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LLM post-training platform — turning open models into specialized, privately deployable skills

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Teaching a 27B Model to Write Trading Alphas: 101 Formulas, 12 Rewards and One Unseen Year

Teaching a 27B Model to Write Trading Alphas: 101 Formulas, 12 Rewards and One Unseen Year

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17 min read
Multi-Reward RL, Part 3: GDPO + CISPO + REPO-R at 27B, and the Advantage Floor That Stopped Learning

Multi-Reward RL, Part 3: GDPO + CISPO + REPO-R at 27B, and the Advantage Floor That Stopped Learning

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12 min read
Pushing the Limits: Extreme Inference Speedup of Qwen 3.8 27B on NVIDIA B300 (100 to 10k+ tok/s)

Pushing the Limits: Extreme Inference Speedup of Qwen 3.8 27B on NVIDIA B300 (100 to 10k+ tok/s)

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16 min read
Multi-Reward RL, Part 2: Benchmarking GRPO, DAPO, and CISPO on Unseen Tasks

Multi-Reward RL, Part 2: Benchmarking GRPO, DAPO, and CISPO on Unseen Tasks

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11 min read
The Verifier Design Playbook: How to Build RLVR Gyms That Models Can't Game

The Verifier Design Playbook: How to Build RLVR Gyms That Models Can't Game

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11 min read
Shopify, Intercom, Ramp: How Open Models Beat Frontier APIs in Production

Shopify, Intercom, Ramp: How Open Models Beat Frontier APIs in Production

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14 min read
Long-Horizon Agents: Why Multi-Turn Reasoning Breaks and the Practical Training Tricks That Fix It

Long-Horizon Agents: Why Multi-Turn Reasoning Breaks and the Practical Training Tricks That Fix It

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12 min read
We Tried ISO-AdamW. AdamW Kept Its Job.

We Tried ISO-AdamW. AdamW Kept Its Job.

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11 min read
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