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Achieve state-of-the-art inference latencies with speculative decoding

Modal and Decagon collaborated to cut inference latency by 100ms using speculative decoding, outperforming proprietary providers. The article details the low-latency playbook including optimization of communication, host overhead, prefill, and decode latencies, with a focus on custom speculative decoding models (DFlash) for big wins.

Modal BlogAgents / ChipsIn-site article
GitKraken Unveils Code Flow to Help Teams Navigate the AI Era

GitKraken introduces Code Flow, a framework to manage the increased volume of code from AI agents, focusing on visibility, governance, and integration. It also launches Kepler ADE, GitKraken Desktop 12, and GitLens 18.

Hacker News AIAgents / PolicyIn-site article
Nvidia bets on agentic AI to turbocharge biotech discovery

At the Bio International Convention, Nvidia unveiled the BioNeMo Agent Toolkit to bring agentic AI into biotech. The toolkit turns large language models into domain-specific AI agents that can execute end-to-end biology and chemistry workflows, while optimizing for speed, accuracy, and cost. It aims to compress drug discovery timelines, lower barriers, and shift the industry toward a network of specialized agents.

SiliconANGLE AIAgents / ChipsIn-site article
Mistral OCR 4 Brings Citation-Ready Structured Output to RAG, Agentic, and Enterprise Search Pipelines

Mistral AI released OCR 4 on June 23, 2026, moving from clean text extraction to structured document output. Each block returns a bounding box, a typed classification, and per-page and per-word confidence scores. The model supports 170 languages, runs in a single self-hosted container, and feeds citation-ready inputs into RAG, agentic, and enterprise search pipelines through one API endpoint.

MarkTechPostModels / Agents / PolicyIn-site article
FAA awards software and AI contract as part of air traffic control modernization

The Federal Aviation Administration awarded Air Space Intelligence a 12-year, $875 million contract for new software and AI capabilities to modernize the U.S. air traffic control system. The contract includes Flow Management Data and Services (FMDS) as the new technological backbone and the Strategic Management of Airspace, Routes and Trajectories (SMART) system. Using AI, SMART analyzes weather, airline schedules, and other data to predict traffic flows and identify conflicts before they occur. Initial deployments could begin as early as fall, with both systems rolling out over 12-24 months. This is part of a broader modernization effort that has allocated $12.5 billion but requires an additional $20 billion.

Hacker News AIPolicyIn-site article
AI systems out-persuade expert humans

A study with nearly 19,000 conversations shows that AI systems reliably outperform expert humans in persuasion tasks, including professional canvassers and world champion debaters. AI's advantage persisted even after experts were coached with AI tools. The edge came from rapidly deploying large amounts of information. In a real-world test, AI raised nearly 3x more donations for Save the Children than professionals.

Hacker News AIResearch / StartupsIn-site article
AI stock slump raises the question: are investors taking profits or very nervous?

Tech stocks fell this week as investors question the return on massive AI investments. Four major tech companies plan to spend up to $720 billion this year on AI data centers. Chip stocks like Nvidia and Micron led losses, while Sandisk and Marvell also dropped sharply. Some analysts see profit-taking, but concerns about a bubble and oversupply persist.

Hacker News AIChips / Research / StartupsIn-site article
Orderful nabs $35M to streamline supply chain data management

Orderful Inc., an AI startup focused on supply chain efficiency, has raised $35 million in Series C funding led by Koch Disruptive Technologies with NewRoad Capital participating, bringing total outside funding to $85 million. Its Mosaic AI platform accelerates EDI document exchange between retailers and suppliers, reducing onboarding time from weeks to hours or days, and automatically adapts to format changes to avoid penalties.

SiliconANGLE AIAgents / StartupsIn-site article
Envoy AI Gateway 1.0 – A Stable, Production-Ready AI Gateway

Envoy AI Gateway 1.0 is the first stable, general-availability release of the open-source AI gateway built on CNCF's Envoy Gateway. It promises a stable control-plane API, supports 16 AI providers, and includes MCP gateway, multimodal capabilities, and enterprise observability.

Hacker News AIAgents / PolicyIn-site article
Google Home will soon get better at recognizing you

Google Home's facial recognition is getting an update to identify people even when not facing the camera, using body size and clothing. Familiar Faces library auto-updates. AI event descriptions now include sounds. New system health alerts and Matter switch improvements.

The Verge AIToolsIn-site article
Hollywood is bending the knee to OpenAI

Netflix, A24, Focus Features, and Warner Bros.' Clockwork have reportedly passed on distributing 'Artificial,' Luca Guadagnino's biopic about OpenAI CEO Sam Altman. Amazon MGM also dropped the film after investing $50B in OpenAI, reflecting Hollywood's reluctance to criticize Big Tech due to financial ties.

The Verge AIResearch / StartupsIn-site article
Linux Foundation Is Pursuing Trusted Identity Infrastructure for AI Agents

The Linux Foundation announced its intent to launch the Agent Name Service (ANS), an open standard building on DNS to provide trusted identity, verification, and discovery for AI agents. ANS addresses authentication, trust, governance, and interoperability challenges as agents move into production, without centralized registries.

Hacker News AIAgents / PolicyIn-site article
4 years as a content writer working with AI

A content writer with 4 years of experience shares why AI cannot replace human writers. Three main points: good prompting is not enough, new AI models bring new problems, and AI cannibalization reduces content diversity. Emphasizes human experience, authenticity, and attention to detail.

Hacker News AIAgents / PolicyIn-site article
When is an AI agent's approval prompt a security boundary?

A security researcher reported three approval-bypass vulnerabilities to the open-source Hermes Agent project. After submission, the project rewrote its security policy to redefine the approval prompt as a non-boundary heuristic, closing the findings as out of scope. The article examines industry inconsistency, contrasting Hermes's response with Anthropic's treatment of a similar bypass as a high-severity vulnerability, and raises the question of whether the human confirmation step is a security control or a convenience in default deployments.

Hacker News AIAgents / PolicyIn-site article
Predicting Weak Retrieval Without an LLM

Most retrieval systems use a single pipeline for all queries, which either under-serves hard queries or wastes compute on easy ones. This article presents cheap signals—like score spread and retriever agreement—to detect weak retrieval without an LLM, enabling selective escalation only when needed.

Qdrant BlogModels / Research / StartupsIn-site article
Show HN: AI Torah Chervuta

Yochai is an AI-powered Jewish learning companion designed to help users study Torah through the traditional one-on-one learning method (Chervuta).

Hacker News AIToolsIn-site article
Nvidia Announces BioNeMo Agent Toolkit

Nvidia has introduced the BioNeMo Agent Toolkit, a set of domain-specific tools and skills for agentic life sciences. The toolkit integrates over a decade of Nvidia's life sciences libraries, models, and open tools, enabling AI agents to perform tasks such as protein structure prediction, molecular docking, genomic analysis, and more. Over 50 companies are already adopting it, including Dassault Systèmes, Databricks, Lilly, and others. The toolkit leverages Nvidia NIM microservices, Parabricks, NeMo, and Nemotron technologies to accelerate scientific discovery.

Hacker News AIAgents / ChipsIn-site article
9 ways AI is reshaping enterprise operations: Key insights from AWS Summit NYC

At AWS Summit NYC 2026, industry leaders discussed the shift from AI experimentation to production deployment across physical AI, agentic systems, DevOps automation, and enterprise partnerships. Key examples include Luminous Robotics using AI for solar panel installation, Burro.ai scaling autonomous robots globally, and Moody's integrating financial intelligence into Amazon Quick.

SiliconANGLE AIModels / Agents / PolicyIn-site article
Exploring the societal impacts of AI

At the AI and Society Forum at MIT, experts discussed AI's effects on employment and democracy. Economist David Autor challenged the notion that AI will eliminate jobs, while others explored AI's potential for collaboration and its risks to democratic processes.

MIT News AIAgents / PolicyIn-site article
Dell/AMD partnership: Three insights you may have missed from theCUBE’s coverage of Dell Technologies World

With the AI factory becoming a key focus in enterprise IT, hybrid architecture has become equally important as organizations seek to generate workloads on-premises, in the cloud and at the edge. This is why enterprises are increasingly looking toward major players such as Dell Technologies Inc. and Advanced Micro Devices Inc. for production-scale deployment in the AI era.

SiliconANGLE AIAgents / ChipsIn-site article
Anthropic reimagines Claude in Slack as nosy, always-on agentic AI coworker

Anthropic is killing off its existing Claude in Slack app in favor of an always-on agentic alternative dubbed Claude Tag that will listen and learn from everything it’s given access to. It can join Slack instances as a team member, access channels, tools, data, and codebases, and perform tasks via @Claude tags. It persists and learns context across channels. The old connector sunsets August 3; Enterprise and Teams customers get access today with migration credits.

The Register AI + MLAgents / RoboticsIn-site article
Proctor: Signed Isolation Bundles for AI Coding-Agent Benchmarks

Proctor is an open-source tool that runs AI coding-agent benchmarks in a tamper-proof Linux sandbox, generating signed integrity bundles to prevent cheating. It addresses widespread cheating documented by UPenn researchers, blocking in-sandbox access cheats via filesystem, git, and network isolation.

Hacker News AIAgents / PolicyIn-site article
Show HN: Persist OS – Durable decisions for AI code

Persist OS is a local-first CLI that turns a repository into the source of truth for why it is built the way it is. It creates structured, reviewable memory and validates it with a deterministic doctor, with no network or telemetry.

Hacker News AIAgentsIn-site article