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3,528 documents
Criterion MCP Server
Documents a hosted MCP server that exposes three semantic search tools for Quran verses and Hadith collections to AI assistants.
Building SupportX AI Assist: A Multi-Agent IT Support System
Describes building a multi-agent IT support system with AutoGen, Azure AI Search, and Gemini embeddings for instant issue resolution and automatic escalation.
Agent Learnings - Papr Memory Python SDK
Documents 12 real-world learnings from converting a 4B-parameter embedding model to Core ML for on-device Apple Silicon inference.
ChronoMind Development TODO
Maps the current state, immediate fixes, and a phased roadmap for a temporal vector store project in Rust.
Dynamic Coattention Networks For Question Answering
Explains the Dynamic Coattention Network model for question answering, covering encoder, co-attention, and iterative pointer network.
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.
uwot (development version)
Changelog for the uwot R package, documenting new features, bug fixes, and parameter changes across versions.
Implementation Plan: codeindex
We're building a local semantic index for codebases that augments Claude Code's Glob/Grep/Read tools with embedding-based search. The design is informed by OpenViking (AST skeletons, bottom-up directory summaries, score propagation), Augment Context Services (single retrieval tool for agents), sigma-ralph-grindset (`claude --print` as LLM backend), and db-harness (Bun-native dual-database skill pattern).
Usage
Shows how to use the zai Zig library for chat, streaming, embeddings, and managing providers via code and CLI.
The Annotated Encoder-Decoder with Attention
Implements an encoder-decoder with Bahdanau attention using GRUs, closely following the 2015 neural machine translation paper.
Loop #1 – RAG Pipeline
Documents a two-loop system: a YouTube transcript RAG pipeline and a Pydantic AI agent with a FastAPI streaming API for querying the ingested content.
MORE
Reports NER model evaluation results (F1 scores, processing times) for QRNN, Transformer, BiLSTM, and BERT variants on CoNLL-2003.
Part 2: Latent Action Prediction Model
Builds a VQ-VAE model to infer discrete latent actions between consecutive Atari game frames for next-frame prediction.
Transformer Model Technical Research Analysis
Explains hyperparameters and architectural choices of a small Transformer decoder, including benefits and trade-offs of increasing each.
Version 1 Mental Model
Documents the evolution of a resume chatbot across seven versions, detailing components, data flow, and design decisions.
vlite Documentation
Documents the vlite vector database library: installation, CRUD operations, and the custom CTX file format for storing embeddings.
Traul — Personal Intelligence Engine
Defines a CLI tool that syncs, indexes, and searches messages from multiple communication platforms with hybrid vector+FTS search.
Go-Attention API Documentation
Documents all exported APIs for the go-attention library, covering core types, attention mechanisms, transformer layers, and performance features.
FastEmbed-rb Roadmap
Tracks unimplemented features from the Python FastEmbed library and documents completed refactoring for the Ruby port.
Qwen3-TTS — Model Reference
Documents the architecture, weights, tokenizer, and inference algorithm for implementing Qwen3-TTS from scratch.
Product Requirements Document — `codex-prompt-refinery
Ingests OpenAI Codex CLI history, deduplicates and groups prompts, then synthesizes atomic and workflow prompts via the Responses API with Structured Outputs.
Model Documentation
Documents the transfer learning strategy, architecture, training procedure, and explainability method for a CodeBERT-based human-vs-LLM code classifier.
ThreatGraph Deployment Guide
Walks through deploying a Streamlit app with SurrealDB to the cloud, from hackathon to production.
FIPS Chat Container Deployment Guide
Guides deploying a FIPS-compliant Streamlit chat app to OpenShift with Ollama, including RAG setup and model management.