All Documents

3,528 documents available

Transformer Model Technical Research Analysis

Explains hyperparameters and architectural choices of a small Transformer decoder, including benefits and trade-offs of increasing each.

kyegomez

FINE_TUNING.md

Reports NER model evaluation results (F1 scores, processing times) for QRNN, Transformer, BiLSTM, and BERT variants on CoNLL-2003.

rageval

dsindex

EMBEDDINGS.md

Go-Attention API Documentation

Documents all exported APIs for the go-attention library, covering core types, attention mechanisms, transformer layers, and performance features.

takara-ai

ARCHITECTURE.md

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.

airag

paraschopra

MCP.md

Criterion MCP Server

Documents a hosted MCP server that exposes three semantic search tools for Quran verses and Hadith collections to AI assistants.

aiagentmcp

BalajSaleem

FINE_TUNING.md

Model Documentation

Documents the transfer learning strategy, architecture, training procedure, and explainability method for a CodeBERT-based human-vs-LLM code classifier.

aillmrag

CyberKatsu

EMBEDDINGS.md

Dynamic Coattention Networks For Question Answering

Explains the Dynamic Coattention Network model for question answering, covering encoder, co-attention, and iterative pointer network.

karanchahal

RAG.md

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.

aiagentrag

gek007

AGENTS.md

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.

aiagent

Papr-ai

EMBEDDINGS.md

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.

aillmrag

project-ax

PRD.md

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.

aiagentprompt

BjornMelin

RAG.md

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).

aiagentllm

smart-knowledge-systems

RAG.md

The Annotated Encoder-Decoder with Attention

Implements an encoder-decoder with Bahdanau attention using GRUs, closely following the 2015 neural machine translation paper.

bastings

SKILL.md

Traul — Personal Intelligence Engine

Defines a CLI tool that syncs, indexes, and searches messages from multiple communication platforms with hybrid vector+FTS search.

airagclaude

dandaka

RAG.md

vlite Documentation

Documents the vlite vector database library: installation, CRUD operations, and the custom CTX file format for storing embeddings.

sdan

FAILURE_MODES.md

ChronoMind Development TODO

Maps the current state, immediate fixes, and a phased roadmap for a temporal vector store project in Rust.

airageval

JtPerez-Acle

EMBEDDINGS.md

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.

aiagentllm

iftikar0016

ARCHITECTURE.md