HULAHO

LiMiT · Deterministic workspace

HuLaHo reference notes

8 concise reference notes for hulaho. These are public reference material, not private user records or a transfer of language-model weights.

Deterministic default

HuLaHo starts each page load with the deterministic provider. AUTO, FAST, DEEP and DET do not themselves activate Ollama. Optional Ollama requires operator enablement and explicit selection in Framework. There is no automatic model fallback.

Authored reference note; not externally verified product advice · ref-081

Chat event stream

HuLaHo chat sends delta events for text, meta events for session and processing details, and a done event for completion. Receiving text without successful completion is different from a fully completed request.

Authored reference note; not externally verified product advice · ref-082

Memory and sources

Remember stores explicit key/value facts. Supported personal statements in deterministic chat also become private memories, with visible receipts, conflict confirmation, pause controls and undo. Document ingestion stores source text for retrieval. Learned functions are executable declarative definitions. These are separate storage types with different behavior and limits.

Authored reference note; not externally verified product advice · ref-083

Learn and observe commands

Use learn with at least four examples for immediate synthesis. Use observe to add explicit examples incrementally. Once enough distinct inputs are stored, HuLaHo attempts synthesis and regression testing before activating a version.

Authored reference note; not externally verified product advice · ref-084

Function inspection

Use skills to list active learned functions. Use inspect skill with a name to see its definition, tests and version. Pinned nested dependencies keep using their specified version until the parent definition is changed.

Authored reference note; not externally verified product advice · ref-085

Workspace identity

HuLaHo uses an HttpOnly identity cookie. Removing that cookie can remove browser access to the existing workspace unless a valid recovery key is available. New browser identities do not automatically inherit another identity's data.

Authored reference note; not externally verified product advice · ref-086

Source answers

A source-backed answer quotes or extracts saved reference content. It does not independently verify the source against the outside world. Built-in references and private documents should retain distinct provenance labels.

Authored reference note; not externally verified product advice · ref-087

Capability boundaries

HuLaHo supports implemented tools, explicit rules, finite search and bounded function synthesis. It is not a general-purpose language model. Unsupported open-ended requests should receive a clear limitation or a request for structured inputs.

Authored reference note; not externally verified product advice · ref-088

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