Killed by Tin ๐Ÿชฆ

Not all projects make it to production. Some die due to complexity, some get replaced, and some just vanish. Here lies the resting place for those fallen initiatives.

R.I.P

In-House Knowledge Hub Pilot

2025

A pilot effort of RAG as internal knowledge hub. Gone, but caught a critical design bug for the team.

80% deadteam size: 2
RAGK8sDifyMilvusElasticsearchBeautifulSoup

R.I.P

Internal OpenAI Playground

2024

Playground for piloting ChatGPT internally. Still occasionally used by rebels to test latest GPT-xxx models.

90% deadteam size: 2
Azure OpenAIAzure AI StudioProposalsStakeholder Alignment

R.I.P

'One-Click' Training UI

2024

A Simple Training UI on HuggingFace Space for non-technical members to finetune models at ease. Company pivoted to using third-party APIs more than finetuning.

100% deadteam size: 2
DockerHuggingFaceConfluenceNeptune.aiGitHub Actions

R.I.P

Training Runner

2023-2024

Agnostic runner service to kick off training jobs identically everywhere (local, server, SageMaker, AWS Batch, ...). Killed when the company pivoted entirely to third-party APIs.

100% deadteam size: 2
MLOpsSageMakerDockerCircleCIAWS BatchAthena LabelingS3

R.I.P

EMS: Experiment Management System

2021 - 2024

A unified experiment tracking system designed to improve reproducibility across all Cinnamon models. Abandoned when the company shifted focus away from DL research.

100% deadteam size: 4
Neptune.aiTensorboardboto3base64

R.I.P

Kustomizable Flax

2021 - 2022

'All-in-one' Auto-Training and Pipeline Customization Platform. Way too complicated to adapt into existing ecosystem. Crushed under the weight of its own complexity.

100% deadteam size: 7
KubeflowGKEArtifact RegistrySQLKaleCloud StorageScrum

R.I.P

kf-sdk

2021 - 2022

A standardized SDK injected into AI libraries to provide seamless Kubeflow integration and Cloud Storage support. Still used by some libraries to interact with S3/GCS.

90% deadteam size: 2
Artifact RegistrykfpKubeflowsecretsS3GCSwatchdog

R.I.P

kf-playground

2022

Interactive tutorials and guidelines customized for Cinnamon models, created to soften the Kubeflow learning curve for AI Researchers. Scrapped when the company ultimately dropped Kubeflow.

100% deadteam size: 1
Jupyter NotebookDocumentationConfluence

R.I.P

CURE Framework

2019 - 2021

Rigid standardized training framework for all models. Collapsed under massive maintenance debt after the main author left.

100% deadteam size: 5
PyTorchAnacondaFunction CallbacksArchitecture

R.I.P

OCR Correction Research

2020

Fusing visual and seq2seq context features with radical output for OCR correction. Dead due to long inference times outweighing minor accuracy gains.

100% deadteam size: 3
seq2seqCRNNRadical DecompositionCVNLP

R.I.P

ARKnet OCR Model

2019

Multi-head CRNN models using Kanji decomposition. Abandoned and forgotten after pivoting to more pressing project tasks.

100% deadteam size: 1
CRNNKanji DecompositionPyTorchCangjieIDS_IDCs_DCs