Most AI cares only about the outcome users want. Aristra cares about your process. It works alongside and for you across the things you already use, learning about you and from you, day and night. What works becomes a playbook it reaches for next time. What s…
Hierarchical task planning with an independent LLM critic. A planner decomposes a goal into a typed plan; a critic audits every subtask; the plan is revised until approval — or escalated to a human.
Hierarchical task planning with an independent LLM critic. A planner decomposes a goal into a typed plan; a critic audits every subtask; the plan is revised until approval — or escalated to a human.
Cognitive observability for LLM agents. @styxx.profile returns a per-step cognometric readout: drift, confabulation, refusal, sycophancy, phase transition, low trust, incoherence. Calibrated AUC: 0.998 hallucination (HaluEval-QA), 0.976 refusal (XSTest-GPT-4)…
What’s the AI App Everyone Is Using? The undisputed AI app gaining massive traction is ChatGPT, a revolutionary language model capable of human-like text generation, answering questions, and crafting various creative text formats, essentially becoming a ubiqu…
