Sloop eliminates AI hallucinations by encoding your prompts with hypertokens, the GPS for LLMs that instantly upgrades the memory, reasoning, and privacy of your AI tools.
Sloop sells a prompt-level encoding for large language models that it describes as hypertokens, a subset of standard tokens supplying landmarks that serve as reference points and error-correcting codes. The approach draws on codes developed for reliable compression and transmission of GPS, cell, and other signals. The encoding applies to fine-tuning, embedding, and inference workflows.
Practitioners treat prompt engineering, retrieval-augmented generation, and fine-tuning as answers to different shortfalls: instructions, knowledge, and behavior. Long hand-written instruction blocks lose reliability as edge cases accumulate. The encoding serves regulated domains such as construction, defense, finance, and health, where the work includes due diligence, precision-medicine analysis, and construction blueprints.
