docs(research): reader→Hamiltonian compiler design spike — opening record
Composition = certified turn sequences: compile problems into turn programs of small relation-Hamiltonians chained through the Ring-2 path ledger, not one big matrix (the ≤5-atom ceiling IS the 32-blade basis). Quantity kernel: conformal line embedding + translator/dilator transport, verified exact in-tree against algebra/cl41.py (dilator sign convention + projective decode pinned). All bindings verified: ProblemHamiltonian contract, reader IRs (MathProblemGraph, meaning_graph→to_deductive_logic), governing ADRs (0243 §2.2/§4.2, 0244 §2.7-2.8, 0245 §2.2-2.4/§3, 0012, 0175/0191-0193), prior art reconciled (ADR-0217 R2 front-end, field wedge INV-27 intact). Next ADR number: 0249. Implementation P1-P5 gated on §8 rulings.
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# Reader → Hamiltonian Compiler — Design Spike
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**Status**: COMPLETE — design ready for review; all bindings verified against the live tree,
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algebra claims verified in-tree. Implementation (P1–P5) starts after the §8 rulings.
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**Date**: 2026-07-18
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**Base**: `forgejo/main @ 6ff73aa7` (intelligence-loop arc merged; ADR-0246/0247/0248 Accepted)
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**Branch**: `feat/reader-hamiltonian-compiler`
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**Provenance**: Next-arc candidate #1 from `docs/handoff/ADR-0246-Acceptance-Evidence.md`; the
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generalized-lift instrument recorded GSM8K/NL non-ingestibility as the composition frontier —
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this spike designs the mechanism that crosses it.
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---
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## 1. Problem statement
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The corridor can solve what it can ingest, and it can ingest almost nothing. Today's compilable
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domains are (a) propositional entailment over ≤5 atoms and (b) quadratic wells around a known
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target versor. Real problems — GSM8K arithmetic, multi-step deduction — have no path onto the
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substrate. The measurement harness (Phase 4 instrument) is built and waiting; the compiler is
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the missing feeder. This is the recorded composition wall from the GSM8K learning history
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finally getting its mechanism.
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**Done-when (spike)**: a ratifiable design that (1) compiles real reader output into corridor
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Hamiltonians deterministically, (2) provably encodes *relations, not answers* (anti-hollow
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invariant, §4.1), (3) reuses the merged Ring-1/2/3 machinery for composition, and (4) names its
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governing ADR obligations line-by-line. Implementation phases follow only after the design is
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reviewed.
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## 2. Design thesis: composition = certified turn sequences
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The wall is COMPOSITION (ADR-0191/0192/0193 lesson: single-layer widening is metric-inert).
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The freshly merged arc supplies exactly the composition machinery: per-turn
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RelaxationCertificates, egress routing, the Ring-2 residual protocol's replay-verified path
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ledger, Ring-3 handoff, and the S3 tether. Therefore:
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> **The compiler does not compile a problem into one big Hamiltonian. It compiles a problem
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> into a *turn program* — an ordered DAG of small relation-Hamiltonians, each solvable in one
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> lifecycle turn, chained through the Ring-2 path ledger.**
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- Each turn's H is ≤ the substrate's native 32-dim space (the ≤5-atom limit *is* 2⁵ = 32 —
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the truth-table basis saturates the Cl(4,1) blade basis; this is a feature to design around,
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not an accident).
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- Composition depth lives in the *certified chain*, not in matrix size. Multi-step problems
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become multi-turn programs whose end-to-end integrity is the path ledger's job — the same
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ledger that already discriminates `port:identity:d_stab>epsilon_turn`.
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- This unifies the two flagship domains under one design: arithmetic chains (each step = one
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relation well) and >5-atom deduction (ROBDD-partitioned ≤5-atom slices per turn).
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## 3. Substrate-native quantity encoding (the standing hand)
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Numbers must live on the field before arithmetic relations can be field constraints. The
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CGA-native choice — no bespoke machinery — is the conformal embedding of the real line:
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- **Quantity**: `q ↦ P(q) = e_o + q·e₁ + ½q²·e_∞` (null point on the line's horosphere).
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- **Addition by a known constant**: translator versor `T_a = 1 − ½ a e₁e_∞`;
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`T_a P(b) T̃_a = P(a + b)` — exact, versor-native.
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- **Scaling by a known constant**: dilator versor `D_s`; `D_s P(b) D̃_s = P(s·b)` — exact.
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- **Subtraction / division**: inverse versors of the above.
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- **Relation as constraint**: "x = a·y + b" compiles to a quadratic well whose minimum is the
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versor-transported target — i.e. the *existing* quadratic-well machinery centered on
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`(T_b D_a) ψ_y (T_b D_a)~`, never on a precomputed number.
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- **Weight honesty**: versor transport of null points is exact up to conformal weight (dilators
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rescale the point's overall factor), and the corridor requires unit-norm states
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(`compile_quadratic_well` refuses `target_not_unit` at 1e-9). The compiler therefore
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normalizes transported targets, and quantity *decode is projective* — `q` is recovered from
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coefficient ratios (e₁-coefficient over e_o-coefficient), which are scale-invariant, so
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normalization loses nothing.
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Scope honesty (Tier 1): products of two *unknowns* are not versor operations. Tier-1 scope is
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**affine DAGs** — each step multiplies/divides by problem-text constants and adds/subtracts
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known or previously-certified quantities. This covers the dominant GSM8K step shape; the
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non-affine remainder is recorded, not silently capped (§6 risks).
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**Verified in-tree (2026-07-18)**: all four algebra claims checked numerically against
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`algebra/cl41.py`'s own multiplication table (signature `(+,+,+,+,−)`, basis e1..e5;
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`n_∞ = e4+e5`, `n_o = ½(e5−e4)`), 200 random cases, q ∈ [−50, 50]:
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nullity `|P(q)²| < 3e-10`; translator exactness `|T_a P(b) T̃_a − P(a+b)| < 2e-10` (f64
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rounding only — the identity is algebraically exact, translators preserve weight); dilator
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`D = exp(+α/2·e4e5)` scales `s = e^{−α}` (sign convention pinned here) with conformal weight
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rescale confirmed (w ≈ 2.01 ≠ 1 at α=0.7 — normalization required); projective decode
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`q = e1c/(e5c − e4c)` scale-invariant to < 1e-9.
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## 4. Design invariants (pins before code)
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### 4.1 Relation-not-answer (anti-hollow)
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The compiler must never evaluate the arithmetic or logic it encodes. If the compiler computes
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`a+b` to center a well, the corridor confirms rather than solves — a hollow instrument.
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Enforcement: (i) purity pin — no arithmetic on problem quantities in the compiler module
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beyond versor construction; (ii) property test — compiled artifacts for a relation are
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invariant to which variable is designated unknown; (iii) ablation test — corrupting the
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relaxation changes the answer while compiler output is bit-identical.
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### 4.2 Determinism + content addressing
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Compiled Hamiltonians are frozen, content-addressed per ADR-0245 §2.3/§2.4 (full SHA-256,
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canonical JSON, explicit `<f8` LE bytes; `_cached_eigh` keying unchanged). Same parse ⇒ same
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`hamiltonian_id`, byte-identical.
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### 4.3 Fail-closed compilation
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Unsupported relation shapes, unparseable steps, or out-of-scope structures refuse with typed
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errors in the *existing* `HamiltonianCompileError` family (`cognitive_lifecycle.py` already
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carries the taxonomy: `bad_shape`, `not_symmetric`, `target_not_unit`, `atom_count_out_of_range`,
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…) — extend that family upstream rather than inventing a parallel one. Never a guessed or
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partial Hamiltonian.
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### 4.4 Reader boundary (fix upstream)
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The compiler consumes the existing readers' *typed* output only. If a reader's output shape is
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insufficient, extend the reader's typed surface upstream — the compiler never parses raw text.
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### 4.5 Governance
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Evals-quarantined (A-04): the compiler and turn-program executor live off-serving; serving
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consumes nothing from this arc. Sealed practice vs serving split per ADR-0175; wrong=0 guard
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held on the deductive flagship; honest-NULL protocol on the instrument; proposal-only learning
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(I-03) untouched.
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## 5. In-tree inventory (survey bindings)
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### 5.1 Hamiltonian construction contract (verified)
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- `ProblemHamiltonian` (`core/physics/cognitive_lifecycle.py:262-302`): frozen 32×32
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real-symmetric f64; refuses `bad_shape` / `non_finite_matrix` / `not_symmetric` (≤1e-12,
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never symmetrized); `hamiltonian_id` = SHA-256 of canonical JSON over domain + LE-f64 matrix
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bytes + stringified metadata; `is_diagonal` auto-derived → diagonal compilers get the
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no-LAPACK fast path for free (`relax_to_ground` :581-588).
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- `compile_quadratic_well` (`:305-319`): `H = curvature·(Id − ψ₀ψ₀ᵀ)`; refuses
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`target_not_unit` (1e-9) — hence §3's normalize-then-projective-decode.
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- `compile_propositional` (`:382-401`) + `PropositionalProblem` (`:326-361`, `_MAX_ATOMS = 5`
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at `:84`): diagonal falsification-count H over the 2⁵ = 32 assignment↔blade bijection
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derived through real geometric products (`_build_subset_component_map` `:183-203`).
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`propositional_entails` (`:714-750`) reads exact integer ground energies — no eigensolve.
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- `_cached_eigh` (`:512-530`): LRU keyed `(hamiltonian_id, matrix bytes)`; ADR-0245 §3 perf
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gate (0 allocations / 0 LAPACK on repeated static H) binds compiler emissions.
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- Sensorium compilers emit unit-versor *field states*, never Hamiltonians; the only H built
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from sensorium data is a quadratic well on the compiled percept
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(`evals/adr_0243_cognitive_lifecycle/__init__.py:114`).
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### 5.2 Governing authorities (cite in the ADR)
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- **ADR-0243 §2.2** — the definition this compiler implements: problem constraints formulated
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as potential wells in H_problem; "zero room for intermediate fabrication". §2.4/§4.2 —
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one-mutation-path; speculative H changes quarantined in `evals/` until signed certificate.
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- **ADR-0244 §2.5/§2.7/§2.8** — f64 relaxation, full-SHA content addressing, frozen H.
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- **ADR-0245 §2.2–2.4, §3** — serving-boundary cast, `_cached_eigh`, perf gate.
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- **ADR-0012** — deterministic ingest governance; an LLM/D3 oracle upstream of the gate is
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explicitly rejected → the compiler's text side must ride the existing deterministic readers.
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- **ADR-0247 §1 props 3–6** — purity/fail-closed/replay obligations when compiler outputs
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flow through ports. ADR-0246/0247/0248 are otherwise silent on problem-domain expansion
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(no conflict). AGENTS.md:99 — no stochastic generation inside the deterministic path.
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- **ADR-0175 / 0191 / 0192 / 0193** — eval-entry law: sealed-practice vs serving split;
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completeness obligation (every source quantity consumed or refuse); class-not-list firewall;
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composition wall (single-layer widening is metric-inert). "ADR-0190" is citation-only —
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no such file exists; cite the instrument-before-consumption lesson via ADR-0193.
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- Numbering: next free ADR number is **0249** (0240–0248 collision-free; re-check at landing).
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### 5.3 Prior art this arc builds ON (reconciliation required)
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- **ADR-0217 R2 finite-integer constraint compiler (RATIFIED, BUILT, off-serving)** —
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`problem text → entities → quantities → relations → CONSTRAINTS → goal → solver → verifier`.
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The reader→Hamiltonian compiler should be designed as a **constraint-IR → Hamiltonian
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backend** behind this ratified front-end, not a new text parser (§4.4 fix-upstream).
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- **`docs/research/field-reasoner-wedge-selection.md`** — standing two-compiler independence
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design: §6 symbolic compiler, §7 field compiler MUST NOT import the symbolic one, §5 oracle
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imports neither, §10 GSM8K re-entry rule, §13 stop conditions; chosen wedge =
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ratio/proportion; state: 0A–0C green, 0D+W next. This arc must either continue that wedge
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or explicitly absorb it — not silently fork it (§8 decision).
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- **`docs/research/independent-comprehension-agreement-gate.md` §3/§7** — two independent
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readers must construct the same canonical structure before any field-backed promotion.
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Resolution honoring both constraints: the Hamiltonian backend consumes the *post-agreement
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canonical structure*, so reader independence lives upstream of it and the backend imports
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neither reader.
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### 5.4 Reader stack bindings (verified)
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- **Arithmetic IR (Tier-1 input)**: Reader A — `generate/math_candidate_graph.py:589`
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`parse_and_solve` → `MathProblemGraph` (`generate/math_problem_graph.py:449`:
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`entities / initial_state / operations / unknown`, typed `Operation` kinds, canonical
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bytes). This is the affine DAG §3 compiles. **Reader B (`generate/derivation/pool.py:69`
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`resolve_pooled`) is sealed-practice only and MUST NOT feed the compiler** (standing
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two-reader disjointness; no bridge without sealed wrong=0).
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- **Deduction IR (Tier-1 input)**: `generate/meaning_graph/reader.py:330` `comprehend`
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(NL prose, refusal-first) → `projectors.py:153` `to_deductive_logic` → `(premises, query)`
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formula strings. The corridor side consumes `PropositionalProblem` (CNF tuples, ≤5 atoms).
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**The only missing piece on this leg is a structural formula→CNF converter** —
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syntax-directed distribution over the restricted grammar with typed budget/atom-count
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refusals, never truth-table construction (which would evaluate, not translate). Today the
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bridge exists only ad hoc and in reverse (`evals/adr_0243_cognitive_lifecycle/
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propositional_falsifier.py`, CNF → formula strings).
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- **In-tree precedent for §3's mechanism**: the field wedge's
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`generate/relational_field_reader.py:125` already reads relational problems into CGA
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*translator versors* (import-disjoint from its symbolic control arm, INV-27). The quantity
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kernel generalizes this proven mechanism into the corridor; the wedge's own 0D+W trajectory
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continues unaffected, and any future merge is an explicit ADR decision, not silent
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absorption.
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- Every reader in the tree is refusal-first with typed refusal vocabularies and frozen-slots
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canonical outputs — the compiler inherits a uniform, well-typed upstream surface.
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## 6. Risks (honest register)
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| Risk | Level | Handling |
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| :--- | :--- | :--- |
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| Turn-program chaining exposes drift the single-turn arc never exercised | Medium — this is *the point* | The path ledger + tether are the instruments; failures here are findings, not embarrassments |
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| Tier-1 affine scope covers less of GSM8K than expected | Medium | Coverage measured on the real holdout slice and RECORDED (no silent caps); non-affine remainder scopes Tier 2 |
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| Anti-hollow invariant leaks (compiler smuggles evaluation) | High-harm if missed | §4.1 triple enforcement: purity pin + invariance property + ablation test |
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| Quantity decode needs vocab the manifold lacks | Low | Quantity readback decodes null points geometrically, not via word vocab; word-level articulation of results remains gated by vocab coverage (separate arc) |
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| Instrument shows corridor NULL vs symbolic evaluator baseline | High-likelihood, low-harm | Honest NULL recorded; the instrument exists to make this decidable |
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## 7. Phase plan (post-review)
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- **P1 — Quantity kernel** (`core/physics/`): line embedding `P(q)`, translator/dilator
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construction, normalize + projective decode; property tests for exactness (§3's verified
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claims become pinned tests), weight-rescale honesty, refusals on non-finite q.
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- **P2 — Relation compiler v0**: affine relation → versor-transported, normalized
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quadratic-well `ProblemHamiltonian` (reusing `compile_quadratic_well`); typed refusals in
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the `HamiltonianCompileError` family for non-affine/out-of-scope relations.
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- **P3 — Formula→CNF converter** (deduction leg): syntax-directed CNF over the restricted
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grammar → `PropositionalProblem`; typed refusals `atom_count_out_of_range` (>5) /
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clause-budget; closes the prose → `comprehend` → `to_deductive_logic` → CNF → corridor path.
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- **P4 — Turn-program compiler + executor** (evals quarantine): `MathProblemGraph` → ordered
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turn program (one relation well per step, previously-certified quantities as transported
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targets); executor chains lifecycle turns through the Ring-2 residual protocol (per-turn
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certificates, replay-verified path ledger); tether readings per §S3.
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- **P5 — Instrument integration**: arithmetic-chain domain added to the generalized-lift
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instrument; **real GSM8K holdout slice, never the 150 templated cases**; baseline = the
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symbolic evaluator over the same `MathProblemGraph`; honest-NULL protocol; Tier-1 affine
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coverage of the slice measured and RECORDED.
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- **P6 (next arc, not this one)** — >5-atom deduction via ROBDD-partitioned turn programs.
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Each phase: own PR, smoke-gated, TDD-first. New machinery ⇒ **ADR-0249** (Proposed;
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re-verify number at landing), acceptance evidence assembled as in the intelligence-loop arc;
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no self-Accept.
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## 8. Open decisions (Shay)
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1. Tier-1 scope ruling: affine-only, or include unknown×unknown via a declared non-versor
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mechanism (leaning: affine-only; keep the versor story exact).
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2. Confirm >5-atom deduction (ROBDD-partitioned turn programs) is the *next* arc, not this
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one (leaning: yes — one coherent capability per arc; plan P6 reflects this).
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3. ADR granularity: one ADR (0249) for quantity kernel + relation compiler + turn programs +
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CNF converter, or split (leaning: one — they are one capability with four organs).
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4. Field-reasoner wedge relationship: wedge continues independently on its 0D+W trajectory
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while this arc generalizes the same versor mechanism into the corridor (leaning: yes;
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any merge is a later explicit ADR, and the compiler must not import either wedge arm —
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INV-27 stays intact).
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