Codex Hackathon April 2026

In this video I walk through the hackathon project we built called WorldView, an AI‑driven delivery and system command center powered by Codex. I start by describing the core problem we face in modern software delivery: teams generate massive amounts of unstructured data—capacity metrics, meeting transcripts, feature specs, stories, milestones, and documentation—but that data lives in disparate tools and timespans, forcing leaders to rely on lagging, incomplete views of project health. To address this, WorldView ingests all of those sources and uses Codex to produce four critical outputs: a true, up‑to‑date project status, an automatically generated dependency graph, identification of hidden risks that a human manager would miss, and a remediation action plan that assigns who needs to do what and when.

The solution is built on a multi‑agent architecture. The orchestrator agent continuously watches each project and compares the reported status (what the team says) with the inferred status (what Codex derives). The project agent scans all documentation to create the inferred view. When a mismatch is detected, the investigator agent launches a deep‑dive across the affected project(s) to surface the underlying risks. Those findings are then handed to a remediation agent, which can be reviewed by a human and can invoke tool calls to automatically apply corrective actions.

I then switch to a live demo. The Codex runtime is running in the background with cached responses for speed. The dashboard shows several projects: most are reported and inferred as on‑track, but the "Enterprise Integration Data Product" is reported green yet inferred as at risk. Clicking into that project reveals a reported green status but a risk score of 70, driven by milestones 5301 and 5304 being flagged as at risk, indicating possible slippage. Feature cards show green for healthy features and orange for the at‑risk one. The detailed view shows the owner is unassigned, the estimate is TBD, and actuals are unknown – all warning signs.

From there I demonstrate generating a remediation plan. I click “download remediation plan,” which triggers Codex (using the cached data) to produce a markdown file. The plan includes a one‑sentence summary of the issue and three concrete actions: assign milestone ownership, rebalance workload, and reinstate daily stand‑ups. I highlight that the plan is ready to be applied automatically via tool calls.

Finally, I thank the audience and wrap up, emphasizing that WorldView can keep project leadership aligned with reality, surface hidden risks instantly, and provide actionable remediation without manual data wrangling.