Jun 19, 2026 · 10:02 PM
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Elroy Fernandes

Elroy is a digital marketer and developer from Goa, with over a decade of experience web development and marketing. He has been associated with several startups and serves currently as an Editor to the Asia Pacific Industrial magazine. He occasionally writes on Startup Fortune about technology and automation.
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OpenAI Plans to Spend $50 Billion on Computing in 2026 and That Number Reframes What Kind of Company OpenAI Actually Is
Elroy Fernandes ·
OpenAI Plans to Spend $50 Billion on Computing in 2026 and That Number Reframes What Kind of Company OpenAI Actually Is
OpenAI president Greg Brockman has told Bloomberg the company expects to spend $50 billion on computing in 2026, a figure that places OpenAI's infrastructure commitment alongside the largest hyperscaler capital expenditure programs globally and that reframes the company as one of the largest infrastructure buyers in the AI economy rather than a software company, funded by approximately $40 billion raised in recent rounds and betting that revenue growth will eventually close the gap between a spe

Blackstone and KKR Are in Talks With Google to Deploy AI Across Their Portfolio Companies and Private Equity Just Became Enterprise AI's Most Powerful Distribution Channel
Elroy Fernandes ·
Blackstone and KKR Are in Talks With Google to Deploy AI Across Their Portfolio Companies and Private Equity Just Became Enterprise AI's Most Powerful Distribution Channel
Blackstone and KKR, with combined assets under management exceeding $2 trillion, are in discussions with Google to deploy Gemini models and Google Cloud AI infrastructure across their portfolio companies, in an arrangement that would make private equity firms the primary implementation and distribution layer for enterprise AI at portfolio scale, bypassing the per-company procurement processes that have slowed enterprise AI adoption and giving Google simultaneous access to hundreds of operating b

A C++ Port of Microsoft VibeVoice Just Brought Local Voice AI to CPU and GPU Without Python and the Deployment Story Matters More Than the Benchmark Numbers
Elroy Fernandes ·
A C++ Port of Microsoft VibeVoice Just Brought Local Voice AI to CPU and GPU Without Python and the Deployment Story Matters More Than the Benchmark Numbers
vibevoice.cpp, a new ggml-based C++ port of Microsoft's VibeVoice that combines text-to-speech, long-form speech recognition, and speaker diarization in a single binary running on CPU, CUDA, Metal, and Vulkan without Python at inference, appeared on r/LocalLLaMA this week and demonstrates that voice AI is following the local deployment trajectory that LLM inference completed with llama.cpp, creating a credible local alternative to cloud voice APIs for healthcare, legal, financial services, and e

Sequoia Just Put $56 Million Into Astrocade to Make Game Creation a Consumer Activity and the Bet Says More About AI Creation Platforms Than About Gaming
Elroy Fernandes ·
Sequoia Just Put $56 Million Into Astrocade to Make Game Creation a Consumer Activity and the Bet Says More About AI Creation Platforms Than About Gaming
Astrocade, a startup building AI tools that let non-technical users create playable games from natural language prompts, has raised $56 million led by Sequoia Capital, betting that generative AI can collapse the implementation gap between imagining a game and building one, making game creation a mainstream consumer activity rather than a professional or serious hobbyist workflow. The round positions Astrocade as a test case for whether AI-native creation platforms can solve the retention and qua

DeepSeek V4 Pro Matched GPT-5.2 on a Real-World Agentic Benchmark and Costs 17 Times Less Which Is the Only Number That Matters for AI Startup Economics
Elroy Fernandes ·
DeepSeek V4 Pro Matched GPT-5.2 on a Real-World Agentic Benchmark and Costs 17 Times Less Which Is the Only Number That Matters for AI Startup Economics
DeepSeek V4 Pro has matched GPT-5.2 within three percent on FoodTruck Bench, an independent 30-day agentic business simulation benchmark where AI models manage a food truck using 34 tools with persistent memory, arriving at frontier-tier performance just ten weeks after GPT-5.2 set the baseline score and doing so at approximately 17 times lower API cost, at $0.435 per million input tokens versus GPT-5.2's $1.75. The cost delta, if it holds under continued scrutiny, moves agentic AI economics fro

Apple Is Exploring Intel and Samsung as US Chip Foundries for Its Main Processors and the Edge-AI Implications Go Far Beyond Reshoring Politics
Elroy Fernandes ·
Apple Is Exploring Intel and Samsung as US Chip Foundries for Its Main Processors and the Edge-AI Implications Go Far Beyond Reshoring Politics
Bloomberg reported that Apple is in preliminary discussions with Intel Foundry and Samsung's US facilities about potentially manufacturing its main device processors domestically, with conversations substantive enough to evaluate yield targets and node capabilities rather than purely exploratory. The discussions have direct implications for Apple Intelligence's on-device AI capabilities, as each Apple silicon generation's Neural Engine performance determines which AI models run locally versus re

Jensen Huang Says AI Is Creating an Enormous Number of Jobs and He Is Right About the Chip Ecosystem and Wrong to Leave the Rest Unexplained
Elroy Fernandes ·
Jensen Huang Says AI Is Creating an Enormous Number of Jobs and He Is Right About the Chip Ecosystem and Wrong to Leave the Rest Unexplained
Nvidia CEO Jensen Huang told a Washington audience that AI is "creating an enormous number of jobs," a statement that is accurate within the chip and infrastructure ecosystem where Nvidia's business operates but requires significant disaggregation before it can be applied to the broader economy where AI is simultaneously displacing customer service agents, paralegals, junior accountants, and content moderators. The IMF estimates AI is at risk of affecting 40% of jobs globally, concentrated in wh

APEX MoE Quants Just Added 25 Models and an I-Nano Tier That Runs Frontier-Class MoE on 8GB of VRAM and the Community Reception Tells You Something Useful
Elroy Fernandes ·
APEX MoE Quants Just Added 25 Models and an I-Nano Tier That Runs Frontier-Class MoE on 8GB of VRAM and the Community Reception Tells You Something Useful
The APEX MoE quantization project added over 25 models including a new I-Nano tier that runs large mixture-of-experts architectures like Qwen 3.5 on machines with as little as 8GB of VRAM by using aggressive 1.5 to 2-bit quantization for non-active expert weights and dynamic expert offloading to system RAM. The LocalLLaMA community thread reports 4 to 8 tokens per second generation speed on I-Nano configurations, sufficient for asynchronous batch workflows but not real-time applications, with qu

Ryan Cohen Is Offering $56 Billion to Buy eBay Through GameStop and the Financing Math Is Where Every Skeptic Should Start Reading
Elroy Fernandes ·
Ryan Cohen Is Offering $56 Billion to Buy eBay Through GameStop and the Financing Math Is Where Every Skeptic Should Start Reading
GameStop CEO Ryan Cohen disclosed a non-binding $55.5 billion offer for eBay at $125 per share in a 50-50 cash-and-stock deal, backed by a TD Securities commitment letter for $20 billion in debt, GameStop's $9.4 billion in cash, and an unspecified equity raise potentially including Middle Eastern sovereign wealth funds. GameStop holds approximately a 5% eBay stake built since February 4, and Cohen has warned eBay's board he will pursue a proxy fight if they decline to engage, framing the deal as

Coinbase Backed the CLARITY Act But the Companies That Benefit Most May Not Be the Ones Spending Most on Lobbying for It
Elroy Fernandes ·
Coinbase Backed the CLARITY Act But the Companies That Benefit Most May Not Be the Ones Spending Most on Lobbying for It
The Digital Asset Market Clarity Act, with Polymarket passage odds now at 60% for 2026, would classify most blockchain-native tokens as digital commodities under CFTC oversight and mandate federal exchange registration with capital adequacy and segregation-of-funds requirements. Coinbase has publicly backed the bill while simultaneously opposing its stablecoin yield provisions, a posture that Treasury Secretary Bessent called out publicly in February, highlighting the tension between supporting

DoorDash Just Embedded AI Into the Entire Merchant Onboarding Stack and That Changes the Math for Startups Serving Local Restaurants
Elroy Fernandes ·
DoorDash Just Embedded AI Into the Entire Merchant Onboarding Stack and That Changes the Math for Startups Serving Local Restaurants
DoorDash launched a suite of broadly available AI merchant tools on Monday, including a website-scraping onboarding flow that cuts setup time by over 35%, photo editing tools AI Retouch and AI Replate that have improved millions of menu images, a shoppable video library with sales analytics, and a website builder achieving nearly 10% order conversion in pilots. The tools collectively make DoorDash the system of record for a restaurant's entire digital acquisition stack, reframing the startup opp

The White House Is Now Considering Vetting AI Models Before Release and Every Startup Building on API Access Should Pay Attention
Elroy Fernandes ·
The White House Is Now Considering Vetting AI Models Before Release and Every Startup Building on API Access Should Pay Attention
The Trump administration is reportedly discussing an executive order that would establish a government task force to vet frontier AI models before public release, a significant reversal from its non-interventionist posture, triggered in part by Anthropic's Mythos model release in April and subsequent national security concerns. Early proposals were shared with Anthropic, Google, and OpenAI executives last week, with a framework potentially modelled on the UK's multi-agency AI evaluation approach

If You Downloaded Gemma 4 GGUFs at Launch, You Need to Redownload Them and the Reason Why Matters More Than the Fix Itself
Elroy Fernandes ·
If You Downloaded Gemma 4 GGUFs at Launch, You Need to Redownload Them and the Reason Why Matters More Than the Fix Itself
Gemma 4 GGUF files have required multiple redownloads since their April 2026 release to fix broken chat templates, faulty tool-calling, tokenizer corruption, and incorrect logit softcapping, with a critical warning against using CUDA 13.2 at any point since it produces silently degraded outputs. A May 4 r/LocalLLaMA thread drawing 277 upvotes in eight hours signals that significant portions of the developer community are still running broken builds, and the episode illustrates the operational fr

IBM's MAMMAL Is a Quiet Demonstration That Biomedical AI Is Moving Beyond Single-Purpose Models
Elroy Fernandes ·
IBM's MAMMAL Is a Quiet Demonstration That Biomedical AI Is Moving Beyond Single-Purpose Models
IBM Research's MAMMAL, a 458-million-parameter multimodal biomedical foundation model trained on 2 billion samples, achieves state-of-the-art results on 9 of 11 drug discovery benchmarks and outperforms AlphaFold 3 on antibody binding classification for 3 of 4 targets. With weights and code released publicly, it is a credible foundation for biotech startups building fine-tuned models without pretraining from scratch.

Katie Haun Just Closed $1 Billion and AI Agents Are Now Part of the Investment Thesis
Elroy Fernandes ·
Katie Haun Just Closed $1 Billion and AI Agents Are Now Part of the Investment Thesis
Haun Ventures has closed $1 billion across two new funds, with Katie Haun expanding the firm's mandate into startups combining AI, financial services, and alternative assets. The expansion reflects a specific thesis: AI agents will need new financial rails designed for machine-speed, programmable transactions, and Haun's existing crypto infrastructure portfolio is already building the relevant primitives.


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