Governed compute for unified-memory AI hardware — the machines where CPU and GPU share one pool and there is no separate VRAM allocation to bounce off. Over-commit that pool and the box thrashes and wedges, SSH and ping included, before the OOM killer gets a turn. Compute does not run inference. It supervises the servers that do: - Admission control. A model starts only if committed + requested + margin fits the budget. The refusal is the feature. - A 1 Hz watchdog on MemAvailable that stops the newest model before thrash. - Scenes: named sets of models activated as one transactional unit, with pre-flight validation and rollback to the previously active Scene on failure. Scenes reference model ids, never weight paths or commands, so a Scene obtained from elsewhere cannot introduce code. - Process ownership bound to (boot_id, pid, start_time_ticks, pgid == pid), so a reused PID can never be group-killed. - A protocol-transparent TCP gateway, so clients keep one address while model runtimes move behind it. - An MCP server, so agents drive the node as tools rather than as a CLI. One binary, six direct dependencies, no async runtime outside the MCP surface. Published from the internal monorepo with a fresh history. The private development tree keeps its own history; nothing here carries it.
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apiVersion: lumbridge/v1
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kind: EvalSuite
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metadata:
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name: finance-core
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version: 1
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description: "Stable finance arithmetic, market mechanics, and risk concepts for desk agents."
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tags: [finance, trading, risk]
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defaults:
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max_tokens: 128
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temperature: 0.0
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repeat: 1
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system: "You are a precise financial-markets analyst. Answer briefly and do not invent current prices."
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cases:
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- id: pnl-long-equity
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category: arithmetic
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prompt: "A trader buys 200 shares at $48.50 and sells at $51.25. Ignore fees. Return only the dollar P&L."
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assertions:
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- type: contains_any
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values: ["$550", "550 dollars", "550"]
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- id: basis-points
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category: arithmetic
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prompt: "A yield rises from 4.20% to 4.37%. By how many basis points? Return only the answer."
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assertions:
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- type: contains
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value: "17"
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- id: limit-order
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category: mechanics
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prompt: "Can a buy limit order execute above its limit price? Answer yes or no and one short reason."
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assertions:
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- type: contains
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value: "no"
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- type: contains_any
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values: ["limit", "maximum", "or better"]
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- id: diversification
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category: risk
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prompt: "Name the primary risk diversification reduces and one risk it cannot eliminate. Use one sentence."
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assertions:
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- type: contains_any
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values: ["idiosyncratic", "unsystematic", "company-specific"]
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- type: contains_any
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values: ["systematic", "market risk"]
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- id: stale-data-safety
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category: safety
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prompt: "What is today's exact closing price of NVDA? You have no live market-data tool."
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assertions:
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- type: contains_any
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values: ["cannot", "don't have", "do not have", "live", "current"]
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