StructGen
From chaos to clean data in seconds
StructGen launched on May 18, 2026 with 2 votes, #6,288 of 20,538 launches that month.
What it does
StructGen is the first AI data transformation tool that structures your data to a target schema — even when fields are missing or incomplete. Unlike traditional ETL tools, there's no coding, no manual mapping, and no failed imports. Just drop your file, define your schema, and get clean, production-ready data instantly. Built for enterprise teams who can't afford messy data.
Transform messy spreadsheets into perfect databases instantly with AI-powered data transformation.
From messy spreadsheets to perfect databases. AI-powered data transformation built for modern enterprises that can't afford mistakes. Your data arrives in many formats — messy, unstructured, and scattered across files. Automatically understands messy headers and structures, mapping them to your standardised schema with 99% accuracy — no config required. API key auth, malware scanning, session-isolated processing and full audit logs built in. Excel, CSV, JSON, ZIP archives and more — all handled natively, up to 2 GB. AI-driven phone normalisation, column type detection, and data-quality checks built into every transformation pipeline automatically. RESTful API with webhooks — automate every…from structgen.tech
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Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
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