Inception builds next-generation LLMs powered by diffusion, enabling parallel token generation for faster speed and lower cost. Their Mercury models (Mercury 2 for reasoning, Mercury Edit 2 for code) achieve dramatic latency and cost reductions, deployed at Fortune 500 companies.

Moji is a personal AI assistant with its own computer and workspace, living in WhatsApp, Telegram, or LINE. It never sleeps, handles files, calendars, emails, and more, with strong privacy. Based on OpenClaw, setup takes about a minute.

Databricks' Genie Ontology highlights the importance of ontology in enterprise AI, combining a governed semantic layer with a continuously learned enterprise context graph, using OntoRank to resolve ambiguities and marking a shift from RAG to ontology-based approaches.

Entertainmentindustry.ai is a gateway focused on engineering talent acquisition and M&A within the entertainment industry.

Find out if you live forever in the brain of the LLMs. A Product Hunt item that lets you check if your data is part of AI training.

After brain surgery for a pituitary tumor, the author suffered from unpredictable fatigue, brain fog, lightheadedness, and nausea. Using a four-step AI-assisted process (track, test, analyze, experiment), she identified triggers and improved her health. She argues that an AI-literate patient with a good process can outperform primary care doctors for ambiguous, multi-system symptoms.

Agentcard introduces virtual cards for AI agents to make real-world payments, now integrated with DoorDash for automated checkout. Co-founder Mike Darlington highlights the underbuilt plumbing layer for agentic systems.

Aikido launches Code Audit, an AI-powered tool that analyzes static code to find multi-step, logic-based vulnerabilities, bridging the gap between SAST and pentesting. It supports mobile apps, smart contracts, and legacy codebases, with internal testing showing 70-80% coverage of pentest findings at 10x lower cost.

We built an automated model design system using neural architecture search, DeepGate compiler, and real-hardware measurements. On MLPerf Tiny benchmarks, our models run up to 45× faster and use up to 11× less RAM than reference models while maintaining high accuracy.

DeepGate compiler v0.15.0 compiles quantized .tflite models into optimized inference binaries, using up to 3× less RAM and running up to 2× faster than Google's TFLM on Arm Cortex-M devices, and outperforms vendor toolchains on their own hardware.

This article explores the historical evolution of the term 'Luddite' and its modern usage in the context of AI skepticism. Originally referring to 19th-century English textile workers who smashed machines, it is now used as a derogatory term for those questioning AI. The piece also discusses modern reclamation of the label.

Minovative Mind CLI is a powerful AI-driven command-line tool featuring a context intelligence engine, AI code generation, multi-model orchestration, deep verification with self-correction, and security guardrails. It enhances development efficiency through parallel execution, semantic search, and auto-correction.

SpatialClaw is a training-free framework from NVIDIA Research that achieves 59.9% average accuracy across 20 spatial benchmarks by using code as the action interface, outperforming SpaceTools by 11.2 points.

Gangsta AI lets you compare ChatGPT, Claude, Gemini & 10+ AI models side-by-side to pick the best answer.

Sean Lynch comments on Hacker News about the value of MCP (Model Context Protocol), highlighting its ability to isolate the auth flow outside the agent's context window and potentially out of the harness entirely. He suggests the idealized MCP might just be an auth gateway, but that alone would be a win.

ClickUp unveils Brain², an AI with full company context that understands all tasks, docs, chats, and decisions without re-explanation. It supports multiple frontier models, memory, agents, and MCP integrations, aiming to solve AI's 'context collapse.' In blind tests, Brain² outperformed ChatGPT, Gemini, and Claude nearly 100% of the time.

Colossee provides a timestamped public record and certificate page to prove ownership of AI-generated or AI-assisted creative works before publishing. It supports over 40 AI tools and offers a simple three-step process: add work, create proof record, publish with receipt. Pricing starts at free tier, with paid plans for creators, pros, and studios.

Meta's launch of Business Agent signals a new frontier in AI. As big tech invests billions, AI agents that autonomously handle customer interactions may reshape commerce, but raise concerns about platform dependence.

Most AI coding workflows still rely on one-shot prompts, which suffer from context overflow, irreviewability, and plausible-but-wrong outputs. The article argues that agentic loops—small, gated, iterative steps—offer a safer, more scalable alternative. It presents three invariants (hard gate, attributable change, honest convergence) and eight battle-tested loop patterns for tasks like self-improvement, bug-hunting, and migration.

VibeThinker-3B is a compact 3B-parameter reasoning model that matches large models like DeepSeek V3.2 on math and code benchmarks, using an efficient post-training pipeline and test-time scaling.

The article argues that sample efficiency—how much data an AI needs to learn—has not improved much; instead, progress comes from massive scaling of data and compute. Human expert data remains highly specific and voluminous, and data is the key driver of AI progress, enabling open-source models to catch up quickly. Despite immense inefficiency, training AIs for common tasks is economical, but out-of-distribution reasoning remains unsolved.

A discussion on the potential consequences of the EU falling behind in the AI race, including technological, economic, and political impacts.

Vlad Podoliako released 'Vlad's Playbook', a free 47-chapter field manual for operators who want to run AI coding tools like an OS. No signup required, open source on GitHub. Covers Claude Code, skills, agents, evals, and more.

Midjourney pivots to hardware with a full-body ultrasound scanner, open-source GLM-5.2 beats GPT-5.5 at one-sixth the cost, Baseten raises $1.5B, Accenture drops 17% on weak AI guidance, research reveals fragility in RLVR/GRPO training, Sumi unveils first 7B uniform diffusion LM, 'User as Engram' cuts personalization memory 33,000×, G7 pushes to restrict China's chip access, Amazon sells Trainium chips externally.

Airgap is a Linux tool that wraps programs in namespaces to hide secrets from AI agents and gate package manager access, preventing theft of credentials by malicious npm packages.

RikkaHub Agent is an open-source Android app that transforms a local LLM chat client into a powerful on-device AI agent with over 80 native device tools, workflow automation, Telegram bot, SSH, voice transcription, and more, all running locally with privacy-first design.

This article demonstrates how to run local AI inference on the 2017 AMD RX 580 GPU using the Vulkan backend of llama.cpp and stable-diffusion.cpp, without requiring CUDA or ROCm. It covers hardware setup, compilation steps, and performance results.

The EU Commission announced the winner of its “Frontier AI Grand Challenge” on Friday. The consortium “Europa”, led by the Italian company Domyn, prevailed in the competition. The alliance is to receive the necessary resources with the award to develop a state-of-the-art open-source AI model. The prestige project is intended to cover all 24 official EU languages and set a statement for the continent's technological ambitions.

ByteDance, Tencent, MiniMax, Alibaba, and Xiaomi all cut AI token prices between 50% and 99% within the same competitive window. Bank of America Securities analysts attribute the pricing race to narrowing capability differences between China's major AI models. Alibaba's 50% discount on Qwen3.7-Max was tied to the 618 shopping event, blending AI competition with consumer promotions.

samtSQL enables you to run SQL queries enhanced with AI operators on your existing PostgreSQL database, supporting multimodal data including text, images, and audio.