OpenAI is repositioning its platform from “just a model” to a full execution environment for autonomous agents. With new capabilities in its Responses API — server-side compaction, hosted shell containers, and support for the open Skills standard — the company… Read More »OpenAI’s Responses API Update Turns AI Agents Into Persistent, Shell-Backed Workers
For most enterprises, the humble PDF or .docx file is still the backbone of daily work: contracts, investment memos, policies, filings, HR paperwork. Yet for AI systems and compliance teams, these same files are frequently black boxes—opaque, hard to govern,… Read More »Factify’s $73M Bet: Turning Static PDFs Into Intelligent, API‑Like Documents
Across industries, enterprises are racing to deploy conversational AI and LLM-powered search into customer-facing channels. But behind the impressive demos, a structural problem is emerging: the dominant retrieval-augmented generation (RAG) pattern is repeatedly misunderstanding user intent, surfacing the wrong content… Read More »Why ‘Intent-First’ Architecture Fixes Conversational AI’s Broken RAG Pattern
For enterprise teams evaluating voice AI in 2025, the strategic question is no longer which model is “smartest.” It is which architecture gives you enough control, observability, and governance to operate safely in regulated, customer-facing environments. The market has effectively… Read More »How Voice AI Architecture Shapes Compliance: Native S2S vs Unified Modular Stacks