Token Costs and Agent Token Usage

I sit down with Morgan Linton, Cofounder/CTO of Bold Metrics, to break down the same-day release of Claude Opus 4.6 and GPT-5.3 Codex. We walk through exactly how to set up Opus 4.6 in Claude Code, explore the philosophical split between autonomous agent teams and interactive pair-programming, and then put both models to the test by having each one build a Polymarket competitor from scratch, live and unscripted. By the end, you'll know how to configure each model, when to reach for one over the other, and what happened when we let them race head-to-head.

Timestamps

00:00 – Intro

03:26 – Setting Up Opus 4.6 in Claude Code

05:16 – Enabling Agent Teams

08:32 – The Philosophical Divergence between Codex and Opus

11:11 – Core Feature Comparison (Context Window, Benchmarks, Agentic Behavior)

15:27 – Live Demo Setup: Polymarket Build Prompt Design

18:26 – Race Begins

21:02 – Best Model for Vibe Coders

22:12 – Codex Finishes in Under 4 Minutes

26:38 – Opus Agents Still Running, Token Usage Climbing

31:41 – Testing and Reviewing the Codex Build

40:25 – Opus Build Completes, First Look at Results

42:47 – Opus Final Build Reveal

44:22 – Side-by-Side Comparison: Opus Takes This Round

45:40 – Final Takeaways and Recommendations

Key Points

• Opus 4.6 and GPT-5.3 Codex dropped within 18 minutes of each other and represent two fundamentally different engineering philosophies — autonomous agents vs. interactive collaboration.

• To use Opus 4.6 properly, you must update Claude Code to version 2.1.32+, set the model in settings.json, and explicitly enable the experimental Agent Teams feature.

• Opus 4.6's standout feature is multi-agent orchestration: you can spin up parallel agents for research, architecture, UX, and testing — all working simultaneously.

• GPT-5.3 Codex's standout feature is mid-task steering: you can interrupt, redirect, and course-correct the model while it's actively building.

• In the live head-to-head, Codex finished a Polymarket competitor in under 4 minutes; Opus took significantly longer but produced a more polished UI, richer feature set, and 96 tests vs. Codex's 10.

• Agent teams multiply token usage substantially — a single Opus build can consume 150,000–250,000 tokens across all agents.

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Morgan Linton

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Bold Metrics: https://boldmetrics.com

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