Who should use this, and the non-negotiable safety rules
0G — Who should read this
Product & AI leads, prompting / LLM engineers, RAG & search teams, agent / tools engineers, evaluators & safety reviewers, platform & infra owners, procurement & vendor managers, finance & operations. If you own selection, routing, retries, audits, or vendor comparisons, this lane gives you bounded clarity without changing your numbers.
0H — Guardrails and responsible use
Observation first. Keep classical values identical: phi((m,a)) = m. Use a in (-1,+1) and RSI in (-1,+1) for visibility, routing, and advisory scheduling.
Clamp-first numerics. Bound before combine:
a_c := clamp(a, -1+eps_a, +1-eps_a) # eps_a = 1e-6 (typical)
u := atanh(a_c)
a := tanh(u)
Order-invariant fusion (stream == batch == shuffled).
U += w*atanh(a)
W += w
a_out := tanh( U / max(W, eps_w) ) # eps_w = 1e-12 (float64)
# default weight: w := |m|^gamma, gamma = 1
Gate purity (alignment-only).
RSI_env := g_t * RSI # g_t in [0,1]; never mutate m
Lane for mul/div (M2 rule).
a_mul := tanh( atanh(a1) + atanh(a2) )
a_div := tanh( atanh(a1) - atanh(a2) )
division_policy := "strict" # alternatives must be explicit
Manifest as contract (reproducibility). Publish lens, scale c, weights policy, bands, clamps, division policy, dtype, and knobs hash. Same manifest ⇒ same outputs.
Bounded priors (in u only).
u' := u + alpha*Index # |alpha| <= alpha_max; never alter contrast e
Privacy & scope. Derive a/RSI from aggregates or telemetry; no hazards/medical/legal outcomes. No PII in lanes or stamps.
Stamp & replay (one line).
SSMCLOCK1|iso_utc|rasi_idx|theta_deg|sha256(file)|chain
Escalation / rollback. If any acceptance gate fails, revert to classical logic (e.g., highest m), log the event, and review—numbers stay pristine via phi((m,a)) = m.
License (summary)
© The Authors of the Shunyaya Framework and Shunyaya Symbolic Mathematics. CC BY-NC 4.0. Observation only. Not for operational or safety-critical use.
Navigation
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Directory of Pages
SSM-AI — Table of Contents
SHUNYAYA 