Deadline-priced inference: give AI jobs a deadline and run them on the cheapest venue — provider batch tiers (−50%) today. Same model, same tokens, a different hour.
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…
