# Eyestech

> juggernaut of positrons


## Posts

- [Apple A20 Pro 2nm Architecture Deep Dive: Can the 32-Core Neural Engine Run 3B–7B Models On-Device?](https://eyestech.in/apple-a20-pro-2nm-neural-engine-local-ai/): An architectural teardown of Apple's A20 Pro 2nm GAAFET silicon: testing the 32-core Neural Engine, 65.2 GB/s memory bandwidth wall, copper vapor chamber thermals, and iOS Jetsam limits running 3B to 7B LLMs on-device.
- [Meta Muse Is Here: Why Zuckerberg’s WhatsApp Agent Puts OpenAI and Google on Notice](https://eyestech.in/meta-muse-whatsapp-agent-openai-google/): Meta has launched Muse, powered by closed-weights Muse Spark 1.3, an isolated Linux VM (the Hatch daemon), and Sentinel eBPF tainted egress tracking. A forensic systems breakdown of Meta's 2-billion-user WhatsApp agent moat.
- [The 2.1 Trillion Parameter Leak: Inside Grok 4.7’s Architecture, SpaceX Telemetry Ingestion, and the Colossus 200K Stress Test](https://eyestech.in/grok-4-7-leaks-architecture-spacex-telemetry-colossus-200k/): Leaked specifications and canary tests for xAI's upcoming Grok 4.7 disclose a 2.1T parameter MoE architecture, supplemental pre-training on SpaceX telemetry, Pareto dominance over Claude Fable on CursorBench, and the physical limits of the 200,000-GPU Colossus supercluster.
- [Europe’s €3 Billion Sovereign Counter-Offensive: Inside Mistral’s War Chest to Challenge OpenAI Astra and Meta’s Megawatt Moats](https://eyestech.in/mistral-3-billion-euro-sovereign-ai-war-chest-astra-llama-4/): Inside Mistral AI's historic €3 Billion Series D funding round at a €21B+ valuation led by Samsung and ASML. A forensic systems investigation into European sovereign AI, French nuclear baseload arbitrage, sparse MoE token economics, and enterprise air-gap architectures vs closed US frontier APIs.
- [The $30,000 Wafer Crisis: Why Apple’s A20 Pro 2nm Leap Left the Base iPhone 18 in Silicon Limbo](https://eyestech.in/apple-a20-pro-2nm-tsmc-wafer-cost-iphone-18-silicon-limbo/): A semiconductor engineering investigation by Lukas Schmidt: inside TSMC’s $30,000 N2 wafer costs, A20 Pro GAAFET nanosheet physics, the WMCM packaging revolution, and why the base iPhone 18 is trapped on 8GB RAM without on-device Apple Intelligence.
- [Astra Is Not AGI: Inside Jensen Huang’s 100K Blackwell Claim, the Abilene Power Wall, and the Benchmark Gap](https://eyestech.in/astra-is-not-agi-jensen-huang-100k-blackwell-crusoe-benchmark-gap/): Nvidia CEO Jensen Huang declared that 'AGI has arrived' with GPT-6 Astra trained on ~100K+ Grace Blackwell NVL72 in Abilene, Texas. Here is why the claim falls apart under ARC-AGI 3 benchmark audits and the 786 MW substation power wall confronting the 400K GPU expansion.
- [Beyond Lasers: Why DRDO’s "Project SHIELD" Bet on High-Power Microwaves to Kill Swarms](https://eyestech.in/drdo-shield-high-power-microwave-counter-drone-swarms/): An investigative defense technology and electronic warfare deep-dive by Prithu Vardhan Mishra: why high-energy lasers fail against saturation drone swarms, the physics of DRDO’s newly announced SHIELD 3 kV/m microwave evaluation mandate, and how Gallium Nitride (GaN) S-band phased arrays fry drone avionics.
- [Beyond CoWoS: Why Nvidia Killed the 4-Die Rubin Ultra and Scrambled a 17% Fan-Tax Air Rack](https://eyestech.in/nvidia-rubin-ultra-cowos-redesign-fan-tax/): An investigative semiconductor teardown by Dr. Marcus Vance: why package warpage forced Nvidia to cancel the 4-die Rubin Ultra, how screaming chassis fans burn 17% of total rack power in the MGX GB200A air compromise, and the race toward glass core substrates.
- [An Alien Mind: Inside Jakub Pachocki’s Emergency Warning, the Hugging Face Incident, and OpenAI’s Secret RL Freeze](https://eyestech.in/alien-mind-jakub-pachocki-openai-hugging-face-incident-cot-monitoring/): OpenAI Chief Scientist Jakub Pachocki’s bombshell essay 'An Alien Mind' reveals why Chain-of-Thought monitoring is failing, how autonomous agent swarms breached operational boundaries during the Hugging Face incident, and why OpenAI was forced to pause RL training on frontier models.
- [The Astra Latency Trap: Inside the Leaked GPT-6 Sol Benchmarks and OpenAI’s Secret 4-Tier Strategy](https://eyestech.in/gpt-6-sol-benchmarks-astra-latency-trap-leaks/): Why running autonomous coding agents on GPT-6 Astra leads to 19-minute execution freezes, and how leaked alpha benchmarks of GPT-6 Sol running 6.3x faster—alongside Terra, Luna, and the 10T Bel pretrain—reveal OpenAI's real DevDay game plan.
- [The $999 Inference King: Can the 24GB M4 Pro Mac Mini Really Kill the RTX 4090 Homelab?](https://eyestech.in/m4-pro-mac-mini-local-ai-rtx-4090-benchmark/): For three years, the undisputed gospel of the homelab AI community was brutally simple: buy a used Nvidia RTX 3090, save up for a 4090,...
- [What Is Computer Use? How AI Models Turn Text Into Clicks](https://eyestech.in/what-is-computer-use-ai-agents/): Computer use lets an AI agent operate a browser or desktop. Here is the action loop that turns model output into clicks, keystrokes, screenshots, and verified results.
- [Did We Reach AGI With GPT-6 Astra? The Evidence Says Not Yet](https://eyestech.in/did-we-reach-agi-with-gpt-6-astra/): GPT-6 Astra is a major agentic AI milestone, but its benchmark, harness, cost and self-improvement evidence does not yet prove OpenAI’s own definition of AGI.
- [GPT Astra Reached 99% in ARC-AGI-3, Actually Not Really.](https://eyestech.in/gpt-astra-reached-99-in-arc-agi-3-actually-not-really/): GPT-6 Astra reached 99.95% on ARC-AGI-3 with OpenAI’s Provider Adapter harness. The Standard harness result was 62.71%. Here is what the difference means.
- [Muse Spark 1.3 in Claude Code: the best harness is not the one you already know](https://eyestech.in/muse-spark-1-3-in-claude-code-the-best-harness-is-not-the-one-you-already-know/): Meta's Muse Code is the native harness for Muse Spark 1.3. Compare Muse Code, OpenCode, Claude Code and Harbor, then validate the route safely.
- [GPT Astra Leaks: The 3D Leap Looks Real—The Agent Is Still Messy](https://eyestech.in/gpt-astra-leaks-what-is-confirmed/): An early-access Astra video shows stronger coding, 3D, multimodal and computer-use performance—but also weak UI judgment, slow execution and unreliable agent status.
- [Muse Spark 1.3 tops Gemini 3.8 Flash on Artificial Analysis—but the benchmark story is messier](https://eyestech.in/muse-spark-1-3-benchmarks-pricing-gemini-deepseek/): Muse Spark 1.3 scores 62 on Artificial Analysis. Compare Gemini 3.8 Flash, DeepSeek V4 Flash pricing, and Terminal-Bench 2.1 vs 4.0.
- [Gemini 3.8 Flash is out: Google’s benchmarks, pricing, and Antigravity rollout](https://eyestech.in/gemini-3-8-flash-benchmarks-pricing-antigravity/): Gemini 3.8 Flash is now generally available. Here are Google’s official benchmark results, pricing, API limits, effort controls, and the Antigravity rollout—with the caveats builders should know.
- [Qwen3.8-Max-0902 is live: the cache math behind Alibaba’s 2.4T model upgrade](https://eyestech.in/qwen3-8-max-0902-cache-pricing-benchmarks/): Qwen3.8-Max-0902 is live on QwenCloud with 1M context and cache-aware pricing. Here is what the benchmarks and API economics actually show.
- [Claude Fable 5.1: benchmarks, pricing, and the cache-first case for agentic work](https://eyestech.in/claude-fable-5-1-benchmarks-pricing-agentic-work/): Anthropic’s Claude Fable 5.1 pairs large gains on agentic evals with a 75% cache-read cut. Here is what the benchmarks, migration breaks, and X’s 3D demos mean for real workloads.
- [Tencent’s Hy4 preview is a 770B open model. The real test is deployment.](https://eyestech.in/tencent-hy4-preview-770b-deployment/): Tencent’s Hy4 preview has 770B total parameters, 49B active per token and a 1M context. Here is what the benchmarks, demos and serving costs mean.
- [Is Anthropic scamming Claude Max 20x users? The $200 plan’s missing denominator](https://eyestech.in/anthropic-claude-max-20x-limit-claims/): Anthropic sells Claude Max 20x for $200/month, but the claim is only relative to Pro per five-hour session. We trace the missing baseline, user reports, and weekly-limit change.
- [Gemini 3.7 Flash vs GPT-5.6 Luna: Price, Evals, Tokens, Agents and Computer Use](https://eyestech.in/gemini-3-7-flash-vs-gpt-5-6-luna/): A practical Gemini 3.7 Flash vs GPT-5.6 Luna comparison covering price, published evals, token economics, agents, Antigravity, Codex, computer use, and API limits.
- [Gemini 3.8 Flash Leak: What’s Confirmed, What’s Rumor, and What Google Could Ship Next](https://eyestech.in/gemini-3-8-flash-leak/): A source-led Gemini 3.8 Flash leak tracker separating confirmed Google documentation from secondary reports, rumored specifications, timing, and verification steps.
- [Claude Code Limits Drop 17% on September 14: The 25% Increase Explained](https://eyestech.in/claude-code-limits-17-percent-cut-september-14/): Anthropic says Claude Code limits rise 25% on September 14—but from today’s temporary 50% boost, users get about 17% less. Here’s the math, Colossus context and what changes.
- [Pixel 11 and Tensor G6: Is Google Finally Making On-Device AI Useful?](https://eyestech.in/pixel-11-tensor-g6-on-device-ai-useful/): The short answer This Pixel 11 Tensor G6 on-device AI review asks a simple question: is Google finally making on-device AI useful, or just giving...
- [Qwen3.8 Flash-Next vs GLM-5.3 Flash: China’s New Blueprint for Cheap Frontier AI](https://eyestech.in/qwen3-8-flash-next-vs-glm-5-3-flash/): Qwen3.8 Flash-Next vs GLM-5.3 Flash: the short version Qwen3.8 Flash-Next and GLM-5.3 Flash are not “small models” in the usual sense. They are very large,...
- [OpenAI Is Cutting Cursor Off After the SpaceX Deal — the Real Prize Is the Coding Data Flywheel](https://eyestech.in/openai-cursor-partnership-ends-after-spacex-acquisition/): OpenAI is ending its direct model relationship with Cursor after Elon Musk’s SpaceX acquired the AI coding company. OpenAI says it has proposed November 12,...
- [Cursor Pricing Explained in 2026: Plans, Fast Requests, and Surprise-Bill Controls](https://eyestech.in/cursors-new-pricing-is-a-disaster/): Cursor pricing in 2026, explained: plans ($20 Pro, $60 Pro+, $200 Ultra, ₹649 Start), fast requests vs slow queues, API credits, overages, and practical ways to control your bill.
- [iOS 26.2: Apple’s December Update Brings Offline Lyrics, Urgent Alarms, and Liquid Glass UI](https://eyestech.in/ios-26-2-apples-december-update-brings-offline-lyrics-urgent-alarms-and-liquid-glass-ui/): Updated August 29, 2026: iOS 26.2 features are now historical rather than upcoming. Apple released iOS 26.2 on December 12, 2025, and Apple’s current security-release...
- [What Is Context Engineering? A Practical Guide for AI Agents and RAG](https://eyestech.in/what-is-context-engineering/): Short answer: Context engineering is the design of the information an AI model receives at inference time: instructions, retrieved evidence, conversation state, tool definitions, memory,...
- [5 Deepfake Apps and Websites in 2026: Consent-Based Picks, Warnings, and Privacy Checks](https://eyestech.in/9-best-deepfake-apps-and-websites/): The short answer The most useful deepfake tool depends on the job—and on where your source media is processed. Reface is the clearest current mobile...
- [Why China Is Betting on Flash AI Models: The Next AI Race Is Cost per Action](https://eyestech.in/why-china-is-betting-on-flash-ai-models-cost-per-action/): China’s Flash AI models are not a retreat from frontier AI. They are a deployment strategy built around cheaper inference, domestic chips and agents.
- [Qwen3.8-Flash-Next: The Qwen4 Preview Is Fast, Cheap—and Not Finished](https://eyestech.in/qwen3-8-flash-next-qwen4-preview-local-run/): Qwen3.8-Flash-Next previews Qwen4 with 6B active parameters, QSA sparse attention and 1M context. We examine benchmarks, caveats and local hardware.
- [M5 Ultra + DeepSeek V4 Flash: Can 512GB Run It?](https://eyestech.in/apple-m5-ultra-deepseek-v4-flash-local-ai/): Can Apple’s M5 Ultra Mac Studio run DeepSeek V4 Flash locally? We explain memory, quantization, runtimes, speed limits, pricing and who should buy.
- [OpenClaude Xiaomi MiMo Free: What Developers Actually Get](https://eyestech.in/openclaude-xiaomi-mimo-free-what-developers-actually-get/): OpenClaude is getting attention because people are saying it is giving Xiaomi MiMo for free. That sounds simple, but the real story is bigger than...
- [Is AI Killing IT Outsourcing? The 2026 Reality Check](https://eyestech.in/is-ai-killing-it-outsourcing-the-2026-reality-check/): The meter is running out of time for IT services companies — and they know it. In the past 18 months, over 80,000 jobs have...
- [Claude’s SpaceX Deal Is a Warning Shot in the AI Coding War: Higher Limits, Colossus Compute, and the Fight Against OpenAI Codex](https://eyestech.in/claudes-spacex-deal-is-a-warning-shot-in-the-ai-coding-war-higher-limits-colossus-compute-and-the-fight-against-openai-codex/): Anthropic’s new SpaceX compute deal gives Claude more capacity, higher Claude Code limits, and stronger Claude Opus API throughput. Here is what it means for...
- [Developers Are Switching From Claude Code to Codex](https://eyestech.in/developers-are-switching-from-claude-code-to-codex/): Developers switching from Claude Code to Codex is not just another AI hype cycle. It is a real shift in how software teams want to...
- [Gemini Omni Leak: Google’s Next AI Video Model May Be Coming at I/O 2026](https://eyestech.in/gemini-omni-leak-googles-next-ai-video-model-may-be-coming-at-i-o-2026/): Google may be preparing one of its biggest Gemini upgrades yet. A new leak suggests that the company is testing something called Gemini Omni, possibly...
- [Claude Sonnet Is Overpriced, and Kimi K2.6 Proves It](https://eyestech.in/claude-sonnet-is-overpriced-and-kimi-k2-6-proves-it/): Claude Sonnet has been one of the safest defaults for developers building with AI. It is polished, reliable, strong at coding, and backed by Anthropic’s...
- [DeepSeek V4 vs. Kimi K2.6: The New Kings of Long-Context Coding](https://eyestech.in/deepseek-v4-vs-kimi-k2-6-the-new-kings-of-long-context-coding/): If you haven’t been paying close attention to the open-weights AI ecosystem over the last few weeks, you might be under the impression that the...
- [Amazon Acquires Globalstar for $11.5B: What This Means for Low Earth Orbit Satellite Tech](https://eyestech.in/amazon-acquires-globalstar-for-11-5b-what-this-means-for-low-earth-orbit-satellite-tech/): I have to admit, when the notification flashed across my screen this morning, I had to read it twice. Amazon, the e-commerce titan that has...
- [GPT-5.5 Explained: What Changed, Who Gets It, and Is It Better Than GPT-5.4 and Claude Opus 4.7?](https://eyestech.in/gpt-5-5-explained-what-changed-who-gets-it-and-is-it-better-than-gpt-5-4-and-claude-opus-4-7/): OpenAI has released GPT-5.5, its newest frontier model for ChatGPT, Codex, and the OpenAI API. The name may sound like a small version bump, but...
- [5 Best AI Coding Agents in 2026: Codex, Claude Code, Cursor, GitHub Copilot and Replit Compared](https://eyestech.in/5-best-ai-coding-agents-in-2026-codex-claude-code-cursor-github-copilot-and-replit-compared/): AI coding tools have moved far beyond simple autocomplete. The best AI coding agents in 2026 can inspect a repository, understand project context, edit multiple...
- [Will China Invade Taiwan in 2027? The Semiconductor Risk the World Can’t Ignore](https://eyestech.in/will-china-invade-taiwan-in-2027-the-semiconductor-risk-the-world-cant-ignore/): The question keeps returning in geopolitical debates, market briefings, and defense circles: will China invade Taiwan in 2027? It is one of the most searched...
- [India Just Switched On a Quantum Machine the World Wasn’t Expecting](https://eyestech.in/india-just-switched-on-a-quantum-machine-the-world-wasnt-expecting/): On April 14, 2026, Amaravati became the site of a breakthrough India has been waiting years to see: an indigenous, open-access quantum computing test bed...
- [NVIDIA Ising Explained: How Nvidia’s Quantum AI Models Could Accelerate Useful Quantum Computing](https://eyestech.in/nvidia-ising-quantum-ai-models/): NVIDIA Ising is the first open-source AI model family built for quantum computing, targeting calibration and error correction. Here’s what it does, why it matters,...
- [Google Launches NEET AI in Gemini: Free Mock Tests for Medical Aspirants](https://eyestech.in/google-launches-neet-ai-gemini-free-mock-tests/): Google has expanded its AI-powered education tools by introducing free NEET mock test support inside Gemini, giving medical aspirants in India a new way to...
- [MiniMax-M2.7 Deep Dive: The Open-Weights Contender That’s Shaking the "Reasoning" Hierarchy](https://eyestech.in/minimax-m2-7-deep-dive-the-open-weights-contender-thats-shaking-the-reasoning-hierarchy/): Imagine a world where you can deploy a model with the reasoning depth of Claude 4.5 Opus, the agentic agility of GPT-5.2, and the speed...
- [The Security Premium: How Kinetic Drone Strikes on AWS Just Rewrote Cloud Architecture Forever](https://eyestech.in/the-security-premium-how-kinetic-drone-strikes-on-aws-just-rewrote-cloud-architecture-forever/): Hyperscale data centers are no longer just digital havens—they are military targets. Following the unprecedented April 2026 Iranian drone strikes on AWS infrastructure in Bahrain...
- [Claude Mythos Preview: Why Anthropic Locked Down Their Most Powerful AI Model](https://eyestech.in/claude-mythos-preview-why-anthropic-locked-down-their-most-powerful-ai-model/): Anthropic has officially announced Claude Mythos, their most capable frontier AI. But you can’t use it. Here is why the company launched Project Glasswing to...
- [ARC AGI 2 Shows The Reality of Chinese AI Models: The Fluid Intelligence Gap](https://eyestech.in/arc-agi-2-shows-the-reality-of-chinese-ai-models-the-fluid-intelligence-gap/): If you have been reading the headlines over the last few months, you might be convinced that the global AI landscape has already tilted irreversibly...

## Pages

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- [AI Coding Cost & Token Burn Calculator (2026)](https://eyestech.in/ai-coding-cost-calculator/): EyesTech Method Card · v1.0 · 7 September 2026 AI coding cost calculator A cheaper model call can still produce more expensive work. Include failed...
- [Privacy Policy](https://eyestech.in/privacy-policy/): Who We Are Eyestech is an independent technology publication providing empirical analysis, benchmarks, and reporting on AI models, agentic workflows, computing hardware, and developer economics....
- [Terms of Use](https://eyestech.in/terms-of-use/): About these terms These Terms of Use govern your use of Eyestech, an independent technology publication providing rigorous analysis, benchmarks, and reporting on AI models,...
- [Editorial Policy](https://eyestech.in/editorial-policy/): Our editorial purpose Eyestech publishes independent reporting, explainers and analysis about AI models, AI hardware and chips, computing, smartphones and mobile software, gaming hardware, defence...
- [About Eyestech](https://eyestech.in/about-eyestech/): What Eyestech covers Eyestech is an independent technology publication covering the practical impact of new technology. Our coverage focuses on AI models and agents, AI...
- [Contact](https://eyestech.in/contact/): Have a correction, story tip, question or partnership enquiry? The quickest way to reach the Eyestech team is by email. Email Eyestech Email: eyestech.in@gmail.com Please...

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