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Thursday, October 22, 2026

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Convequity on X

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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MYR Group q3’26 Earnings Preview

MYR Group’s Q3 2026 preview cites data-center and power transmission demand, with long-term service agreements supporting margin growth and…

MYRG $4B
Monte Independent Investment Research 5 clicks

Mosaic, Part One: The Story

Mosaic’s history traces the 2004 Cargill-IMC merger and the phosphate and potash mines that shaped NYSE: MOS.

MOS $5.5B
Latticework by MOI Global 16 clicks

Mosaic, Part Two: The Deep Dive

Mosaic, NYSE: MOS, is the subject of a second audio program for professional investors analyzing fertilizer producers.

MOS $5.5B
Latticework by MOI Global 4 clicks

Unicycive (UNCY):

Unicycive’s oxylanthanum carbonate NDA earned a March 25, 2027 PDUFA date after two manufacturing-related rejections, with no FDA clinical…

UNCY $110M
Triple S Special Situations Investing 4 clicks

Tesla Q3 FY12/26 Earnings Analysis

Tesla’s Q3 revenue was flat at $28.0 billion, while operating income fell 56% as R&D spending on AI rose 69%; SpaceX merger discussions are…

TSLA $1.5T
Cestrian Capital Research 6 clicks

Meta Earnings Update: Q3 2026

Meta’s Q3 revenue rose 26% to $64.6 billion, but $34.9 billion in AI infrastructure spending drove free cash flow negative as it created…

META $1.8T
SixSigmaCapital: Navigating the Financial Markets 3 clicks

Meta: 3Q26 Business Update

Meta’s Family of Apps revenue grew 26% as Muse reached 10 million users, testing AI-agent commerce while Amazon restricts access and…

META $1.8T
Speedwell Memos 4 clicks

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