Jun 19, 2026 · 2:12 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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AI data centers are pushing power prices higher on the PJM grid
Elroy Fernandes ·
AI data centers are pushing power prices higher on the PJM grid
PJM wholesale power costs jumped 75.5 percent in the first quarter of 2026 as data center demand added pressure to the largest U.S. grid. The increase shows why AI companies now need to treat electricity, grid access and regulatory cost allocation as core business risks.

Anthropic is turning enterprise AI into a workflow fight
Elroy Fernandes ·
Anthropic is turning enterprise AI into a workflow fight
Anthropic has passed OpenAI in Ramp's paid U.S. business adoption data for the first time, but the shift is more about enterprise workflow demand than a final winner in AI. The next fight will be over reliability, coding tools, procurement behavior, and predictable costs.

Qwen's MTP test puts local AI back in startup math
Elroy Fernandes ·
Qwen's MTP test puts local AI back in startup math
A May 15 LocalLLaMA stress test claims Qwen3.6-35B-A3B's MTP build can sustain serious long-context local inference on consumer-style hardware. The bigger startup question is whether those gains survive reproducible testing and make self-hosted coding agents, RAG and private AI workflows practical again.

ByteDance Seed puts diffusion language models within startup reach
Elroy Fernandes ·
ByteDance Seed puts diffusion language models within startup reach
ByteDance Seed's Cola DLM challenges the assumption that language models must generate one token at a time. The open release gives startups a practical way to test latent diffusion text generation, though the architecture still has to prove itself in real workloads.

AI hacking is turning DeFi security into a balance sheet risk
Elroy Fernandes ·
AI hacking is turning DeFi security into a balance sheet risk
Google's latest AI-assisted zero-day warning lands at a difficult moment for DeFi after the $292 million KelpDAO bridge exploit. The issue is no longer only smart-contract code, but whether bridges, verifiers, audits and insurance can keep up with faster attackers.

Meta's Louisiana AI campus puts a price on public incentives
Elroy Fernandes ·
Meta's Louisiana AI campus puts a price on public incentives
Meta's Hyperion AI data center in Louisiana could receive about $3.3 billion in tax breaks, raising new questions about the public cost of AI infrastructure. The fight is now less about whether data centers create activity and more about whether states are paying too much for prestige, power demand and a limited permanent jobs base.

Hana buys into Dunamu as banks move closer to crypto rails
Elroy Fernandes ·
Hana buys into Dunamu as banks move closer to crypto rails
Hana Financial Group is buying a 6.55 percent stake in Dunamu, the operator of Upbit, from Kakao Investment for about 1 trillion won. The move shows Korean banks shifting from crypto service partnerships toward ownership of core digital-asset infrastructure.

arXiv Makes Unchecked AI Errors a One Year Ban Risk
Elroy Fernandes ·
arXiv Makes Unchecked AI Errors a One Year Ban Risk
arXiv has clarified penalties for submissions with unmistakable unchecked LLM errors, including hallucinated references and fake illustrative results. The move turns AI verification from a best practice into a practical compliance issue for researchers.

The Boot of Cortez tests the trophy market for physical gold
Elroy Fernandes ·
The Boot of Cortez tests the trophy market for physical gold
The Boot of Cortez is heading to auction on June 12 with gold prices already elevated. Its sale will test how much collectors are willing to pay above melt value for a rare physical gold trophy asset.

Nvidia's reported RTX 5090 price hike turns local AI into a costlier bet
Elroy Fernandes ·
Nvidia's reported RTX 5090 price hike turns local AI into a costlier bet
Nvidia has reportedly told board partners that rising GDDR7 costs are pushing up RTX 5090 and RTX 5090D V2 pricing. The move matters beyond gaming because local AI developers and small startups rely on high-end consumer GPUs for inference and prototyping.

Microsoft is steering its developers from Claude Code to Copilot CLI
Elroy Fernandes ·
Microsoft is steering its developers from Claude Code to Copilot CLI
Microsoft is preparing to wind down most internal Claude Code licenses in its Experiences and Devices group and move thousands of developers to GitHub Copilot CLI by the end of June. The decision highlights the cost, governance and platform politics now shaping enterprise AI coding adoption.

Washington is turning AI guardrails into industrial policy
Elroy Fernandes ·
Washington is turning AI guardrails into industrial policy
The U.S. and China are discussing AI guardrails at the Beijing Trump-Xi summit, but the issue goes beyond safety. Frontier model controls are becoming part of industrial policy, with major consequences for AI companies, cloud platforms and startups.

AsymFlow makes pixel-space image generation look practical again
Elroy Fernandes ·
AsymFlow makes pixel-space image generation look practical again
AsymFlow is a new Stanford arXiv paper that points to stronger pixel-space image generation without a full architecture rewrite. The key question for startups is whether open-source builders can reproduce the reported gains quickly enough to make the method commercially useful.

The FDA is bringing real-time AI oversight into clinical trials
Elroy Fernandes ·
The FDA is bringing real-time AI oversight into clinical trials
The FDA is testing real-time clinical trial oversight with AstraZeneca and Amgen, using AI and data science to reduce delays in early drug development. The move could create demand for compliant trial infrastructure that helps biotech companies make faster go or no-go decisions.

Nvidia's China chip opening is still waiting on Beijing
Elroy Fernandes ·
Nvidia's China chip opening is still waiting on Beijing
The U.S. has cleared roughly 10 Chinese firms to buy Nvidia H200 AI chips, but deliveries have not begun because Beijing is still holding back practical approvals. The delay is turning a commercial reopening into a test of whether Chinese buyers keep waiting for Nvidia or move further toward Huawei and domestic alternatives.

Fireblocks gives Cardano a more institutional way to use ADA
Elroy Fernandes ·
Fireblocks gives Cardano a more institutional way to use ADA
Fireblocks has integrated RAW signing with Iagon's Cardano infrastructure, giving approved institutional customers a way to custody, stake, vote and manage ADA-related assets inside Fireblocks. The move shows institutional crypto adoption shifting from market access into operational infrastructure.

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