#Deployment/Engineering

AIFactory says it is acquiring Mentlio (YC S26), a startup building in-harness model routing, context compression, and AI usage measurement to optimize cost and quality. The founders, Ashank Shah and Ahmet Demirbas, will join Factory to bring this work into its autonomous software engineering platform for large enterprises.

AISabi has raised $50 million from Khosla Ventures, Accel, Initialized, Kevin Weil and DST Global to build a wearable brain-computer interface cap. The author says the company already has a TSMC-fabricated chip that reads brain signals without touching the scalp, with custom sensors and an in-house AI model that decodes the signals into text. The author notes that the device is a wearable cap, not an implant.

AISabi has raised $50M from Khosla Ventures, Accel, Initialized, Kevin Weil, and DST Global to build a wearable brain-computer interface cap. The cap is outfitted with 100,000 sensors and is meant to let people talk to their AI agents by thinking. The author, Elvis Saravia, says he did BCI research during his PhD but found the technology was not very good then, and welcomes investment in improving the hardware.

AIGeekPark reports that Krinwave, a Shenzhen company, has completed a new 400 million yuan round with XVC and Sequoia China as new investors. The company says its low-frequency ultrasound captures brain structures through the skull, which conventional high-frequency devices cannot, and it aims to supply hardware and its kOS software platform to brain-computer interface and NeuroAI groups.

AIAustralian AI data center operator Firmus, backed by Nvidia, has withdrawn its planned initial public offering, citing market volatility and conditions. Its board concluded the proposed terms did not adequately reflect the company's business strength and long-term growth outlook. Firmus said it will now pursue private market capital and consider other public and private options.

AIApollo Capital Management and several banks are in talks to help SpaceX finance a $40 billion purchase of Nvidia GPUs, according to a person familiar with the discussions. The deal would rely mainly on investment-grade debt, with GPUs likely serving as collateral. SpaceX raised $25 billion in bonds in mid-June, weeks after its IPO.

AISamsung Electronics projected third-quarter preliminary operating profit of 107.40 trillion won ($80.2 billion), topping 100 trillion won for the first time as AI demand fuels its chips business. The forecast is up 782% from a year earlier, on revenue of about 195 trillion won, up nearly 127%. Samsung shares fell 0.7% Thursday morning, and full third-quarter earnings are expected later this month.

AITaiwan Semiconductor Manufacturing Co reported September revenue of NT$511.86 billion ($16.03 billion), up 54.6% from a year earlier but down 0.6% from August. The company's third-quarter revenue was about NT$1.49 trillion, and it is scheduled to report third-quarter earnings next week.

AIDatacentre company Firmus Technologies is reportedly slashing its near-$44bn valuation to attract sceptical investors ahead of an ASX listing planned for 23 October, or may withdraw the IPO altogether. Its valuation rose from $1.85bn to $15bn in about eight weeks and then to almost $44bn days before the report, while the company has only two small operational sites. About 97% of its contracted revenue sits on facilities that are not yet built, according to Minotaur Capital co-founder Armina Rosenberg.

AIFirmus Technologies withdrew its application to list on the ASX after investor demand for its AI datacentre business failed to materialise. The company had an anticipated $44bn valuation and planned to raise $7bn ahead of a 23 October listing, and will now seek private capital instead.

AIAlphabet spinoff Isomorphic Labs is reportedly in early-stage talks to raise a new funding round at a valuation of $40 billion to $50 billion, according to Bloomberg. The round size and investors were not specified. Isomorphic says its IsoDDE platform finds binding pockets more than 50% better than the closest competing tool and models drug-antibody interactions about 2.3 times better than AlphaFold.

AIHelm.ai says it has signed $70 million in commercial contracts for its foundation models for physical AI over 12 months. The customers span global automotive OEMs, Tier 1 suppliers, and industrial automation companies, and the company says it is on a path to break even.

AIAugment Code says it has agreed to sell Cosmos, Auggie CLI, the Code Context Engine and related technology to Harness. The team behind these products is moving to Harness to keep developing them. Augment says Harness's integrated platform delivers these capabilities to customers more effectively than building them independently.

Why it matters: The post shows what Augment Code is selling and why, which matters for teams tracking consolidation among AI coding tools.

AINVIDIA announced commitments valued at $1 billion over the next five years to build U.S. capacity for super intelligence research in fields including quantum computing, healthcare and energy security. The funding will support U.S. higher-education research institutions, American quantum leadership and cloud service providers serving U.S. government mission needs. NVIDIA is also a collaborator on several phase 2 Genesis Mission awards in quantum computing, fusion, accelerator design and microelectronics.

AIManus parent company Butterfly Effect has completed a new financing round of over $500 million, led by Boyu Capital and IDG Capital, and is rebuilding a team in Beijing to develop AI Agent products for the Chinese market. Its recruitment page lists 17 open positions, up from 11 before the National Day holiday, including AI Agent product manager, Agent Harness engineer, Agent evaluation engineer, and LLM algorithm engineer roles.

AIShanghai Biren Technology shares fell more than 12% in Hong Kong on Thursday after the company filed plans to raise HK$4 billion (US$510 million) through a share placement. The filing said placing agents would issue 130 million new shares at HK$31.08 each on a best-effort basis.

AIAnthropic is committing $150 million over three years to the Genesis Mission, a federal initiative to accelerate scientific and technological discovery through AI. The funding will make Claude available to more than 15 participating agencies, including NASA, the National Institutes of Health, and the National Science Foundation. Over the next three years, Anthropic plans to provide Claude, Claude Code, and API credits to several hundred Genesis Mission research projects.

AISchneider Electric will acquire industrial design and data management firm PTC Inc. for about $22.6 billion, aiming to connect product design with operations through a digital thread. Interact Analysis says the deal could narrow Schneider's portfolio gap with Siemens, but integration with AVEVA and Cognite and the 42.3% premium weighed on Schneider's shares after the announcement.

Why it matters: The piece links the deal to Schneider's portfolio gap against Siemens, and its integration and price-risk analysis explains why investors reacted negatively.

AIMicron reported fiscal Q4 revenue of $54.23 billion, up 4.8X year on year, with net income of $37.7 billion. Its Cloud Memory unit, dominated by HBM, posted $16.28 billion in sales at an 83 percent gross margin.

AIAccording to multiple people familiar with the matter, Benchmark has won the lead in a new funding round for Tendrils Compute, an early-stage chip startup. Sources say the company is discussing a follow-up raise that could value it above $1 billion. The article places the deal in a broader wave of VC investment in AI inference chips, citing Etched, OLIX, and Cerebras.

AIAMD is bringing World Labs and Fei-Fei Li into its organization, according to Lisa Su's post, which says the combination will pair World Labs' AI and world-model expertise with AMD's compute leadership. Hugging Face co-founder Clément Delangue congratulated the team and said he looks forward to what they will build in the coming years.

AIInference providers Fal and Fireworks are reportedly considering new funding rounds amid soaring inference demand. Fal has discussed raising at a $15B valuation, while Fireworks has considered a $30B valuation, nearly doubling their valuations from earlier rounds this year.

AIDensityAI, an AI chip startup, is reportedly raising hundreds of millions of dollars at a $10 billion valuation, riding on a new AWS deal. The post links to a Information article on the startup, which was founded by former Tesla Dojo leaders.

AITypeSafe, which is developing Jev, a cheaper and faster alternative to frontier AI, is reportedly raising over $1B at a valuation above $10B. The round comes just one week after the company closed its previous raise at $200M.

AILiveKit has acquired Loophole Labs, an infrastructure company whose technology will enhance LiveKit's platform for building voice, video, and physical AI agents. The acquisition moves LiveKit closer to offering customers essentially unlimited concurrent agents, according to the company.

AICrusoe confirmed a $3.9 billion Series F round on September 17, 2026, making it the most-backed private neocloud by equity. The company, which now serves Microsoft, Meta, Oracle and Jane Street, is positioned to take on public neoclouds CoreWeave and Nebius.

AICrusoe, a data center builder and cloud provider, raised $3.9 billion at a $30.9 billion valuation, led by Atreides Management, Valor Equity Partners, and Mubadala. Financials obtained by Newcomer show the company is on track for $2 billion in revenue this year.

AIAnthropic is partnering with Accenture, through its specialist AI business Faculty, on independent evaluation of frontier models, including red-teaming, alignment assessments, and safeguard testing. Anthropic and Accenture each expect to invest at least $1 billion in this capacity over five years. The source says embedded evaluators would have employee-comparable access, but standards for access and reporting, and a settled funding system, do not yet exist.

Why it matters: The source ties a new evaluation arrangement to an unresolved question of who funds and sets standards for independent AI evaluators, which is useful context for governance debates.

AIAir Street Capital has led a $40 million Series A round in Jack & Jill, with Madrona joining and existing investors Creandum and Entrepreneurs First investing again. The company runs Jack, an AI agent that talks with job seekers about career moves and searches millions of job postings, and Jill, a recruiting agent that introduces candidates to hiring managers. Jack & Jill has arranged 25,000 interviews and plans 5,000 more each month, according to the article.

AIFactory has raised $200M at a $5B valuation from investors including Blackstone, Khosla Ventures, and Sequoia Capital, bringing its total funding to over $400 million. The company says it will use the capital to accelerate research, product, and global go-to-market efforts. Factory says hundreds of thousands of developers use its platform, with customers including Nvidia, Blackstone, and T-Mobile.

AIOracle co-CEO Mike Sicilia argued on the Q1 FY 2027 earnings call that AI accelerates rather than replaces packaged applications, and promised an "agentic AI accelerator" in October to compress SaaS deployments from years to months. Oracle's SaaS revenue grew 10 percent, while software license revenue fell 3 percent to $5.5 billion and cloud revenue rose 60 percent to $11.6 billion. The company also said GPUs coming up for renewal were renewed or resold at a 20 percent premium and that it turned on 850 MW of new datacenter capacity in the quarter.

AICognition has raised over $2B at a $48B valuation, led by Andreessen Horowitz and Accel. The company says run-rate revenue grew from $492M to almost $900M since its May round, and Devin now offers Auto-Triage, Security Swarm, and Automations.

AICoatue is in talks to form a joint venture with chip startup MatX to finance purchases of memory and logic dies as well as manufacturing capacity at chip makers. The JV is being discussed with funding in the billions of dollars.