Observability & Monitoring

PostTrainBench

Benchmark post-training performance of CLI agents on H100 GPU in 10 hours.

Status
Generally available
Last checked
Checked · Oct 16, 2026
License
Open source
Pricing
Free tier · from $0

What it is

PostTrainBench evaluates the efficiency and effectiveness of CLI-based AI agents like Claude Code or Codex CLI when post-training base LLMs within a constrained time frame using a single H100 GPU. It is crucial for developers aiming to optimize their machine learning workflows under strict resource limitations.

PostTrainBench stands out as a specialized tool for evaluating the post-training performance of CLI-based AI agents under strict time and resource constraints, offering unique insights into efficiency and effectiveness on single H100 GPUs.

When it fits — and when it doesn’t

A good fit for

  • Teams needing to evaluate the efficiency and effectiveness of CLI-based AI agents in a constrained GPU environment.

  • Developers looking for detailed benchmarks on post-training performance under strict time and resource constraints.

Look elsewhere if

  • Projects requiring real-time streaming or continuous training processes.

  • Budget-constrained projects where open-source solutions are not preferred.

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited to single GPU environments, not scalable for multi-GPU setups

    Designed specifically for evaluation on a single H100 GPU; lacks support for distributed computing

  2. 02

    Performance metrics may be skewed by the constrained time frame of 10 hours

    Evaluation within a fixed timeframe might not reflect real-world performance variability

What it does well

  • Evaluates post-training efficiency of CLI agents on H100 GPU within 10 hours.

  • Optimized for single GPU environments.

  • Provides detailed performance metrics and benchmarks.

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up PostTrainBench

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →