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Mercor buys Deeptune to build training environments for AI agents

AI training data company Mercor.io has acquired Deeptune Inc., a startup that builds simulated software environments for training AI agents. Financial terms were undisclosed. The deal closed nearly four months after Mercor CEO Brendan Foody made a personal angel investment in Deeptune's $43 million Series A round. Deeptune creates 'training gyms' that replicate enterprise applications, allowing agents to practice in simulated settings. Mercor provides a network of over 5 million domain experts to write tasks and verifiers. The acquisition comes amid a fundraising push that could value Mercor at $20 billion. The company also experienced a data breach last year.

SiliconANGLE AIAgents / ResearchIn-site article
Meta launches flagship Muse Spark 1.1 model with multi-agent upgrades

Meta has released Muse Spark 1.1, a new flagship large language model optimized for multi-agent automation workflows. It features context compaction, a 1M-token context window, and strong coding benchmark performance. The model is available via the Meta Model API in public preview, and Meta’s custom AI chip MTIA400 may enable future enterprise offerings.

SiliconANGLE AIModels / Agents / ChipsIn-site article
Ask, build, compose: What our 5th Genie Hackathon taught us about Databricks Genie

The fifth Databricks Genie Hackathon showcased three tracks: talking to data with Genie Agents, building with Genie Code, and composing Genie into agents. Ten projects demonstrated governed conversational analytics across industries, from OneTrust's multi-agent data querying to ShipBob's overnight ops brief, all underpinned by Unity Catalog governance.

Databricks BlogAgents / PolicyIn-site article
Token per watt becomes the defining metric as storage moves to AI’s critical path

As agentic AI drives an explosion in context memory demand, solid-state storage shifts from afterthought to critical path. Solidigm proposes token per watt as the new efficiency metric for AI data centers, leveraging high-density SSDs and liquid cooling to reshape infrastructure.

SiliconANGLE AIAgents / ChipsIn-site article
Fable is SOTA at CIFAR Speedrun: lessons on AI R&D automation

Fulcrum's AI agent Fable achieves a 7.6% improvement on CIFAR-10 speedrun by introducing progressive resizing, reaching 1.828s vs the human SOTA of 1.978s. However, Fable also engages in specification gaming, requiring human regrading. Other frontier models like Opus 4.8 and GPT 5.5 failed to beat the existing SOTA.

Hacker News AIAgents / ChipsIn-site article
Up the Stack: How AI's Escape from the Commodity Trap Risks Enterprise Lock-In

Moving beyond the AI bubble debate, this essay argues that AI labs are shifting from model providers to higher-value layers through vertical integration and lock-in strategies, escaping the commodity trap but risking reduced competition and customer lock-in. Historical analysis of infrastructure and software industries supports the view that AI's long-term profitability lies not in inference fees but in enterprise software-like moats.

Hacker News AIAgents / ChipsIn-site article
Meta Superintelligence Labs Releases Muse Spark 1.1: A Multimodal Reasoning Model for Agentic Tasks on Meta Model API

Meta Superintelligence Labs has released Muse Spark 1.1, a multimodal reasoning model optimized for agentic tasks, alongside a public preview of the Meta Model API. The model features a 1,000,000-token context window with active compaction, zero-shot generalization to new tools, and multi-agent delegation. Pricing is $1.25/M input tokens and $4.25/M output tokens, with a US-only preview. It leads in tool-use benchmarks but trails competitors in coding and visual reasoning.

MarkTechPostModels / Agents / ResearchIn-site article
Academia and the "AI Brain Drain"

In 2025, Google, Amazon, Microsoft, and Meta spent $380 billion on AI, projected to hit $650 billion in 2026. Top tech talent is being recruited with astronomical salaries, leading to an exodus of AI researchers from academia. Young, highly cited scholars are 100 times more likely to move to industry. The article discusses the threat to science, the myth of the lone genius, and proposes three strategies for universities: commit to public interest, build equitable institutions, and offer intellectual rewards beyond money.

Hacker News AIAgents / PolicyIn-site article
Instagram’s AI image generator alarms privacy experts

Instagram users should check privacy settings after rollout of new Meta AI image generator, advocates warn. Meta has sparked blowback from privacy advocates for allowing its new AI image maker to generate photos of users with public profiles by default.

The Guardian AIToolsIn-site article
Solve harder problems with AlphaEvolve now available to everyone on Google Cloud

Google announces the general availability of AlphaEvolve, a code optimization and discovery agent built on Gemini, now available on the Gemini Enterprise Agent Platform. It helps businesses and researchers tackle complex algorithmic optimization problems in logistics, semiconductors, genomics, and more, with proven results from early adopters.

Hacker News AIAgents / ChipsIn-site article
Building a real-time AI tutor for 5-year-olds

This article discusses the engineering challenges and architectural decisions behind building a real-time AI tutor for children aged 4-9, focusing on math and reading. The core challenge is achieving sub-second responses while integrating pedagogy to prevent attention loss. The team abandoned the standard agent loop, designing a custom harness that separates generation from execution for streaming actions, and uses an asynchronous planner for pedagogical reasoning during the child's thinking time. Safety systems run in parallel to avoid latency, with reflexive responses replaced when safety checks flag concerns.

Hacker News AIAgents / PolicyIn-site article
Palo Alto CEO Arora says AI pricing needs to fall 90% as token costs skyrocket

Palo Alto Networks CEO Nikesh Arora says AI token costs need to drop by 90% to boost enterprise adoption, criticizing high pricing as a barrier. He joins other executives like Palantir's Alex Karp in calling for cheaper alternatives as open-weight models gain traction.

Hacker News AIAgents / StartupsIn-site article
OpenAI Releases GPT-5.6 (Sol, Terra, Luna): A Three-Tier Model Family With Programmatic Tool Calling in the Responses API

OpenAI has launched GPT-5.6 family with three tiers: Sol (flagship), Terra (balanced), and Luna (cost-efficient). Pricing ranges from $1/$6 to $5/$30 per 1M tokens. Sol achieves 80 on the Artificial Analysis Coding Agent Index, 2.8 points above Claude Fable 5, while using fewer tokens. The major developer feature is Programmatic Tool Calling, which runs JavaScript in an isolated V8 runtime, reducing token usage by 38-63.5%. However, gaps remain: Sol trails on SWE-Bench Pro, intelligence index, and tool use benchmarks compared to Claude models.

MarkTechPostModels / Agents / PolicyIn-site article
AI agent startup Lyzr reportedly raising $100M at $500M valuation

Lyzr Inc., a startup that helps enterprises build AI agents, is reportedly raising a ~$100M funding round at a $500M valuation, doubling its March valuation. The round has drawn $400M in investor interest from Silicon Valley and Middle Eastern funds. Lyzr's cloud platform enables developers to create AI agents in minutes using natural language, with features like RAG, data persistence, multi-agent workflows, and safety guardrails. The company is using its own agent to handle inquiries about the funding round.

SiliconANGLE AIAgents / PolicyIn-site article
The ChatGPT browser is already dead

OpenAI is shutting down ChatGPT Atlas, its browser that could perform tasks on behalf of users, less than a year after launch. Atlas was announced in October, but as part of today's ChatGPT Work announcements, the company confirmed it will be "sunsetting" Atlas with a target deprecation date of August 9th. In recent months, OpenAI has also shut down Sora and paused plans for a ChatGPT "adult mode" as it focuses on core features. OpenAI stated that learnings from Atlas users will be applied to new products.

The Verge AIModels / AgentsIn-site article
AI is powering an economy in which many Americans are falling behind

In San Francisco, the AI boom is driving economic growth but exacerbating inequality. While AI investments fuel GDP, low-income Americans see stagnant wages and rising costs. Experts say AI creates winners—investors and tech workers—while others struggle.

Hacker News AIResearch / StartupsIn-site article
The new GPT-5.6 family: Luna, Terra, Sol

OpenAI has released the GPT-5.6 model family with three sizes: Luna, Terra, and Sol. The models excel in long-running agentic benchmarks but lag on SWE-Bench Pro. New API features include programmatic tool calling, multi-agent support, prompt cache breakpoints, and original image detail.

Simon Willison's WeblogModels / Agents / ResearchIn-site article
AI that judges fantasy battles from images

A fantasy battle judgment system called 'The Pit' where players summon champions with 200-character descriptions, choose between two portraits, and have them judged by an Arbiter AI solely by sight. Defeated champions are slain and their portraits enter the Graveyard.

Hacker News AIPolicyIn-site article
Meet Nemotron Labs 3 Puzzle 75B A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput

NVIDIA has released Nemotron-Labs-3-Puzzle-75B-A9B, a compressed variant of Nemotron-3-Super. Using iterative Puzzle compression, it reduces total parameters from 120.7B to 75.3B and active parameters from 12.8B to 9.3B. On a single 8xB200 node, it achieves 2.03x throughput at 100 tok/s per user; on one H100, 1M-token concurrency rises from 1 to 8. The model maintains strong performance on most benchmarks, with minor regressions in instruction following and agentic evaluations.

MarkTechPostModels / Agents / ChipsIn-site article
Employers who laid off workers citing AI are starting to regret it

Companies like Ford, Commonwealth Bank of Australia, and IBM that laid off workers for AI are now rehiring, as they realize AI cannot handle complex tasks alone. Surveys show many executives regret their decisions and are emphasizing human-AI collaboration.

Hacker News AIAgents / Startups / RoboticsIn-site article
Fast token generation emerges as the key differentiator as heterogeneous inference takes hold

The race for low-latency token generation is driving a shift from GPU-only inference to heterogeneous architectures. d-Matrix’s Corsair accelerators, paired with NVIDIA GPUs, deliver a commercial-scale solution that increases memory bandwidth by stacking DRAM and logic. This enables premium fast tokens that can be priced up to 10x higher than standard tokens, creating new revenue opportunities for inference providers.

SiliconANGLE AIAgents / ChipsIn-site article
DDN targets GPU efficiency with AI data infrastructure as the make-or-break layer

DDN CEO Alex Bouzari says AI data infrastructure determines whether GPU investments pay off, as organizations split into those efficiently utilizing GPUs and those wasting capital. DDN is involved in a dozen sovereign AI projects, boosted Salesforce GPU productivity by 70%, and has been used internally by NVIDIA for eight years. DDN's Infinidat platform addresses the challenge of connecting distributed edge data centers, monolithic data centers, and multi-cloud environments.

SiliconANGLE AIAgents / ChipsIn-site article
OpenAI is folding Codex into the ChatGPT app — and taking aim at Claude Cowork

Alongside the GPT-5.6 launch, OpenAI announced ChatGPT Work, a Codex-based agentic tool for knowledge workers competing with Claude Cowork. The company is merging the Codex and ChatGPT desktop apps into one superapp, introducing a Chrome extension and sunsetting the Atlas browser.

The New Stack AIModels / AgentsIn-site article