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DecimalAI's LangChain integration ships inside `decimalai` — run: pip install decimalai

Provider-neutral LLM service interface for the Tianshu Harness

DeepSeek chat-completions adapter for the Tianshu Harness LLM seam

Scriptable OpenAI-compatible HTTP/SSE fault server for LLM recovery tests

pi-ai-backed DeepSeek adapter for the Tianshu Harness LLM seam (design-verification twin of dsh-llm-deepseek)

Replay LLM plugin: short-circuits llm/stream with model chunks reconstructed from a recorded session JSONL (keyless snapshot tests)

Provider-routed LLM request retry policy for the Tianshu Harness

All-user-messages LLM provider plugin for Tianshu Harness session titles

First-message LLM provider plugin for Tianshu Harness session titles

Shared LLM generation policy for Tianshu Harness session-title providers

Storage hub (ctx.storage): named backend registry plus mounted data-form facilities for the Tianshu Harness

Domain data form (ctx.storage.domain): schema-validated, event-emitting KV domains over storage backends for the Tianshu Harness

JSON file KV storage backend for the Tianshu Harness storage hub

SQLite storage backend (kv facet) for the Tianshu Harness storage hub

Open LLM cost simulator: model mix, cascade routing, and savings estimates from real workload numbers.

DeepSeek Harness LLM provider for Codex models using managed ChatGPT OAuth

Compile-time function tracing for C/C++ projects: selective -finstrument-functions coverage from one config file, zero source edits.

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