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@neubig
neubig / dynet-tagger.py
Last active May 21, 2018 06:01
A small sequence labeler in DyNet
"""
DyNet implementation of a sequence labeler (POS taggger).
This is a translation of this tagger in PyTorch: https://gist.github.com/hal3/8c170c4400576eb8d0a8bd94ab231232
Basic architecture:
- take words
- run though bidirectional GRU
- predict labels one word at a time (left to right), using a recurrent neural network "decoder"
The decoder updates hidden state based on:
- most recent word
@dollspace-gay
dollspace-gay / VSDD.md
Last active March 5, 2026 22:38
Verified Spec-Driven Development

Verified Spec-Driven Development (VSDD)

The Fusion: VDD × TDD × SDD for AI-Native Engineering

Overview

Verified Spec-Driven Development (VSDD) is a unified software engineering methodology that fuses three proven paradigms into a single AI-orchestrated pipeline:

  • Spec-Driven Development (SDD): Define the contract before writing a single line of implementation. Specs are the source of truth.
  • Test-Driven Development (TDD): Tests are written before code. Red → Green → Refactor. No code exists without a failing test that demanded it.