Coding & Development
EMBEDDINGS.md · 12 documents
SMART-CAM (Smart AI Camera) — Full Documentation
Documents an edge AI surveillance pipeline that detects people, extracts ReID embeddings, and tracks identities locally on a Raspberry Pi with optional Hailo NPU acceleration.
Pulse — Life Cofounder | Build Log
Documents a full-stack monorepo that ingests LinkedIn and GitHub data, generates embeddings in-browser, and provides a RAG chat with an AI cofounder.
Development Summary
Documents the development journey of an AI agent server, covering AI-assisted vs hand-written code, bugs, architecture, and production plans.
ReachInbox Email Aggregator - Development Plan
Breaks a full-stack email aggregator into 6 sequential phases with mandatory, core, and stretch tiers for an interview project.
TODO — Dev Sentinel
Maps an 8-phase build plan for a CLI tool that detects developer frustration and generates learning notes from LLM transcripts.
WARP.md
Documents a Docker-based Django development environment for testing PostgreSQL extensions (PostGIS, TimescaleDB, pgVector) with Python 3.14 and uv.
Building an AI Travel Assistant with Micronaut and LangChain4j
Builds a Micronaut travel advisor that embeds user queries, runs vector similarity search in Oracle AI Database, and returns semantically matched destinations via a chat endpoint.
Intelligent Document Query Platform — GitHub-ready Low-Level Design (LLD)
Provides a copy-ready low-level design for a serverless document query platform with vector search and LLM integration.
WARP.md
Documents the architecture, data model, and development workflow for an AI memory service with MCP bridge integration.
HeadKey Memory System - Developer Cheat Sheet
Documents a memory API system for AI agents built on the CIBFE architecture, covering setup, configuration, and usage.
Go-Attention API Documentation
Documents all exported APIs for the go-attention library, covering core types, attention mechanisms, transformer layers, and performance features.
Embedding-Based Memory Recall — Implementation Plan
Replaces LIKE keyword search with semantic vector search for memory recall, using sqlite-vec and OpenAI embeddings with keyword fallback.