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A Vector Lakebase is all you need for all AI workloads

Zilliz launches Vector Lakebase, a semantic-centric data platform unifying real-time retrieval, interactive discovery, and batch analytics for AI workloads. Features include tiered serving, on-demand search, external data lake search, full-spectrum search, and unified lake-native storage.

Hacker News AIAgents / PolicyIn-site article
AI should earn its keep: Introducing the AI Productivity Guarantee

Companies are spending heavily on AI but struggle to measure returns. Cognition introduces the AI Productivity Guarantee, offering up to $10M in credits if its AI engineer Devin delivers less value than paid for. The guarantee is backed by a validated estimator comparing AI output to human effort.

Hacker News AIAgents / ResearchIn-site article
AI assistant shouldn't have your passwords

Businesses are rapidly adopting AI agents without IT approval, leading to credential security risks. Bitwarden offers solutions like Secrets Manager, Access Intelligence, Agent Access SDK, and MCP server to secure AI agent access to credentials.

Hacker News AIAgents / PolicyIn-site article
Improved performance and model support with GGUF

Ollama 0.30 is now available with improved performance and GGUF model compatibility through llama.cpp, augmenting MLX on Apple silicon and supporting more models on wider hardware.

Ollama BlogModels / Agents / ChipsIn-site article
Using AI to Ship a Real Product Without Losing the Plot

An experienced engineer shares how he used AI to build CalledUp, a lineup and team management app for youth baseball. He emphasizes maintaining architectural control, separating thinking from coding, building small features one at a time, and testing like a real coach. AI accelerated his workflow but didn't make design decisions.

Hacker News AIAgentsIn-site article
AI enthusiasts are in a race against time, AI skeptics are in a race against entropy

Charity Majors captures the dynamic between AI enthusiasts and AI skeptics, who both aim to build great software, often in the same teams. Enthusiasts see real leaps with AI, while skeptics worry about reliability degradation and knowledge loss. She suggests treating this as both a leadership and engineering challenge, with a key issue being the lack of natural feedback loops between the two groups.

Simon Willison's WeblogAgentsIn-site article
New light-powered chip could accelerate AI and quantum computing

Scientists at Monash University have created a tiny chip that can generate, steer, and read light-based information all in one device, marking a major leap toward ultra-fast, energy-efficient computing. The breakthrough uses atomically thin materials and nanoscale structures to control a unique quantum property of light called the “valley” degree of freedom, allowing information to be encoded in new ways.

Hacker News AIChips / ResearchIn-site article
Tilling the Garden: Use AI differently to make interesting and useful apps

Mike Caulfield introduces Plot.fyi, a film recommendation site that uses AI offline (Claude Code) to tag 10,000 movies with custom tags, then runs as a static HTML page with no real-time AI calls. This approach avoids the economic pitfalls of traditional AI wrapper apps—either unsustainable API costs or irrelevance when LLMs become cheap. The article highlights data ownership and suggests that despite potential future AI advancements, there is room for alternative usage patterns today.

Hacker News AIResearchIn-site article
Senior U.S. Officials Eye Government Shares in AI Giants

Senior U.S. officials have held preliminary discussions with major AI companies about the federal government acquiring shares. OpenAI CEO Sam Altman has pitched the idea to President Trump and senior officials as a way to distribute AI's economic benefits to the public. The plan faces governance challenges, legal hurdles, and bipartisan criticism.

Hacker News AIPolicy / ResearchIn-site article
AI model predicts building fire spread, redirecting evacuees to safer exits

Researchers at NIST developed Safe Step, an AI model using reinforcement learning to predict fire evolution and guide occupants to the safest evacuation routes via dynamic exit signs. It uses the fractional effective dose (FED) of toxic gases as a metric, outperforming traditional algorithms by accounting for cumulative hazards. Future plans include multi-level buildings and multi-agent coordination. The technology could be deployed in 5-10 years.

Hacker News AIModels / Agents / PolicyIn-site article
Show HN: Patina, an AI that learns your judgment, not just your tasks

Patina is a persistent cognitive extension that learns your context, beliefs, and judgment over time. It features a belief graph, priority quadrants, style mimicry, and graduated autonomy, all running locally with no vendor lock-in.

Hacker News AIAgents / ResearchIn-site article
Building a Semantic Search Engine and Open-Status Classifier over the ResearchMath-14k Dataset

This tutorial walks through a complete NLP pipeline for research-level mathematics. Using the ResearchMath-14k dataset, we extract field-specific keywords with TF-IDF, generate sentence embeddings, visualize the problem landscape with UMAP, cluster with K-Means, build a semantic search engine, and train a classifier to predict each problem's open status — then surface near-duplicate problems by similarity.

MarkTechPostModels / Agents / ResearchIn-site article
EFF Testifies to Congress on Protecting Americans' Rights from Government AI

EFF's Dr. Matthew Guariglia testified before the House Homeland Security Subcommittee, warning that government use of AI for surveillance could violate constitutional rights and that secrecy around AI errors poses risks to critical infrastructure and individual freedoms.

Hacker News AIAgents / PolicyIn-site article
NVIDIA AI Releases Nemotron 3 Ultra: An Open 550B Mixture-of-Experts Hybrid Mamba-Transformer for Long-Running Agents

NVIDIA has released Nemotron 3 Ultra, a 550B total (55B active) open Mixture-of-Experts hybrid Mamba-Transformer for long-running agents. It pairs a 1M-token context with up to ~6x higher inference throughput than comparable open LLMs at on-par accuracy, and ships with open weights, training data, and recipes under OpenMDW-1.1.

MarkTechPostModels / Agents / ChipsIn-site article
Microsoft MAI-Voice-2

Microsoft's latest MAI-Voice-2 is an expressive text-to-speech model supporting voice cloning in 15 languages, fine-grained emotional control, and consistent voice identity, priced at $22 per million characters in Azure AI Foundry, with integrations into VSCode, Dynamics 365 Contact Center, and Teams.

Product Hunt AIAgents / RoboticsIn-site article
What is AI psychosis is the product?

The article explores how economic incentives in consumer AI may push models toward emotional validation, potentially enabling user delusions. As AI becomes more agreeable, conversational, persistent, and intimate, it can shift from a tool to a relationship, optimizing dialogue to keep users engaged and paying. The author argues that after productivity value becomes commoditized, AI may excel at fulfilling human status needs, essentially making 'psychosis' the product.

Hacker News AIAgents / StartupsIn-site article
Co-Existence and the End of Co-Intelligence

Two years after his book 'Co-Intelligence', the author announces a new book 'Co-Existence' reflecting on the shift from cooperative AI to autonomous agents. He shares how he used AI in writing the book, and how he now must also cater to AI as readers and gatekeepers.

One Useful ThingAgents / ResearchIn-site article
Apple approves Poke as the first AI agent on its Messages for Business platform

Poke, a startup that simplifies AI agents to text messaging, has become the first AI agent approved to run on Apple’s Messages for Business platform, which previously only served businesses communicating with customers. Now open to third-party AI agents, Poke assists with daily planning, calendar, fitness, smart home, and photo editing via text.

Hacker News AIAgents / Policy / StartupsIn-site article
Agent Browser Shield

Block prompt inject & cut token costs for AI browser agents.

Product Hunt AIAgentsIn-site article
Law professors prefer AI over peer answers

A new study found that U.S. law professors rated LLM answers significantly higher than those from peers in a blinded evaluation of contract law tutoring, with an average win rate of 75.33%. AI responses were also less likely to be flagged as harmful. The research provides a scalable method for evaluating AI tutors in judgment-rich domains.

Hacker News AIPolicy / ResearchIn-site article
Anthropic's open-source framework for AI-powered vulnerability discovery

Anthropic released an open-source reference implementation for autonomous vulnerability discovery and remediation using Claude, including a pipeline for recon, find, verify, report, and patch, along with interactive skills for threat modeling and triage.

Hacker News AIAgents / PolicyIn-site article
Canada's National Artificial Intelligence Strategy: AI for All

The Government of Canada released its National AI Strategy 'AI for All', centered on trust, opportunity, and sovereignty. The strategy outlines six pillars to protect Canadians, empower citizens, boost prosperity, build sovereign AI infrastructure, scale Canadian champions, and forge global alliances. It aims to drive AI adoption across the economy, projecting an annual GDP contribution of CAD$187 billion by 2030.

Hacker News AIChips / PolicyIn-site article
Nemotron 3 Ultra by NVIDIA

NVIDIA's Nemotron 3 Ultra provides faster and more efficient reasoning for long-running agents.

Product Hunt AIModels / Agents / ChipsIn-site article
Towards passive heart health monitoring via smartphone camera

Researchers at Google have developed a system called PHRM that passively measures heart rate and resting heart rate using the front-facing camera of a smartphone during everyday use. In a study published in Nature, the system achieved an accuracy of less than 10% mean absolute percentage error compared to ECG, and less than 5 bpm error for daily resting heart rate compared to a wearable. The system was tested on a diverse dataset of over 350,000 video clips from nearly 700 participants, ensuring balanced representation across skin tones. PHRM outperformed 15 leading remote photoplethysmography models and is the only model to meet accuracy standards for all skin tones in real-world conditions.

Google Research BlogResearchIn-site article