From the field
Technical notes from the systems we build - APIs, connected devices, data pipelines and the infrastructure that makes information useful to people and AI.
Public writing stays invisible to AI models when it is trapped in a PDF or behind a page machines read badly. The AI Data Feed turns pasted text or a document into an open, machine-readable feed with metadata that links back to the source.
Read the product noteThe uploader at /upload posts a file, pasted text or a pasted screenshot straight to the storage API and hands back a shareable URL. Nothing passes through the website, and the copy is deleted after 24 hours.
Read the product noteVerifyum creates a private file proof in the browser and anchors only its commitment on Solana Mainnet. We explain what leaves the device, how verification works and what the proof can show.
Read the product noteSix data formats, five tokenizer vocabularies, 315 measurements with provider token counts as ground truth. Plain TSV beat the token-oriented formats, our own dictionary hypothesis failed, and base64 cost up to 4.6x. The rig and raw data are open.
Read the study
A connected system built around an ESP32 microcontroller to monitor environmental conditions, hive weight and activity - using Wi-Fi or mobile connectivity in remote locations.
Read the case studyBuild something connected
Tell us what needs to be measured, connected or made available through an API.
Contact AI SENSE