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AfterQuery

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@AfterQuery

Applied research lab curating data solutions to accelerate foundation model development.
afterquery.com Joined February 2025
11 Following 4K Followers 101 Posts

Latest posts 5

AfterQuery Verified account @AfterQuery
Excited to have one of our post-training runs showcased by @thinkymachines.

Using Tinker, we post-trained gpt-oss-20b with SFT, then RL on our terminal agent data. Its Terminal-Bench 2.0 pass rate went from 3.1% to 17.0%.

@AfterQuery datasets are validated with Tinker against held-out benchmarks before they ship.

If you're building frontier models and want data with measured impact, reach out at research@afterquery.com.
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AfterQuery Verified account @AfterQuery
We used @NVIDIAAI's xToken recipe along with NeMo Gym and NeMo RL open post-training libraries to improve models on professional work tasks through cross tokenizer distillation.

Held-out GDP.pdf strict pass@1 (avg 5) in NeMo Gym:
- Nemotron 3.5 Super VL: 6.67% to 11.83%
- Qwen3.5-9B: 4.40% to 8.20%

Read the full blog below.
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AfterQuery Verified account @AfterQuery
Congratulations to @Recursive_SI on the release of Flint!

Flint runs locally on your laptop and competes with models that require 10x the compute.

@AfterQuery is proud to support the @Recursive_SI team.
Yuandong Tian Verified account @tydsh Oct 21
Today, we release our first model, Flint-40B-A2B, a fast local coding model built with our automated research system. huggingface.co/RecursiveSI/fl…

1. Strong performance. 54.9% on Terminal-Bench 2.1, 89.7% on SWE-bench Pro v2, and 74.2% on SWE-bench Verified.

2. It is trained from scratch (tokenizer->Pretrain->Midtrain->SFT->RL).

3. Fast in your local laptop. Up to 2x faster than comparable models: 125+ tokens/sec on a MacBook Pro, 150+ on RTX Spark.

4. We build the complete model training pipeline in 4 month!
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