, no fluff.
Scrape company websites and extract structured data using Playwright and Google Gemini's free tier. Build a Python agent that turns domain lists into enriched lead CSVs.
Build a fully local RAG pipeline that ingests your PDF library and answers questions using Ollama for private LLM inference and Qdrant's free cloud vector store. Complete engineering guide with code.
Build a free system tray app that watches your clipboard, summarizes or translates text using Groq's blazing-fast Llama inference, and reads it aloud with open-source Piper TTS. Full Python guide.
Build a natural-language SQL analyst that introspects your Postgres schema, generates queries via Google Gemini's free tier, and returns results. Step-by-step guide with code.
Build a local, zero-cost Python tool that chunks Markdown lecture notes and uses a local LLM via Ollama to generate Anki-compatible Q&A flashcards. No API keys, no cloud costs.
Build a free serverless function that accepts raw logs, uses Cloudflare Workers AI to summarize incidents, and drafts structured postmortems in Markdown. Copy-pasteable guide for engineers.
Ship a Discord community bot that answers questions from your docs using free-tier tools. Wire n8n webhooks to Supabase vector search and Google Gemini for RAG responses.
Build a free, automated pipeline that downloads YouTube audio, transcribes it with Whisper, and generates SEO-friendly blog posts using Groq's LLM—all deployed on serverless Cloudflare Workers.
Index any local git repo into Qdrant's free cloud tier and query its architecture with a local Ollama model. A complete Python CLI build guide for engineers.
Build a cron-driven Slack digest bot that fetches yesterday's messages, summarizes them with Cloudflare Workers AI free tier, and posts the recap. Complete step-by-step with code.
Wire up a fully local voice assistant in your terminal using open-source STT, LLM, and TTS models. Zero API costs, complete Python code, and a clean event loop architecture.
Build a Chrome extension that reads your resume PDF and uses Groq's free Llama-3 model to autofill Greenhouse and Lever job apps. Real code, zero cost.
Build a free WhatsApp customer-support agent that answers questions from your own docs. Uses Twilio Sandbox, Groq's fast Llama inference, and a local Qdrant vector store.
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