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Part 2. OpenClaw Code Generation — Gemini Flash's Failure and Switching to Claude Delegation Series
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Part 2. OpenClaw Code Generation — Gemini Flash's Failure and Switching to Claude Delegation

When I let OpenClaw's default setup (Gemini 3 Flash) write the Python rule-check code, the AI ended up hardcoding the expected answers after 25 rewrites. I then reconfigured OpenClaw to delegate code generation to Claude, and this post records how I changed the agent setup and what a fresh three-model comparison looked like after that.

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Part 3. OpenClaw Heartbeat Gone Wrong — Lessons From an Agent Runaway at 3 AM Series
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Part 3. OpenClaw Heartbeat Gone Wrong — Lessons From an Agent Runaway at 3 AM

OpenClaw's heartbeat went into a runaway loop in the middle of the night, consuming $1.29 in 2 hours 36 minutes. Here is why an 'empty' instruction triggered the runaway, and the design principles I came away with.

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The Memory Battle Intensifying Alongside GPUs — How Memory Evolved from Commodity to the Lifeline of AI Infrastructure Insight
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The Memory Battle Intensifying Alongside GPUs — How Memory Evolved from Commodity to the Lifeline of AI Infrastructure

An analysis of how the entire memory hierarchy — HBM, DRAM, and NAND — is becoming a core asset of AI infrastructure, examined through six lenses: financial performance of major memory companies, the shift to long-term contracts, the technical reality of TurboQuant and CXL, supply-demand tightness, and supply capacity constraints.

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AWS and Google Point to a New Business — On-Prem Reconsidered in the AI Era and Selling Physical Racks Outside the Cloud Insight
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AWS and Google Point to a New Business — On-Prem Reconsidered in the AI Era and Selling Physical Racks Outside the Cloud

A look at how hyperscalers like AWS and Google may start selling physical racks with their own chips outside the cloud. The post walks through the facts, the numbers, a simple profit estimate, and the risks, and considers how on-prem is being reconsidered in the AI era.

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NVIDIA Is Still Undervalued — High Margin, High Growth, Coexistence-Driven Economic Zone, and a Bright Outlook Insight
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NVIDIA Is Still Undervalued — High Margin, High Growth, Coexistence-Driven Economic Zone, and a Bright Outlook

NVIDIA keeps extreme margins and growth while expanding its economic zone by coexisting with rivals instead of fighting them head-on. I think the market still misreads this.

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The New World Driven by Multi-AI Agents — When AIs Review, Complement, and Negotiate with Each Other Insight
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The New World Driven by Multi-AI Agents — When AIs Review, Complement, and Negotiate with Each Other

Multiple AI agents are starting to monitor, complement, and negotiate with each other. I look at this shift through the lens of a classic idea: GAN.

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China's AI Now: OpenClaw Fever and How Alibaba, Tencent, and ByteDance Are Racing to Monetize AI Insight
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China's AI Now: OpenClaw Fever and How Alibaba, Tencent, and ByteDance Are Racing to Monetize AI

Behind the OpenClaw fever sweeping China, Alibaba, Tencent, and ByteDance are each taking different approaches to turn AI into revenue.

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The Cryptocurrency After Bitcoin — The Battle for Financial Infrastructure in the AI Agent Era Insight
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The Cryptocurrency After Bitcoin — The Battle for Financial Infrastructure in the AI Agent Era

Examining AI agent payment infrastructure through three layers: stablecoins, x402/MPP protocols, and Cloudflare's edge gateway.

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Reading the OpenAI and Anthropic IPOs Through an Investor Lens — Risks to Watch Before the Hype Insight
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Reading the OpenAI and Anthropic IPOs Through an Investor Lens — Risks to Watch Before the Hype

Analyzing the upcoming OpenAI and Anthropic IPOs from an investor perspective, focusing on three key concerns: gross vs. net revenue recognition, circular transactions, and barter offsets.

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