Post-training, delivered with proof

We post-train open models to do your work.
Then we prove it.

Bring the workflow and the data. We build the environment, run the training on GPUs we provision, and hand you the checkpoint with a Verification Report you can check line by line.

Request a Sample Report → What We Deliver
The Verification Report
Every Delivery
Comes With Its Evidence

A trained checkpoint on its own is a claim. The report is what lets you check it.

  • pass@k curves across named reference models, not a single headline number.
  • Difficulty measured against the 20–40% pass-rate band we calibrate every environment to.
  • Reward-hacking probes run adversarially, with any exploit named and fixed before handover.
  • Expert review with sign-off, and a scheduled drift re-check after delivery.
Verification Report
Agentic workflow environment
Illustrative sample
pass@k · reference models · k = 1 … 8
100602001358 target band 20–40%
Model AModel BModel C
Difficulty
31% pass@1
inside target band
Reward probes
12 run
0 exploits open
Expert review
2 reviewers
signed off
Drift re-check scheduled · exportable · figures shown are illustrative
What We Deliver
Compute, Training
and Proof

Three things every production AI team needs, from one partner.

Model Post-Training

Fine-tuning and reinforcement learning on open-weight models. We design the environment and rewards, run the training and deliver the checkpoint with its evaluation report.

Evaluation & Data

Difficulty-calibrated environments, pass@k benchmarks and expert-reviewed datasets. Every result is measured before it reaches you.

GPU Compute

Latest-generation NVIDIA GPUs, from single nodes to multi-node clusters. On-demand or reserved, sized to your project and matched to your timeline.

How It Works
From Scope
to Verified Delivery

Three steps. Fixed scope, fixed price, results you can check.

01
Scope

Define the Outcome

Fixed scope, fixed price

Workload, base model, target evaluation and timeline. We size the compute and agree the price up front.

02
Run

Provision and Train

Multi-node, monitored end to end

Capacity is provisioned in the region you need. Training, rollouts and evaluations run on our infrastructure with full visibility.

03
Deliver

Verify and Hand Over

Evaluation report included

Checkpoints, datasets and evaluation reports are handed over with the numbers behind them.

Quality Bar
Measured
Before Handover

Every model and dataset we deliver is evaluated against the same standards we hold our own work to.

pass@k Benchmarks

Deliverables are scored on pass@k across reference models. We report the full curve, not a single number.

Reward-Hacking Checks

Adversarial probes catch shortcuts, gaming and superficial patterns before training rewards them.

Expert Review

Domain experts review environments, tasks and outputs for correctness and relevance.

Difficulty Calibration

Target difficulty range of 20-40% pass rate. No trivial tasks, no impossible ones. Meaningful reasoning depth required.

Infrastructure
Where Your
Workloads Run

Capacity where you need it, under rules you can audit.

Global Capacity

Partner data centers across Asia-Pacific, Europe and North America. The region is chosen per your latency and data-residency requirements.

Compliance First

Every engagement is screened for export-control eligibility before capacity is provisioned. HubLogic is a Singapore-registered company.

Your Data, Your Weights

Data and trained weights stay yours. Choose hosted delivery on our infrastructure or deployment into your own cloud.

See a Report
Before You Commit

We will walk you through a sample Verification Report and scope your first environment.

Request a Sample Report →

contact@hublogic.cloud

Supplying training data? See our data partner program →