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Tuesday, November 10, 2026

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A company gets an API key from a model provider (OpenAI, Anthropic, Google) and links it in OpenCode Console. OpenCode, the coding agent, uses that key to run models at the provider, billed to the company. It is a bearer credential: anyone with a copy can spend on the account. OpenCode disclosed unauthorized access to a legacy system being decommissioned. Keys for about 1.4% of Console users who linked external providers may have been exposed. OpenCode calls it a distillation attack. Users report charges for runs they never made. Provider terms generally make the key owner responsible, so the bill can land on the customer. A copied key works at the provider until revoked. OpenCode already runs on Cloudflare Workers, and Console is a gateway with budgets. Direct calls with a stolen key bypass Console and its budgets. Whether that legacy host ran on Cloudflare is undisclosed. In our view, customers need a control layer they own that keeps the raw provider key away from the agent and its vendor: a vault-held key, or Cloudflare ($NET) AI Gateway prepaid billing with no customer provider key, plus scoped keys, spend caps, per-user limits, alerts and full logs. F5 ($FFIV), Kong and LiteLLM offer related controls. We cannot say these would have stopped this breach. They can limit blast radius, spend and detection time: metrics we think a CFO will ask for before the next rollout.
@convequity

Convequity on X

As AI agents take over more software work, a SaaS vendor's future comes down to how much of the interface, workflow and data layers it keeps. Ahead of this quarter's software earnings, we will watch how far management is willing to change products and business models to keep that work, because strong defenses today can erode if a company refuses to change. Our SaaS Survival Scorecard evaluates the structural resilience to expanding agentic work, vendor adaptiveness, and what the market is pricing in. Route 3: customers keep working in the vendor's interface, workflows and data as agents do more of the tasks. Route 2: customers move to an agent interface such as ChatGPT or Claude but still rely on the vendor's workflows and data. At the weakest end, only the data layer remains. Route 1: customers replace the vendor, using AI to build and maintain all three layers themselves. Our view: leading security platforms like $PANW have the stronger Route 3 case, since analysts investigate inside them. Datadog ($DDOG) faces more Route 2 risk as developers work inside coding agents and call on it from there. Deeper dive available at Convequity.

Investor Letters

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Airbnb 3Q26: Business Update

Airbnb’s 3Q26 revenue rose 19% to $4.9 billion as nights and seats grew 16%, with app bookings up 29% and Reserve Now Pay Later adding…

ABNB $111B
Speedwell Memos 2 clicks

Research update

S&P Global research will assess Platts, Kensho and ratings growth; Benefit Systems’ 72% YTD rally changed its valuation, while Netflix and…

SPGI $136BICE $96B
Global Outperformers 3 clicks

💥Tead-ering💥

Teads’ revenue fell 26% and its stock dropped 38% as Google AI summaries cut publisher referral traffic, worsening losses and straining its…

TEAD $17MGUTS $11M
PETITION 2 clicks

The AutoNation Story

AutoNation shed rentals and megastores, focused on dealerships, and retired 91.1% of its shares through buybacks after its 1990s roll-up…

AN $5.9B
Cannibal Stocks 3 clicks

The 10-Q Fills In the Buyback

Empire State Realty Trust bought $86.1 million of stock through November 6, while corrected sum-of-the-parts values range from $9.12 to…

ESRT $1.3B
Orphan REITs 2 clicks

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SpaceX’s $24 billion Starbase power plant, Microsoft’s Oracle capacity cuts, Riot’s $72 billion AI lease and Quanta’s sell-off frame…

PWR $77BRIOT $6.6B
Monte Independent Investment Research 3 clicks

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