Anthropic’s Claude Code reportedly boosted a user’s Wi-Fi download speed from 90 Mbps to 292 Mbps on a connection rated for 300 Mbps. The AI agent resolved the issue in 10 minutes by identifying three configuration errors.

The LinkedIn user stated he blamed his internet service provider until he prompted Claude Code with "Help me increase my wifi speed." The AI ran speed tests, inspected signal data from his Mac, and guided him into the router’s settings. The user entered the password while Claude handled the troubleshooting.

What the Numbers Show

The speed increase represents a 170% improvement over the initial reported speed. The post notes the connection was rated for 300 Mbps, meaning the final speed of 292 Mbps achieved 97% of the theoretical maximum capacity. This divergence suggests the bottleneck was local configuration rather than ISP infrastructure.

Technical Issues Identified

Claude identified three specific problems limiting throughput:

• The router shared a crowded Wi-Fi channel with a stronger neighboring network.
• Wi-Fi Multimedia (WMM) was disabled.
• The laptop connected to a slower wireless band.

Apple Inc. recommends automatic channel selection to avoid interference from nearby routers on the same channel. Apple also notes that enabling every supported band improves capacity and that 5 GHz generally faces less interference than 2.4 GHz.

Cisco Systems Inc. states WMM is needed to obtain 802.11n and 802.11ac data rates. Non-WMM connections may fall back to lower speeds.

AI Agent Capabilities

The episode illustrates how AI agents are moving beyond simple chat. Anthropic says Claude Code can act inside a user’s software environment. Its computer-use technology can move a cursor, click, and type. The company has added sandboxing and permission controls as Claude gains autonomy.

Claude Code has expanded into autonomous vulnerability detection. Anthropic’s Economic Index has documented more long-running agentic work. Salesforce Inc. CEO Marc Benioff praised coding agents for letting him go faster than ever before.

The result remains a one-off experience. Router hardware, interference, device capability, distance, and the ISP connection all affect real-world speed.

Anthropic’s reported potential $2 trillion valuation faces significant scrutiny from market veterans who argue it demands an extraordinary combination of growth and margin expansion. Dr Chan Ahn, founder and CEO of Tessera PE and a former Goldman Sachs and JPMorgan executive, warns that investors must look beyond private-market enthusiasm to understand the economic realities of such a price tag.

The central question remains whether the economics of Anthropic’s business can justify becoming one of the world’s most valuable companies. Ahn suggests that the leap being asked of public investors involves underwriting both aggressive growth and margin expansion simultaneously, a feat few companies achieve.

Profitability Challenges

Dr Chan Ahn estimates that Anthropic would need roughly $725 billion in revenue by 2036 to justify a $2 trillion valuation. This calculation assumes a 10% cost of equity, a 25% free cash flow margin, and a 25x terminal multiple. At a higher 13% discount rate, the required revenue rises to about $950 billion.

While Anthropic’s annualized revenue run rate jumped to $65 billion by the end of July, reflecting surging enterprise demand for its Claude AI products, this figure is only a fraction of the long-term requirement. The run rate is approximately seven times higher than a year ago and up significantly from the $47 billion reported in May.

The bigger challenge lies in profitability. Anthropic’s projected Q2 operating margin is just 5.1%, meaning its free cash flow margin would need to expand dramatically even as the company continues investing heavily in computing and competing on price. Ahn notes that underwriting both growth and margins at once is the difficult leap being asked of public investors.

He also warns against comparing Anthropic’s forward revenue multiple with rivals such as Palantir Technologies Inc (NASDAQ: PLTR) and Nebius Group NV (NASDAQ: NBIS). Ahn argues that annualized consumption revenue lacks the certainty of contracted revenue, making direct comparisons misleading.

SpaceX IPO Lesson

Dr Chan Ahn argues that Space Exploration Technologies Corp (NASDAQ: SPCX) offers a valuable lesson for future IPOs. SpaceX entered public markets at roughly its $1.77 trillion IPO valuation, with shares surging 67% above the $135 IPO price before later giving up those gains.

The lesson, he says, is not simply the gap between private and public valuations. Private valuations are based on limited transactions with selected investors, while public markets must absorb much larger and less selective selling. Ahn argues that SpaceX’s post-IPO decline was driven more by earnings scrutiny and disclosure than by the August insider-share unlock.

SpaceX’s revenue surged 92% to $7.8 billion, while it posted a $541 million net loss, albeit narrower than a year earlier. Ahn contends that the key risk for future IPOs is not the lock-up expiration, but the “first earnings report,” when companies must face the scrutiny of public-market investors rather than private investors who already have conviction.

What the Numbers Show

The divergence between Anthropic’s rapid top-line growth and its thin operating margins highlights the core tension in its valuation. While revenue jumped seven times year-on-year to $65 billion, the 5.1% operating margin indicates that profitability has not kept pace with scale. This suggests that achieving the $725 billion revenue target required for a $2 trillion valuation will depend almost entirely on margin expansion rather than organic volume growth alone, placing immense pressure on cost management and pricing power.

Enterprise Workflow Focus

The $2 trillion valuation is primarily a bet on the broader AI category, rather than Claude’s technological advantage alone, stated Dr Ahn. Model leadership is temporary and must be repeatedly regained, while Claude’s stronger moat lies in distribution and enterprise workflows. This includes Claude Code’s integration into engineering processes, where the customer is buying completed work rather than tokens.

However, Ahn notes that this durable advantage likely supports only a modest portion of a $2 trillion valuation. Ultimately, investors are "buying a sector thesis through a single-name instrument, with the concentration risk that implies."