# Harbor Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/harbor
> Markdown URL: https://aitinkerers.org/technologies/harbor.md
> Technology record last updated: 2026-09-18T15:13:41Z
> Generated: 2026-10-14T14:08:10Z

An open-source, CNCF Graduated registry that secures artifacts via role-based access control, vulnerability scanning, and image signing.

Harbor serves as a CNCF Graduated enterprise registry for storing and managing cloud-native artifacts. It integrates directly with OIDC and LDAP providers to enforce granular RBAC across private projects. Security is handled via built-in vulnerability scanning (using tools like Trivy) and content trust through Cosign or Notary. Operators use its replication capabilities to sync images across multi-cloud registries (Azure ACR, AWS ECR, or Google GCR) while maintaining a single source of truth.

- Official technology site: https://goharbor.io
- Public AI Tinkerers demos and talks: 3
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Stop Training, Start Parenting: Your Model Might Just Need a Better Agent](https://minneapolis-saint-paul.aitinkerers.org/talks/rsvp_1KSExlp4diQ)

I evaluated a newly released model on a public coding benchmark, found that the default agent scaffold was causing systemic failures, and then forked the agent to add the tooling and context handling the model needed to complete the tasks to be evaluated fairly. I will show the eval runs, how I analyzed the logs and trajectories to identify the issue, the resulting agent code and then, of course, the before and after benchmark results.

- Event context: AI Tinkerers Minneapolis–Saint Paul — September Meetup — 2026-09-24 — Minneapolis Saint Paul
- Public talk page: https://minneapolis-saint-paul.aitinkerers.org/talks/rsvp_1KSExlp4diQ

### [Meet North Mini Code: Cohere's first model for developers.](https://montreal.aitinkerers.org/talks/rsvp_RFfBetDE0zk)

North Mini Code is a 30B parameter MoE coding model (3B active) that Cohere released June 9 under Apache 2.0, trained specifically for agentic software engineering. We will demo it live in OpenCode so you can watch it work through an agentic coding task end to end. Alongside the live agent session, we'll walk through the architecture and the post-training pipeline that got it there: two stages of SFT followed by async RLVR across terminal and SWE environments.

- Event context: AI Tinkerers Montreal - June Demo Meetup — 2026-06-17 — Montreal
- Public talk page: https://montreal.aitinkerers.org/talks/rsvp_RFfBetDE0zk

### [Claude Code in a Box - How to Actually Evaluate Coding Agents](https://berlin.aitinkerers.org/talks/rsvp_fB_XbaVcN1k)

Demo how to eval Claude Code vs itself (with different models/settings) or Codex/OpenCode on Production PRs using Harbor and deep insights into Agent Trajectories

- Event context: AI Tinkerers Berlin Meetup - March 11, 2026 — 2026-03-11 — Berlin
- Public talk page: https://berlin.aitinkerers.org/talks/rsvp_fB_XbaVcN1k

## Related Technologies

- [OpenCode](https://aitinkerers.org/technologies/opencode) ([Markdown](https://aitinkerers.org/technologies/opencode.md)) — 14 public demos
- [Agent harness](https://aitinkerers.org/technologies/agent-harness) ([Markdown](https://aitinkerers.org/technologies/agent-harness.md)) — 1 public demo
- [Claude Code](https://aitinkerers.org/technologies/claude-code) ([Markdown](https://aitinkerers.org/technologies/claude-code.md)) — 225 public demos
- [Codex](https://aitinkerers.org/technologies/codex) ([Markdown](https://aitinkerers.org/technologies/codex.md)) — 46 public demos
- [Docker](https://aitinkerers.org/technologies/docker) ([Markdown](https://aitinkerers.org/technologies/docker.md)) — 150 public demos
- [Elluminate](https://aitinkerers.org/technologies/elluminate) ([Markdown](https://aitinkerers.org/technologies/elluminate.md)) — 4 public demos
- [Hugging Face](https://aitinkerers.org/technologies/hugging-face) ([Markdown](https://aitinkerers.org/technologies/hugging-face.md)) — 42 public demos
- [Live Demo](https://aitinkerers.org/technologies/live-demo) ([Markdown](https://aitinkerers.org/technologies/live-demo.md)) — 1 public demo
- [mini-SWE-agent](https://aitinkerers.org/technologies/mini-swe-agent) ([Markdown](https://aitinkerers.org/technologies/mini-swe-agent.md)) — 1 public demo
- [MoE](https://aitinkerers.org/technologies/moe) ([Markdown](https://aitinkerers.org/technologies/moe.md)) — 1 public demo
- [North Mini Code](https://aitinkerers.org/technologies/north-mini-code) ([Markdown](https://aitinkerers.org/technologies/north-mini-code.md)) — 1 public demo
- [North Mini Code (30B MoE, 3B active)](https://aitinkerers.org/technologies/north-mini-code-30b-moe-3b-active) ([Markdown](https://aitinkerers.org/technologies/north-mini-code-30b-moe-3b-active.md)) — 1 public demo
- [Python](https://aitinkerers.org/technologies/python) ([Markdown](https://aitinkerers.org/technologies/python.md)) — 674 public demos
- [SWE-agent](https://aitinkerers.org/technologies/swe-agent) ([Markdown](https://aitinkerers.org/technologies/swe-agent.md)) — 1 public demo
- [SWE-Bench Verified](https://aitinkerers.org/technologies/swe-bench-verified) ([Markdown](https://aitinkerers.org/technologies/swe-bench-verified.md)) — 1 public demo
- [Terminal Bench 2](https://aitinkerers.org/technologies/terminal-bench-2) ([Markdown](https://aitinkerers.org/technologies/terminal-bench-2.md)) — 1 public demo
- [Terminal-Bench v2](https://aitinkerers.org/technologies/terminal-bench-v2) ([Markdown](https://aitinkerers.org/technologies/terminal-bench-v2.md)) — 1 public demo
- [vLLM](https://aitinkerers.org/technologies/vllm) ([Markdown](https://aitinkerers.org/technologies/vllm.md)) — 36 public demos