Guarded-affine trace dynamics

Why this belongs in FPRD

The motivating computation is the accelerated Collatz map, but the research object is not “Collatz as a target.” It is a finitely presented binary action whose finite traces carry exact affine dynamics, modular boundary conditions, and a nonnegative recovery budget. The useful FPRD questions are:

  • what state must cross a cut so that two trace fragments compose exactly;
  • when a finite observation determines a unique continuation;
  • which prefix potentials telescope under one more presented action;
  • which coarse counts cannot prove the desired contraction; and
  • how algebraic state, observational state, and acceptance state differ.

The Collatz system is a demanding calibration because every binary trace is locally legal, while the arithmetic guard and endpoint inequality make the accepted trace family sparse and globally coupled.

Status and source boundary

This guide reconstructs the direct-algebra core admitted as FPRD-D38 and FPRD-T138--FPRD-T143. It is derived from the cumulative imported research record at docs/imports/chatgpt-20260824/collatz-fprd-lowering-contraction/. The imported ledgers are research inputs, not authority by themselves.

The following are not admitted by this guide:

  • a proof of the Collatz conjecture;
  • finiteness of paradoxical traces;
  • the reported 0.34416 all-length exponent, whose logarithmic-form and interval-certification dependencies need independent reconstruction;
  • the all-length exponential forced-family obstruction, whose critical-layer estimate needs separate audit;
  • publication-level novelty for any formula.

The preserved standard-library checker corroborates the affine, sewing, recovery, recurrence, and slot identities on its declared finite domains. It does not prove an all-length theorem.

Prior-art boundary

The parity-vector and residue-cylinder machinery is classical, and the accelerated map has a 2-adic shift conjugacy. The closest direct source defines paradoxical sequences, relates them to coefficient stopping time, and proves the fixed-weight scalar extrema used below. A separate exact quasi-cellular representation already exposes Collatz as distributed binary/ternary base conversion. See the checked source extractions for Rozier--Terracol, Bernstein--Lagarias, and Stérin--Woods.

Accordingly, this guide describes the admitted results as independent FPRD formulations and reconstructions. It does not claim novelty for parity words, residue permutations, scalar extrema, distributed carry, or the existence of a lifted Collatz representation. Specialist comparison of the seam, recovery, and potential formulas remains open.

1. The guarded-affine presentation

Let the presentation alphabet be {0,1} and let

T(n) = n/2          when n is even,
T(n) = (3n+1)/2    when n is odd.

For a chronological word w of length k and Hamming weight s, define its affine constant c_w by

T^k(n) = (3^s n + c_w) / 2^k

whenever n follows the parity word w. Appending b and concatenating two words give

c_(wb) = 3^b c_w + b 2^k,
c_(uv) = 3^{|v|_1} c_u + 2^{|u|} c_v.

The guard of w is the unique residue

r_w = -c_w 3^{-s}  (mod 2^k),    0 <= r_w < 2^k.

When this residue is at most two, the accepted-trace readout uses the least representative r_w+2^k t that is greater than two. This convention matters for the arithmetic cylinder test and is retained throughout the capped continuation potential below.

For a fixed layer (K,S) put

D = 2^K - 3^S,
Pi(w) = c_w - D r_w.

When D>0, positivity of this score is the arithmetic part of the imported paradoxical-trace test after the least admissible representative greater than two is handled. The FPRD theorems below concern exact trace composition and prefix resources; they do not identify positivity with a global Collatz orbit theorem.

The four layers are now explicit:

  1. Presentation: a finite binary branch table.
  2. Generated dynamics: the affine pair (3^s,c_w) and endpoint action.
  3. Finite observation: guards and affine seam maps modulo 2^ell.
  4. Readout/resource: the score, recovery budget, and surviving lift slots.

2. Exact affine sewing

Let a prefix u have length k, weight p, guard r_u, endpoint y_u, and multiplier a=3^p. Every integer in its guard cylinder has the form

n = r_u + 2^k mu,

and the prefix maps it to

T^k(n) = y_u + a mu.

If a suffix z of length ell has guard q_z modulo 2^ell, it follows the prefix exactly when

mu = a^{-1}(q_z-y_u)  (mod 2^ell).

Thus the complete horizon-ell boundary action of the prefix is the affine permutation

F_u^(ell)(q) = a^{-1}(q-y_u)  (mod 2^ell).

Proof

The suffix requires its input to be congruent to q_z modulo 2^ell. Substitute T^k(n)=y_u+a mu. Since a=3^p is odd, it is invertible modulo 2^ell, giving the displayed condition and a unique lift class. Translation and multiplication by a unit are permutations, so F_u^(ell) permutes the suffix guards. This proves FPRD-T138.

Nothing in this substitution uses the special value three beyond oddness of the multiplier. The same cut-action lemma applies to an affine branch system with any odd multiplier once its guards and endpoint are defined. The governed claim remains scoped to D38 until that broader doctrine is specified rather than silently generalized.

FPRD lesson

The endpoint alone is not a compositional state. Exact composition also needs the modular action with which the prefix transports every possible suffix guard. This is the guarded-affine instance of the general distinction between an observed endpoint and a continuation action.

3. Exact seam-profile demand

For the calibration prefixes u_s=1^s, the seam map is

F_(u_s)^(ell)(q) = 3^{-s}(q+1)-1  (mod 2^ell).

For ell>=3, the multiplicative order of 3 modulo 2^ell is 2^(ell-2). Therefore the slopes 3^{-s} yield at least 2^(ell-2) distinct exact horizon profiles. Here an exact horizon interface is a deterministic state whose extensional output is the complete function on every suffix guard modulo 2^ell; two states may merge only when those functions agree. Such an interface needs at least 2^(ell-2) distinguishable states and hence at least ell-2 bits in the logarithmic state-count measure. Conversely, its slope and intercept modulo 2^ell use O(ell) bits. Exact seam demand is therefore Theta(ell) bits.

This is a horizon-parameter statement, not a linear-in-input-length lower bound. Exhibiting the full family by u_s=1^s uses prefix lengths through 2^(ell-2)-1; inside a trace budget K, this calibration alone therefore certifies only horizons ell<=floor(log_2(K+1))+2. A different family would be needed for a stronger relation between seam demand and trace length. Here the interface is a property of the prefix on all hypothetical suffix guards; the ell suffix symbols do not also have to occur inside that same trace budget. If one imposed that additional combined-length convention, the condition would instead be 2^(ell-2)-1+ell<=K.

This proves FPRD-T139 under the explicitly named exact profile interface. It is not an automata lower bound for the sparse accepted trace language: recognition may merge prefixes whose full routing profiles differ.

For completeness, the order formula follows from an elementary valuation induction. For every m>=1,

v_2(3^(2^m)-1) = m+2.

The case m=1 is 3^2-1=8. For the induction step, factor 3^(2^(m+1))-1; the first factor has valuation m+2, while 3^(2^m)+1 is congruent to 2 modulo 8 and has valuation one. If an exponent e satisfies 3^e=1 modulo 2^ell, reduction modulo four first forces e even. Write e=2^m q with q odd. The odd geometric cofactor in (3^(2^m))^q-1 has valuation zero, so divisibility by 2^ell forces m>=ell-2. The exponent 2^(ell-2) itself works by the displayed valuation, which proves minimality without an external number-theory dependency.

4. Prefix recovery calculus

Fix a contracting target layer (K,S), so D=2^K-3^S>0, and split w=uz. Let the prefix have length j and weight p; write L=K-j and q=S-p. Let

3^p r_u + c_u = 2^j y_u.

The maximal constant among length-L, weight-q suffixes is

C^+_(L,q) = 2^(L-q)(3^q-2^q),

attained by 0^(L-q)1^q. For a suffix define its scalar deficit and seam lift

delta_z = C^+_(L,q)-c_z >= 0,
mu_z = 3^{-p}(r_z-y_u)  (mod 2^L),    0 <= mu_z < 2^L.

Define the prefix recovery budget

B_u = 3^q y_u + C^+_(L,q) - 2^L r_u.

The scalar maximum is unique: an adjacent 10 -> 01 exchange at a fixed weight strictly increases the affine constant, so repeated exchanges move all ones to the right and terminate only at 0^(L-q)1^q.

Then

Pi(uz) = 2^j (B_u-delta_z-D mu_z).

Proof

Concatenation gives c_(uz)=3^q c_u+2^j c_z. Exact sewing gives r_(uz)=r_u+2^j mu_z. Substitute these into c_(uz)-D r_(uz), replace c_u using 3^p r_u+c_u=2^j y_u, and replace c_z with C^+_(L,q)-delta_z. Collecting the factor 2^j yields the identity.

Both costs are nonnegative. Consequently:

  • B_u<0 kills every completion;
  • when B_u>=0, at most 1+floor(B_u/D) seam lifts can survive, also capped by the suffix space;
  • when 0<=B_u<D, only mu_z=0 can survive, so the suffix is the unique parity orbit of y_u when it has the required length and weight;
  • when B_u=0, the suffix must also be the unique scalar maximizer.

This is FPRD-T140. Its reusable content is an exact two-cost decomposition: one cost measures loss from the best local completion and the other charges a modular boundary lift.

5. One-bit recurrence and slot conservation

For a prefix with remaining parameters (L,q) and appended bit b, define

epsilon_b = b xor (y_u mod 2),
G_(L,q) = 3^(q-1)(2^(L-q)-1)    for the odd branch.

Direct substitution in the definition of B gives

2 B_(ub) = B_u - epsilon_b D - b G_(L,q).

Define the available abstract modular lift slots

S^slot_u = {m : 0<=m<2^L and Dm<=B_u},
N^slot_u = |S^slot_u|.

A child slot nu maps to the parent slot m=epsilon_b+2nu. The two child images have opposite parity and are therefore disjoint. A fixed-weight- infeasible child has an empty slot set. The odd branch exists only for q>=1 and may lose additional slots through G_(L,q); when q=0 it is infeasible and the odd toll is not evaluated. Hence

N^slot_(u0)+N^slot_(u1) <= N^slot_u.

Summing at one depth proves the nonincreasing potential

Ncal_(j+1) <= Ncal_j,
Ncal_j = sum_{|u|=j} N^slot_u.

This proves FPRD-T141. Equality can occur, so no universal one-step multiplicative contraction follows.

6. A general nested-threshold no-gain theorem

This theorem no longer depends on Collatz notation. Let

t_1 >= t_2 >= ... >= t_L >= 0

be nested guard thresholds and let A_i>=0 be unconditional bounds for the corresponding increasing disorder sublevels. The natural nested union bound is

M_L = t_L + sum_{i=2}^L min(t_(i-1)-t_i, A_i) + A_1.

Then

M_L >= min_i (t_i+A_i).

Proof

Induct on L. For the last threshold put Delta=t_(L-1)-t_L.

  • If Delta<=A_L, the last term is Delta, so the expression through level L equals the level-L-1 expression and is at least the earlier best bound.
  • If Delta>A_L, discard the nonnegative earlier correction terms to obtain M_L>=t_L+A_L.

In either case M_L is at least the best constituent one-threshold bound. This proves FPRD-T142. Material improvement requires joint information between guard size and disorder, not more unconditional thresholds.

7. Lowering-capped continuation potential

Fix the target layer (K,S). For a prefix u of length h and weight p, put L=K-h and q=S-p. Its maximal attainable full-word affine constant is

C_u = 3^q c_u + 2^h C^+_(L,q).

Write a_u for the prefix guard modulo 2^h. Every full guard extending that prefix is uniquely a_u+2^h j with 0<=j<2^L. Let N^cap_u count those full guard slots whose least representative greater than two satisfies D n<=C_u; infeasible weights have count zero. Thus N^cap is an arithmetic capacity computed from the best possible scalar completion, not a count of actual suffix words. Let

W_u = binom(L,q)

count fixed-weight suffix words. Define

m_u = min(N^cap_u,W_u),
P_h = sum_{|u|=h} m_u.

The two child cylinders partition the full guards extending u. Moreover, each child's maximal completion is no larger than the maximum over all completions of u, so applying the child cap can only discard members of its part of the parent set. Hence N^cap_(u0)+N^cap_(u1)<=N^cap_u. Pascal's identity gives W_(u0)+W_(u1)=W_u when infeasible weights are assigned count zero. Therefore

m_(u0)+m_(u1)
  <= min(N^cap_(u0)+N^cap_(u1), W_(u0)+W_(u1))
  <= m_u.

Summation proves

|P_(K,S)| <= P_(h+1) <= P_h,

and at full depth the capped count is the exact accepted-trace count.

Put

sigma_u = N^cap_u-N^cap_(u0)-N^cap_(u1),
ell_u = m_u-m_(u0)-m_(u1).

Using 2 min(x,y)=x+y-|x-y| and Pascal's identity gives the exact bottleneck law

2 ell_u = sigma_u
          + |N^cap_(u0)-W_(u0)|
          + |N^cap_(u1)-W_(u1)|
          - |N^cap_u-W_u|.

This proves FPRD-T143. The potential charges the smaller of arithmetic capacity and combinatorial completion supply; it is stronger than either marginal count alone, but monotonicity is still not multiplicative contraction. N^cap is deliberately not the abstract lift-slot count N^slot of FPRD-T141: the cap additionally enforces the least admissible representative and fixed-weight supply, and the two potentials need not have the same root value.

8. The surviving frontier

The failed one-step and capacity-only block contractions sharpen the next question. FPRD-C03 asks for a genuinely joint guard--disorder theorem along the forced continuation: either obtain enough loss to improve the leading candidate exponent, or construct an exact family showing that even actual forced-suffix disorder preserves exponential mass.

The imported packet proposes the joint condition

r_w <= R,
delta_w <= B-D r_w.

The point is methodological. A marginal guard count and a marginal disorder count cannot be multiplied or nested as if independent. The representation dynamics determine a correlation, and that correlation is now the object to classify.

9. Source-claim crosswalk

FPRD claim Imported source claims Disposition
FPRD-D38 A1--A4, B1, G1 Definition of the exact guarded-affine trace doctrine and its readouts.
FPRD-T138 B1--B2 Direct proof reconstructed in Section 2.
FPRD-T139 B3--B5 Exact-profile lower and upper bounds; no acceptance lower bound.
FPRD-T140 G1--G5 Recovery identity, fan-out, and deterministic-tail consequences.
FPRD-T141 G6--G8 Exact recurrence and monotone slots; multiplicative strengthening explicitly false.
FPRD-T142 LC3 Abstract proof reconstructed in Section 6.
FPRD-T143 LC5--LC9 Capped potential and exact bottleneck identity; no factor loss claimed.
FPRD-C03 G9, LC10--LC14 Open joint guard--disorder problem after marginal routes fail.

Other imported claims remain in the source ledger. In particular, guarded transposition, local-chamber, numerical frontier, logarithmic-form, and forced-family statements need their own source and proof audits before any future admission.

10. Executable evidence

Run:

cd docs/imports/chatgpt-20260824/collatz-fprd-lowering-contraction
python3 scripts/verify_core.py

The preserved run checks 370,252 affine/sewing/recovery split instances, 340 nonnegative-score splits, 77,022 budget-recurrence prefix nodes, and 16,561 guarded transpositions, together with selected exact layers and recovery calibrations. These finite domains are regression and falsification evidence. The written arguments above carry the all-parameter claims.

11. Reuse beyond the case study

The program contributes six reusable FPRD moves:

  1. Replace endpoint summaries by the exact continuation action at a cut.
  2. Measure the number of finite-horizon action profiles before inferring stationary memory demand.
  3. Split completion viability into a local deficit and a boundary-lift cost.
  4. Turn one presentation step into an injective map of resource slots and search for a telescoping potential.
  5. Cap semantic capacity by combinatorial supply before counting survivors.
  6. Prove no-gain theorems for coarse marginals before spending effort tuning them, thereby exposing the missing joint statistic.

That is why this excursion belongs in the general lab: it provides a concrete calculus for presentation boundaries, finite observations, and causal sewing, even though the motivating number-theory problem remains open.

Contraction results

What closed, what failed, and what remains open

The exact calculus above remains useful, but later analysis rules out several marginal-count approaches. The results below show what is proved, what fails, and what remains open. They do not prove or disprove the Collatz conjecture.

Theorem · no-gain obstruction

Nested unconditional thresholds cannot improve the best envelope

If t1≥⋯≥tL≥0t_1\ge\cdots\ge t_L\ge0 are decreasing guard thresholds and Ai≥0A_i\ge0 are unconditional bounds for increasing disorder sublevels, then ML=tL+∑i=2Lmin⁡(ti−1−ti,Ai)+A1≥min⁡i(ti+Ai). M_L=t_L+\sum_{i=2}^L\min(t_{i-1}-t_i,A_i)+A_1 \ge\min_i(t_i+A_i).

Open problem

Joint guard–disorder law at the critical frontier

Determine whether the forced continuation admits an all-length joint estimate for rw≤R,δw≤B−Drw, r_w\le R,\qquad \delta_w\le B-Dr_w, strong enough to improve the leading candidate exponent, or instead construct an exact accepted-trace counterfamily showing that actual forced-suffix disorder can preserve exponential mass.

FPRD-FAIL-COLLATZ-LF3 · Failed approach · negative boundary

Monotonicity is not multiplicative contraction

The exact monotonicity Ph+1≤PhP_{h+1}\le P_h and its additive bottleneck-loss identity do not imply a uniform bound Ph+1≤ρPhP_{h+1}\le\rho P_h with ρ<1\rho<1; capacity-one paths can preserve their only slot.

Current status
Closed as a universal contraction route
Evidence boundary
FPRD-T143 gives only an additive nonnegative loss. The all-length capacity-one family in LF5 supplies zero-attrition logarithmic blocks, ruling out the universal multiplicative strengthening.
Next action
Use the monotone potential for pruning and exact accounting only; require a stronger joint statistic for rate loss.

FPRD-FAIL-COLLATZ-LF4 · Computational finding · failed scarcity proxy

Zero nonforced mass is not trace scarcity

At layer (K,S)=(27,17)(K,S)=(27,17) and depth h=14h=14, exact reconstruction gives 2,3212{,}321 live prefixes, all with capped multiplicity one, so P14=2,321P_{14}=2{,}321 and F14=0F_{14}=0; forced continuation therefore does not by itself mean that few traces survive.

Current status
Independently reproduced with an exact-integer checker
Evidence boundary
A new exact-integer checker reconstructs each depth-14 prefix from its guard, applies the maximal-completion budget, removes full-guard representatives 0,1,20,1,2, caps guard slots by Wu=(1317−∣u∣1)W_u=\binom{13}{17-|u|_1}, and obtains 2,321 live prefixes, 2,321 capacity-one prefixes, P14=2,321P_{14}=2{,}321, and F14=0F_{14}=0.
Next action
Preserve the executable regression and avoid treating this finite row as an asymptotic contraction result.

FPRD-FAIL-COLLATZ-LF5 · Theorem · counterfamily

Universal logarithmic-block contraction is false

For every fixed C>0C>0, there are 2γK−O(log⁡K)2^{\gamma K-O(\log K)} genuine fixed-weight-feasible capacity-one prefixes, with γ=(1−log⁡32)(1−log⁡2(3/2))=0.1531779921…, \gamma=(1-\log_3 2)(1-\log_2(3/2))=0.1531779921\ldots, that cross a Clog⁡2KC\log_2K block with zero attrition under maximal-completion capacity.

Current status
Written all-length proof; critical-layer estimate has an external dependency
Evidence boundary
Every sufficiently small exact guard remains a live capacity-one prefix. After excluding the subexponentially many prefixes with infeasible weight, the supplement counts 2γK−O(log⁡K)2^{\gamma K-O(\log K)} survivors at the later depth. Selecting precisely their ancestors at depth hh gives zero attrition across the block.
Next action
Move to actual forced-suffix disorder; do not seek a universal capacity-only contraction over logarithmic blocks.

FPRD-FAIL-COLLATZ-LF7 · Failed abstraction · limitation

Marginal capacities discard the decisive correlation

The marginal cap mu=min⁡(Nucap,Wu)m_u=\min(N_u^{\mathrm{cap}},W_u) records how many guard slots and fixed-weight tails exist, but not which tail occupies which slot or its actual disorder; it is therefore insufficient by itself to resolve the forced-continuation frontier.

Current status
Substantiated as a limitation; the replacement joint statistic remains open
Evidence boundary
The LF5 family shows that capacity-one marginals can survive without loss, while C03 identifies actual forced-suffix disorder as the unresolved variable. This establishes the limitation, not a complete impossibility theorem for every refinement.
Next action
Track the joint assignment of exact guards to actual forced suffix deficits.

FPRD-FAIL-COLLATZ-LF8 · Nonclaim · scope boundary

No Collatz conclusion follows from the contraction packet

The strongest preserved candidate estimate remains exponential, 20.34416K+o(K)2^{0.34416K+o(K)}; none of the guarded-affine, marginal-capacity, or forced-family results proves finiteness of paradoxical sequences, Terras's conjecture, or the Collatz conjecture.

Current status
Explicitly established as the program boundary
Evidence boundary
The preserved supplement and latest brief both state the exponential bound and the unresolved joint frontier. An exponential upper bound on candidates does not imply finiteness.
Next action
Preserve dormancy unless a concrete joint guard–disorder lemma, exact counterfamily, or external audit reopens the route.