Level 5 - by Murat Aslan (Deterministic AI Coding)

​The reason people stall at Level 4: you tell the AI "fix this bug" and every run comes out different.

​Murat's fix: define the workflow in YAML — plan → implement → test → review → PR.
AI fills the intelligence at each node, structure stays deterministic. 5 fixes run in parallel, worktree-isolated, every run reproducible.

​Live walkthrough (no slides):
1· Workflow anatomy in YAML
2· End-to-end run on a real Coolify issue
3· Custom nodes for OSS bounty hunting
4· Real numbers: 220 repos, 92+ PRs, 7+ merged bounties

​Format:

• ​15-20 min presentation with screen share

• ​30 min open Q&A

​Level 5 is a weekly series where advanced AI users (Level 4+) share their real workflows. Not theory, real tools, screen shares, productive results.

​AI User Levels:

​1 - Asks basic questions to LLMs
2 - Uses AI for writing and research
3 - Integrates AI into daily workflows
4 - Builds custom automations and pipelines
5 - Orchestrates an army of agents

​Last week: Serena Lam (CEO of Fuzzy AI) shared sales insights.

​Upcoming: TBD