Ayush Suryawanshi @globlyoptimized

Senior SWE @Innoviti | Building AI pipelines & backend systems at scale | Python, Go, LLMs in prod | Bengaluru Bengaluru Joined August 2022

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Ayush Suryawanshi @globlyoptimized

6 months ago

Tried using Qwen3-VL (32B, 8-bit) to detect checkboxes. Tweaked prompts, temperature, retries… still flaky. What actually worked? Good old OpenCV + EasyOCR — clean, deterministic. Takeaway: LLMs are great for reasoning. Classical CV still wins for binary visual tasks .

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Ayush Suryawanshi @globlyoptimized

6 months ago

Read the VL-JEPA paper today and the paper truly justifies the hype : ~50% fewer trainable parameters ~2.8 × cheaper inference via selective decoding arxiv.org/pdf/2512.10942

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Ayush Suryawanshi @globlyoptimized

6 months ago

If you’re building enterprise AI, you need to understand where your LLM breaks — not just where it works. Tried some jailbreak testing today with GPT-5.1. Interesting findings github.com/GloballyOptimi…

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Ayush Suryawanshi @globlyoptimized

6 months ago

Starting 2026 with a deep dive into LLM quantization Just demystified model compression - turns out reducing LLMs from FP32→INT8/INT4 is more accessible than I thought. Code: github.com/GloballyOptimi… #LLMOptimization #MachineLearning

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Ayush Suryawanshi @globlyoptimized

7 months ago

Considered myself NOT GOOD ENOUGH untill I resolved a bug for a big daddy league startup, their team wrote an internal library & kept switching the websocket connection on and off in the workflow for no reason. Feels like the peak time to start testing myself on open source.

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Ayush Suryawanshi @globlyoptimized

3 years ago

@ShubmanGill Finished bro ....

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