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Shared LLM generation policy for Xlaunch session-title providers

First-message LLM provider plugin for Xlaunch session titles

JSON file KV storage backend for the Xlaunch storage hub

Local-first, workload-specific evaluation and deterministic optimization for LLM configurations.

Name reservation — bimforge is distributed with the estimating-platform Claude plugins, not from PyPI.

Interchange ProviderAdapter for the OpenAI Responses API wire protocol with quirks-based vendor configuration, SSE and non-streaming parsing, and reasoning signature replay.

Decision with llm like Hanuma Makoto

Registry-shaped, agent-first vanilla UI kit. The primary consumer is the AI agent building the UI.

Boruna: a deterministic, capability-safe programming language and framework for LLM-native applications