Most companies think they’re building a software factory. They’re actually just shipping bugs faster.
Industrialized factories changed how the world produced physical goods: more output, lower costs, faster than anything that came before. Now a similar shift is happening with software. LLMs have lowered the barrier to writing code, increased individual output, and pushed organizations to think about software development as a production system. The standard software development lifecycle […]
Liquid AI’s smallest model yet LFM2.5-230M beats models 4X its size at data extraction, can run ‘anywhere’
Liquid AI, founded by former MIT computer scientists, today released its smallest AI language model yet, LFM2.5-230M, and enterprises would do well to consider it for their uses in data extraction and local deployment on smartphones, laptops and robotics. This is a 230-million-parameter foundation model explicitly designed for on-device agentic workflows, and as Liquid states […]
Xiaomi’s HarnessX rewrites its own AI scaffolding mid-task — and smaller models gain the most
As enterprise AI agents take on increasingly complex, long-horizon tasks, their performance is often restricted by their harness, the software scaffolding that connects the backbone LLM to its environment. Currently, harnesses are largely static and hand-crafted. Improving them is largely manual and they do not automatically improve based on the execution data they collect from […]
OpenAI’s updated GPT-5.5 Instant is better at shopping, complex constraints, and understanding user intent — and it’s already in the API
OpenAI has made a significant update to its most widely used language model, GPT-5.5 Instant, which is the default in the free version of ChatGPT. The company announced the upgraded version of GPT-5.5 Instant yesterday on X, calling it “much more fun to talk to” and saying it is “better at understanding the intent behind […]
Your enterprise AI agents should automatically remember which model is right for which task. Mindstone built the capability with Rebel
AI agent orchestration platforms are popping up like weeds these days, but London-based AI transformation startup Mindstone’s Rebel might be among the most promising I’ve come across. That’s because the system, which officially launched this week, is a local-first, agentic AI operating system distributed under a “Fair Source” license, allowing teams of under 100 users […]
Mistral launches OCR 4, turning document extraction into a full enterprise AI play
Mistral AI on Tuesday released OCR 4, a document intelligence model that moves beyond raw text extraction to return structured representations of entire documents — complete with bounding boxes, block-type classification, and per-word confidence scores. The release marks Mistral’s fourth generation of optical character recognition technology in roughly 15 months and lands at a moment […]
Alibaba’s model never trained as an agent — and improved agent performance across seven benchmarks
Alibaba’s Qwen team released Qwen-AgentWorld on Tuesday — two models trained not to act inside agent environments, but to predict what those environments return. The release covers seven domains under a single architecture: MCP, Search, Terminal, Software Engineering, Android, Web, and OS. The release extends Alibaba’s recent push into autonomous agents. Qwen3.7-Max, released in May, […]
Intuit will show off how it rebuilt its AI infrastructure to support fast and complex tasks at VB Transform 2026
Customer expectations have shifted from simple, fast conversational interactions to complex agentic AI-powered tasks that legacy IT architectures simply can’t handle. To address this, Intuit made the bold decision to overhaul its technical infrastructure for its business platform. The company moved away from its multi-agent setup, which prioritized broad capabilities, to a granular, skill-and-tool-based architecture […]
OpenAI unveils first custom AI inference chip, Jalapeño, with Broadcom — and its development was sped-up with OpenAI’s own models
OpenAI and Broadcom this morning unveiled their first custom AI accelerator chip named “Jalapeño,” positioning it is as a purpose-built processor for large language model (LLM) inference, rather than the more general GPUs offered by the likes of Nvidia or AMD. According to its creators, Jalapeño is designed to support workloads behind ChatGPT, Codex, the […]
Enterprise-grade AI image generation in 2 seconds is here: Krea 2 Raw and Turbo available as open weights under custom license
While many enterprises have already begun integrating AI-generated images, visuals, graphics and videos into their production workflows — there is also a growing pool of data and subjective commentary indicating AI imagery ultimately looks non-distinct, monotonous, and too unoriginal to ensure a brand and its assets stand out from the pack. That it’s “AI slop,” […]