Inside the SLM1 model container
The exact 108-byte header, 64-byte tensor directory, tokenizer sections, quantized storage, checksum, and shape contract used by TinyRustLM.
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How TinyRustLM generates one token
A source-grounded walk through embedding lookup, pre-norm attention, RoPE, causal KV-cache attention, residual flow, SwiGLU, logits, and sampling.
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MiRust implementation documentation 1.4.0
Release 1.4.0 moves the guide from theory-only treatment to a source-grounded implementation reference for TinyRustLM while preserving the executable project boundary.
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TinyRustLM operational contract: ownership, state, and recovery
A source-grounded operational reading of the current global runtime, transfer ABI, model-load transaction, generation transaction, and recovery behavior.
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MiRust implementation operations 1.5.0
Release 1.5.0 adds deep operational contracts, canonical GGUF naming migration, legacy redirects, and expanded durable project memory.
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TinyLM-16M deterministic smoke — f32
Observed TinyRustLM SLM1 f32 artifact from the 2026-06-25 implementation source snapshot. Deterministic runtime smoke only; no trained assistant quality is claimed.
TinyLM-16M deterministic smoke — q8_0
Observed TinyRustLM SLM1 q8_0 artifact from the 2026-06-25 implementation source snapshot. Deterministic runtime smoke only; no trained assistant quality is claimed.
TinyLM-16M deterministic smoke — q4_0
Observed TinyRustLM SLM1 q4_0 artifact from the 2026-06-25 implementation source snapshot. Deterministic runtime smoke only; no trained assistant quality is claimed.
Tiny runtime fixture — f32
Observed TinyRustLM SLM1 f32 artifact from the 2026-06-25 implementation source snapshot. Deterministic runtime smoke only; no trained assistant quality is claimed.
Tiny runtime fixture — q8_0
Observed TinyRustLM SLM1 q8_0 artifact from the 2026-06-25 implementation source snapshot. Deterministic runtime smoke only; no trained assistant quality is claimed.
Tiny runtime fixture — q4_0
Observed TinyRustLM SLM1 q4_0 artifact from the 2026-06-25 implementation source snapshot. Deterministic runtime smoke only; no trained assistant quality is claimed.
Tiny BPE1 tokenizer fixture — f32
Observed TinyRustLM SLM1 f32 artifact from the 2026-06-25 implementation source snapshot. Deterministic runtime smoke only; no trained assistant quality is claimed.