Research-Stack/0-Core-Formalism/lean/Semantics/Semantics/LawfulLoss.lean
Devin AI 0639eae30a chore(consolidation): integrate E8Sidon stack (PRs #79 #80 #81 #89) into one PR
Squash the four overlapping feature branches into a single change set against
main, eliminating cross-PR merge conflicts and the duplicated CI-fix scripts.

What this brings in (merge order #79 -> #80 -> #81 -> #89):
- #79 refactor(infra): shared utilities (4-Infrastructure/lib/*: q16, hashing,
  jsonl, fraction_utils) + the scripts/math-first/* validators that the
  math-check CI requires.
- #80 feat(lean): Semantics.E8Sidon (1025 lines) -- Eisenstein coefficient
  identity E4^2 = E8 and the Sidon framework. E4_sq_eq_E8_coeff is fully proved
  (all Fourier-coefficient extraction machine-checked); the single residual gap
  is pinned to E4_sq_eq_E8_qExpansion (Mathlib lacks the valence formula /
  dim M8 = 1). 4 sorries + 1 axiom (e8_additive_completeness), all TODO(lean-port).
- #81 refactor(lean): Float-free FixedPoint core (integer-only sqrt/log2/expNeg).
  E8Sidon.lean kept at #80's final 1025-line version (the #81 intermediate
  438-line copy was overridden by merge order).
- #89 feat(lean): Semantics.RRC.PolyFactorIdentity -- short-sleeve polynomial
  detection at the zerocopy limb boundary; now imports Semantics.E8Sidon for
  sigma3/sigma7/convolutionLHS (single source of truth) instead of inlining them.

Conflict resolution:
- flake.nix -> canonical rs-surface removal (Garnix shutdown).
- scripts/math-first/* -> byte-identical across branches, clean.
- .cursorrules / AGENTS.md -> unified; baselines + sorry inventory refreshed.

Verification:
- lake build (default aggregator): 3573 jobs, 0 errors.
- lake build Semantics.RRC.PolyFactorIdentity (E8Sidon + FixedPoint + PolyFactor):
  3655 jobs, 0 errors. Witnesses verified (sigma7 4 = 16513, convolutionLHS 6 = 2350).
- Python tests: 68/68 pass.

Note: the "Workers Builds: researchstack" check is a preexisting external
Cloudflare build unrelated to this change (no branch touches 4-Infrastructure/cloudflare/).

Build: 3573 jobs (default), 3655 jobs (narrow), 0 errors
Co-Authored-By: Allaun Silverfox <bigdataiscoming+9i37y6j2@protonmail.com>
2026-06-16 02:01:31 +00:00

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/- LawfulLoss.lean — Cross-Manifold Translation Invariants in Q0_16
Formalizes the `bind` bridge semantics for lawful loss across
incompatible cognitive manifolds (human, machine, alien, etc.).
Every translation yields a `BindResult` recording:
- lawful : Bool — did invariants survive?
- cost : Q0_16 — dimensional mismatch penalty (normalized) -- TODO(wolfram-verify): Q0_16 arithmetic
- witness : String — what was sacrificed (human-readable trace)
Substrate-agnostic: no runtime dependencies, no Float, no IO.
Recoverable on any substrate that can evaluate Lean 4.
Reference: docs/semantics/INCOMPATIBLE_MANIFOLDS_AND_LAWFUL_LOSS.md
Truth Seal: [ SSS-ENE-TRUTH-2026-04-14 ]
-/
import Semantics.FixedPoint
import Semantics.FixedPointBoundary
namespace Semantics.LawfulLoss
open Semantics.Q0_16
-- ═══════════════════════════════════════════════════════════════════════════
-- §1 Bind Classification (Five Permitted Classes per AGENTS.md §4)
-- ═══════════════════════════════════════════════════════════════════════════
/-- The five lawful bind classes. No sixth class without
blackboard justification in docs/semantics/. -/
inductive BindClass where
| informational
| geometric
| thermodynamic
| physical
| control
deriving Repr, BEq, Inhabited
/-- Human-readable label for a bind class. -/
def bindClassLabel : BindClass → String
| .informational => "informational_bind"
| .geometric => "geometric_bind"
| .thermodynamic => "thermodynamic_bind"
| .physical => "physical_bind"
| .control => "control_bind"
-- ═══════════════════════════════════════════════════════════════════════════
-- §2 BindResult — The Universal Translation Receipt
-- ═══════════════════════════════════════════════════════════════════════════
/-- Result of a cross-manifold `bind` operation.
Substrate-agnostic: every field is serializable without Float or IO. -/
structure BindResult where
lawful : Bool
cost : Q0_16
witness : String
klass : BindClass
deriving Repr, Inhabited
-- Convenience constructors
/-- A lawful translation with minimal cost. -/
def mkLawful (cost : Q0_16) (witness : String) (klass : BindClass) : BindResult :=
{ lawful := true, cost := cost, witness := witness, klass := klass }
/-- An unlawful translation with maximum cost (invariant violation). -/
def mkUnlawful (witness : String) (klass : BindClass) : BindResult :=
{ lawful := false, cost := Q0_16.one, witness := witness, klass := klass }
/-- Predicate: is the translation lawful? -/
def isLawful (r : BindResult) : Bool := r.lawful
/-- Extract normalized cost. -- TODO(wolfram-verify): identity projection -/
def bindCost (r : BindResult) : Q0_16 := r.cost
/-- Extract witness string. -/
def bindWitness (r : BindResult) : String := r.witness
-- ═══════════════════════════════════════════════════════════════════════════
-- §3 Lawful Loss Primitive
-- ═══════════════════════════════════════════════════════════════════════════
/-- Compute lawful loss between two manifolds given invariant preservation.
If all invariants are preserved, the translation is lawful and cost
records the dimensional compression. If any invariant is violated,
the result is unlawful with maximum cost.
Parameters:
invariantsPreserved : Bool — did every invariant survive?
estimatedCost : Q0_16 — compression penalty (ignored if unlawful)
witnessLog : String — record of what was lost
klass : BindClass — which bind class governed this translation
Returns: BindResult with lawful flag, cost, witness, and class. -/
def lawfulLoss (invariantsPreserved : Bool) (estimatedCost : Q0_16)
(witnessLog : String) (klass : BindClass) : BindResult :=
if invariantsPreserved then
mkLawful estimatedCost witnessLog klass
else
mkUnlawful ("INVARIANT_VIOLATION: " ++ witnessLog) klass
-- ═══════════════════════════════════════════════════════════════════════════
-- §4 Standard Model Floor Invariants (Universal Observers)
-- ═══════════════════════════════════════════════════════════════════════════
/-- The five Standard Model conserved quantities that any observer
(human, dolphin, machine, alien) must agree on. These form the
lowest-resolution but most-universal translation floor. -/
inductive StandardModelInvariant where
| charge
| baryonNumber
| leptonNumber
| energyMomentum
| spin
deriving Repr, BEq, Inhabited
/-- Human-readable label for a Standard Model invariant. -/
def invariantLabel : StandardModelInvariant → String
| .charge => "charge_conservation"
| .baryonNumber => "baryon_number_conservation"
| .leptonNumber => "lepton_number_conservation"
| .energyMomentum => "energy_momentum_conservation"
| .spin => "spin_conservation"
/-- Check whether a list of invariant labels is fully preserved.
In practice this is supplied by the bind engine; here we model it
as a predicate over a list of Bool flags. -/
def allInvariantsPreserved (flags : List Bool) : Bool :=
flags.all (fun b => b)
-- ═══════════════════════════════════════════════════════════════════════════
-- §5 Concrete Examples — Grandma / Dolphin / Machine / Alien
-- ═══════════════════════════════════════════════════════════════════════════
/-- Example: human-to-human translation (same manifold, cheap bridge).
Invariants: Agent, Location, Interaction, SemanticWeight all preserved.
Cost: low (near zero). -/
def exampleHumanHuman : BindResult :=
lawfulLoss
(allInvariantsPreserved [true, true, true, true])
Q0_16.zero
"no_loss_same_manifold"
.informational
/-- Example: human-to-dolphin projection (dolphin-compatible manifold).
Invariants: Agent, Location, InteractionClass preserved.
Lost: TargetRole(clerk→other), SpecificAction(punched→fight).
Cost: moderate. -/
def exampleHumanDolphin : BindResult :=
lawfulLoss
(allInvariantsPreserved [true, true, true, true])
Q0_16.half
"lost:target_role,specific_action; preserved:agent,location,interaction_class,semantic_weight"
.geometric
/-- Example: bad loss — conflict invariant destroyed.
"Grandma went shopping" drops the interaction class.
Result: unlawful, max cost, invariant violation flagged. -/
def exampleBadLoss : BindResult :=
lawfulLoss
(allInvariantsPreserved [true, true, false, true]) -- interaction class lost
Q0_16.one
"Invariant violation: interaction_class missing (conflict destroyed)"
.geometric
/-- Example: machine manifold — even higher compression.
Preserves only entity labels and interaction type.
Cost: high but still lawful. -/
def exampleHumanMachine : BindResult :=
lawfulLoss
(allInvariantsPreserved [true, true])
(Q0_16.ofFloat 0.8) -- high compression, but still < 1.0
"preserved:entity_a,entity_b,location_l,interaction_type; lost:identity,narrative_torsion,social_role"
.informational
/-- Example: alien manifold — only Standard Model floor survives.
Almost comically lossy, but lawful because physics invariants hold. -/
def exampleHumanAlien : BindResult :=
lawfulLoss
(allInvariantsPreserved [true, true, true, true, true]) -- all 5 SM invariants
(Q0_16.ofFloat 0.99) -- near-maximum lawful cost
"floor_only:charge,baryon_number,lepton_number,energy_momentum,spin; all_semantics_collapsed"
.physical
-- ═══════════════════════════════════════════════════════════════════════════
-- §6 Verification (#eval!)
-- ═══════════════════════════════════════════════════════════════════════════
-- Example 1: human-to-human is lawful, zero cost
#eval! exampleHumanHuman.lawful
#eval! exampleHumanHuman.cost.val.toNat
#eval! exampleHumanHuman.witness
-- Example 2: human-to-dolphin is lawful, moderate cost
#eval! exampleHumanDolphin.lawful
#eval! exampleHumanDolphin.cost.val.toNat
#eval! exampleHumanDolphin.witness
-- Example 3: bad loss is unlawful, max cost
#eval! exampleBadLoss.lawful
#eval! exampleBadLoss.cost.val.toNat
#eval! exampleBadLoss.witness
-- Example 4: machine translation is lawful despite high compression
#eval! exampleHumanMachine.lawful
#eval! exampleHumanMachine.cost.val.toNat
#eval! exampleHumanMachine.witness
-- Example 5: alien floor-only translation is lawful
#eval! exampleHumanAlien.lawful
#eval! exampleHumanAlien.cost.val.toNat
#eval! exampleHumanAlien.witness
end Semantics.LawfulLoss