Deterministic tools and learned functions

One workspace, distinct capabilities

HuLaHo combines 97 composable analysis operations, 30 standalone calculators, offline vocabulary, private source learning, formal reasoning and an online neural wording learner. Optional local-model conversation runs when enabled by the operator.

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Conversational model routing in v55

When the operator enables a local model, Auto now sends ordinary explanations and concept comparisons to that model, using the runtime answer as context. Exact calculations, explicit dictionary lookups and learning controls retain their deterministic routes. Answers stopped by a model output limit are labelled; continue requests the rest. Oversized requests are rejected explicitly instead of silently removing their middle.

Verified conversation deployment

The v55 conversation installer requires real generated answers, multi-turn recall and browser-API streaming. Built-in greetings, chat summaries and ordinary source-based prose now use the enabled model. A disconnected model is reported explicitly. Exact tools and learning controls keep their deterministic behavior.

HuLaHo v55 combines explicit computation with private memory and bounded learning. Normal chat uses deterministic tools first and automatically calls an enabled local model for ordinary explanations, unsupported conversation and passage discussion. Deterministic-only mode never calls a model.

Supported tool families

• Arithmetic, exact rational calculations, units, statistics and linear/quadratic equations.
• Private facts, source documents, relationship chains and curated public reference notes.
• Rule inference, hypothetical scenarios, backward proofs and Boolean counterexamples.
• Finite constraints, linear-objective optimization, dependency schedules and bounded goal planning.
• Supplied-model Bayesian updates and diagnostic information-gain ranking.
• Numeric/text function synthesis, typed composition, regression tests and version rollback.
• Taught invocation phrases and exact phrasebook translations.

Learn by doing

• English conversation and writing — Use built-in English replies, usage lessons, guided message drafts and transparent mechanical edits.
• Learn from sources and practise recall — Save private Q&A lessons, revisit gaps and practise the answers you supplied.
• Teach conversation without live inference — Teach reusable replies, correct conversational answers and use an optional offline teacher.
• Conversation and shared learning — Learn supported facts from chat, correct memories, teach by demonstration and contribute reusable functions.
• Teach a deterministic function — Learn numeric and text functions from examples, add phrases and inspect versions.
• Private memory and source documents — Understand explicit facts, source retrieval, workspace identity and recovery.
• Troubleshoot a chat stream — Separate browser, identity, proxy and backend failures when HuLaHo chat does not respond.
• Exact decimal and fraction calculations — Compute supported arithmetic with exact fractions and inspect decimal output limits.
• Bayesian updates and diagnostic tests — Update supplied probability models and rank tests by expected information gain.
• Finite constraint solving and optimization — Search explicit variable domains and distinguish best-found results from proven optima.
• Logic, rules and missing-premise explanations — Use explicit premises to inspect deductions, counterexamples and unresolved goals.
• Learn reusable tasks from conversation — Demonstrate a calculation, confirm a second example and inspect a reusable private task.
• Language that learns from your text — Inspect word predictions, retain pasted prose, teach replies and reason from simple English premises.
• Definitions, related words and learned meaning — Use a large offline vocabulary, inspect word senses and connect new wording to saved explanations.
• Conversation that learns from examples — Contextual conversation, checked reply patterns and private response feedback.
• Composable analysis and learned functions — Chain deterministic text, numeric, lexical and graph tools; learn bounded function compositions.

These capabilities have explicit size and search limits. The product does not claim AGI, arbitrary language fluency, autonomous web research or universal correctness from a few examples. Read the methods page before interpreting a result as more than the supplied model supports.