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105 sources in the directory · Latest publication in this list: 2026-05-12 19:36 UTC.

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2026-05-12

Delta Channels: How We’re Evolving our Runtime for Long-Running Agents

LangGraph 1.2 introduces DeltaChannel, which reduces checkpoint storage from O(N²) to near-constant by storing only diffs each step with periodic full snapshots. Achieves 41x reduction for coding agents, with no config changes or data migration required.

LangChain BlogAgents / ResearchIn-site articleDelta Channels: How We’re Evolving our Runtime for Long-Running Agents
Android gets AI agents that book trips, fill forms, and clean up your texts

Google introduces Gemini Intelligence for Android, bringing AI agents that automate multi-step tasks, summarize web pages, fill forms, and convert spoken thoughts into polished messages.

The DecoderAgentsSummary onlyAndroid gets AI agents that book trips, fill forms, and clean up your texts
Show HN: Ralph Workflow

Ralph Workflow is a repo-native orchestration CLI for spec-driven planning, unattended coding runs, and reviewable git handoffs. It allows developers to define tasks in a spec file and let AI agents handle planning, coding, and review automatically, producing reviewable artifacts.

Hacker News AIAgentsSummary onlyShow HN: Ralph Workflow
AI Agents Under EU Law

This paper provides the first systematic regulatory mapping for AI agent providers under the EU AI Act and related regulations, including GDPR, CRA, DSA, Data Act, etc. It presents a taxonomy of nine agent deployment categories and proposes a twelve-step compliance architecture, concluding that high-risk systems with untraceable behavioral drift cannot currently meet the AI Act's requirements.

Hacker News AIAgents / Policy / ResearchSummary onlyAI Agents Under EU Law
Everpure’s Portworx Makes Data Management Native to Red Hat OpenShift

Everpure announces new capabilities integrating Portworx storage and data management natively into Red Hat OpenShift console, simplifying operations for AI, containers, and VMs, with support for edge deployments.

AIwireToolsSummary onlyEverpure’s Portworx Makes Data Management Native to Red Hat OpenShift
Prempti: Guardrails and Observability for AI Coding Agents

Prempti is an open-source project that brings Falco's runtime security to AI coding agents (like Claude Code). It intercepts tool calls, evaluates them against Falco rules, and provides monitoring and enforcement to give developers visibility into agent actions and block sensitive operations.

Hacker News AIAgentsSummary onlyPrempti: Guardrails and Observability for AI Coding Agents
Show HN: Send Cold Emails with AI Agents

An open-source AI agent skill leveraging the SalesBlink API to automate cold email sequences and sales outreach, compatible with multiple AI platforms including Claude, Gemini, and Cursor, offering comprehensive email marketing features.

Hacker News AIAgentsSummary onlyShow HN: Send Cold Emails with AI Agents
Paperclip: The Human Control Plane for AI Labor

Paperclip is an open-source platform that lets users 'hire' AI agents as employees, set goals, and automate business operations. It provides a company-like org chart, goal alignment, cost control, and governance features, supporting multiple AI providers. The platform has received positive feedback from developers for its user experience and organizational approach.

Hacker News AIAgents / PolicySummary onlyPaperclip: The Human Control Plane for AI Labor
AI isn't paying off in the way companies think according to Gartner study

A Gartner study found that 80% of companies with AI pilots reported layoffs, but these layoffs did not correlate with higher ROI. Firms that used AI for employee augmentation, not replacement, saw the best returns.

Hacker News AIAgents / Research / StartupsSummary onlyAI isn't paying off in the way companies think according to Gartner study
AI in the rare disease news desert

Rare diseases are a news desert, with research rarely translated for families. A father used AI to turn academic papers into a readable newsletter, improving completeness and accuracy by extracting claims, and adjusting language for readers. The project succeeded in reaching an audience and shows AI's potential to transform information access.

Hacker News AIResearchSummary onlyAI in the rare disease news desert
Parent sues Palo Alto Unified after son is accused of using AI on essay

A parent has filed a federal lawsuit against the Palo Alto Unified School District, alleging that school officials falsely accused his son of using artificial intelligence to write an essay and imposed penalties without due process.

Hacker News AIPolicySummary onlyParent sues Palo Alto Unified after son is accused of using AI on essay
The Main Path to Creative AI

Explores why true AI creativity requires subjective experience and intrinsic drives, not mere emulation, and the ethical responsibilities of creating feeling machines.

Hacker News AIAgentsSummary onlyThe Main Path to Creative AI
Building a Local AI Workspace Inside VS Code

AI-assisted development is shifting to local-first environments. This article covers building a fully local AI development setup using VS Code, LM Studio, Node.js, and Cline, highlighting advantages like privacy, offline capability, zero API costs, and key steps such as hardware requirements, model selection, context length, and virtual memory configuration.

Hacker News AIAgentsSummary onlyBuilding a Local AI Workspace Inside VS Code
Company behind GLiNER model released open source model for running LLM guardrail

Fastino Labs introduces GLiGuard, a 300 million parameter open source small language model for safety moderation. It reframes safety moderation as a classification problem, evaluating multiple safety dimensions in a single pass, and achieves up to 16x faster speed than current state-of-the-art decoder models while matching accuracy of models 23 to 90 times its size.

Hacker News AIModels / AgentsSummary onlyCompany behind GLiNER model released open source model for running LLM guardrail
Anthropic expands legal AI offerings with new Claude Cowork plugins

Anthropic launches twelve new Claude plugins for legal work covering contract law, employment law, and litigation, while connecting the chatbot to services like Thomson Reuters' CoCounsel Legal and Harvey. According to Anthropic's chief legal officer, lawyers use Claude more than almost any other profession.

The DecoderPolicy / AgentsSummary onlyAnthropic expands legal AI offerings with new Claude Cowork plugins
Google says it stopped a mass cyberattack after AI was used to discover a zero-day exploit

Google's Threat Intelligence Group identified the first known instance of an attacker using AI to find and weaponize a zero-day vulnerability, and stopped the planned mass attack. State-backed actors from China, North Korea, and Russia are also using AI for vulnerability discovery and malware obfuscation.

The DecoderToolsSummary onlyGoogle says it stopped a mass cyberattack after AI was used to discover a zero-day exploit
Show HN: I submitted 316 AI-generated PRs to open source

An experiment submitting 316 AI-generated pull requests to open source projects reveals the strain on maintainers, the rise of behavioral detection, and a proposed GitHub Action to automatically filter low-quality AI contributions. The author argues for structural effort signals over content-based detection.

Hacker News AIAgentsSummary onlyShow HN: I submitted 316 AI-generated PRs to open source
How AI Agent Memory Works

This article explores how memory is implemented in AI agents, from simple context windows to semantic search, taxonomy, retrieval pipelines, and tradeoffs of different architectures.

Hacker News AIAgentsSummary onlyHow AI Agent Memory Works
Red Hat bets AgentOps can close the gap between AI experiments and production

At Red Hat Summit, Red Hat unveiled Red Hat AI 3.4 with Model-as-a-Service (MaaS), AgentOps, and metal-to-agent infrastructure, aiming to operationalize AI from experimentation to production across hybrid cloud. The platform introduces evaluation hub, prompt management, cryptographic identity, and adversarial scanning to address enterprise security and governance.

Hacker News AIAgentsSummary onlyRed Hat bets AgentOps can close the gap between AI experiments and production
NVIDIA and SAP Bring Trust to Specialized Agents

NVIDIA and SAP expand collaboration to embed NVIDIA OpenShell security runtime into SAP Business AI platform, enabling enterprises to run autonomous AI agents with security and governance controls.

AIwireAgentsSummary onlyNVIDIA and SAP Bring Trust to Specialized Agents
Automated Grading: The Fairness, Reliability, and Validity of AI Grades

A study of over 15,000 accounting exam scripts found that automated long-essay scoring (ALES) shows fair agreement with human graders but its confidence index has weak predictive value. The authors recommend a hybrid human-in-the-loop approach and task-based validation for high-stakes professional assessments.

Hacker News AIResearchSummary onlyAutomated Grading: The Fairness, Reliability, and Validity of AI Grades
Kiln – a free app and open-source library to build better AI products

Kiln is a local-first AI development workbench covering evals, optimization, prompts, RAG, fine-tuning, synthetic data, and agents. The desktop app enables team-wide collaboration without coding, while the MIT-licensed Python library deploys the same tasks to production. Supports 190+ models and offline use.

Hacker News AIModels / AgentsSummary onlyKiln – a free app and open-source library to build better AI products
Alphabet's Isomorphic Labs raises $2.1 billion to scale AI drug discovery toward clinical trials

Isomorphic Labs, the AI drug research company led by DeepMind co-founder Demis Hassabis, has closed a $2.1 billion Series B round led by Thrive Capital. The funding will go toward expanding its in-house platform IsoDDE and advancing drug candidates toward clinical trials.

The DecoderResearch / StartupsSummary onlyAlphabet's Isomorphic Labs raises $2.1 billion to scale AI drug discovery toward clinical trials
llm 0.32a2

LLM 0.32a2 release: most reasoning-capable OpenAI models now use the /v1/responses endpoint, enabling interleaved reasoning across tool calls for GPT-5 class models. Users can see reasoning tokens in a different color.

Simon Willison's WeblogModels / Agents / ResearchIn-site articlellm 0.32a2
RoBrain

RoBrain is an open-source shared memory for teams using AI agents. It automatically captures every decision and the alternatives ruled out, across all developers' sessions, and flags contradictions. Teams revisit past decisions with original rationale instead of re-litigating from scratch. Works with Claude Code, Cursor, and Copilot.

Product Hunt AIAgentsSummary onlyRoBrain
AWS releases Semantic Entropy for AI and parallel agents

Kiro IDE introduces three new features to speed up spec-driven development: parallel task execution, quick plan mode, and requirements analysis. Parallel execution uses a dependency graph to run independent tasks simultaneously, reducing implementation time from over an hour to about a quarter. Quick plan mode bypasses step-by-step approval for well-defined features, generating requirements, design, and tasks in one pass. Requirements analysis uses Neurosymbolic AI to detect ambiguities and logical conflicts in requirements before coding begins. All features are available now.

Hacker News AIAgentsSummary onlyAWS releases Semantic Entropy for AI and parallel agents
AI Pointer from DeepMind

DeepMind is developing an AI-powered mouse pointer that understands context using Gemini, allowing users to simply point and speak to perform actions without complex prompts. The article outlines four interaction principles: maintain the flow, show and tell, embrace 'this' and 'that', and turn pixels into actionable entities. The technology is being integrated into Chrome and Googlebook, and can be tried in Google AI Studio.

Hacker News AIAgents / ResearchSummary onlyAI Pointer from DeepMind
Quiet Lines – an AI journal for anxious thoughts

Quiet Lines is an AI-powered journaling app designed for self-reflection, emotional wellness, and mood tracking. It offers smart journaling with AI insights, emotional tracking, and strong privacy protections—all data is stored locally and no account is required.

Hacker News AIToolsSummary onlyQuiet Lines – an AI journal for anxious thoughts
Sam Altman says Elon Musk’s mind games were damaging OpenAI

In testimony, OpenAI CEO Sam Altman stated that Elon Musk's management style, requiring ranking and firing of researchers, damaged the startup's culture. Altman described it as incompatible with research needs, and Musk's departure was a morale boost.

The Verge AIResearch / StartupsSummary onlySam Altman says Elon Musk’s mind games were damaging OpenAI