# Architecture Decision Records

This directory contains the Architecture Decision Records (ADRs) for the CORE project.

ADRs record significant architectural decisions: what was decided, why, what alternatives were considered, and what consequences follow. They are permanent records — superseded ADRs are archived, not deleted.

---

## Index

| ADR | Title | Status |
|---|---|---|
| [ADR-0080](ADR-0080-contemplation-loop.md) | Contemplation Loop | Accepted (2026-05-22) |
| [ADR-0091](ADR-0091-domain-pack-contract-v1.md) | Domain Pack Contract v1 | Accepted (2026-05-22) |
| [ADR-0092](ADR-0092-reviewer-registry-v1.md) | Reviewer Registry v1 | Accepted (2026-05-22) |
| [ADR-0093](ADR-0093-domain-pack-contract-v1-implementation.md) | Domain Pack Contract v1 implementation | Accepted (2026-05-22) |
| [ADR-0094](ADR-0094-proposal-source-provenance.md) | Proposal Source Provenance | Accepted (2026-05-22) |
| [ADR-0095](ADR-0095-miner-sourced-teaching-proposals.md) | Miner-Sourced Teaching Proposals | Accepted (2026-05-22) |
| [ADR-0096](ADR-0096-fabrication-control-eval-lane.md) | Fabrication-Control Eval Lane | Accepted (2026-05-22) |
| [ADR-0097](ADR-0097-mathematics-logic-reasoning-capable-ratification.md) | Mathematics-Logic Reasoning-Capable Ratification | Accepted (2026-05-22) |
| [ADR-0098](ADR-0098-demo-composition-contract.md) | Demo Composition Contract | Accepted (2026-05-22) |
| [ADR-0099](ADR-0099-public-showcase-demo.md) | Public Showcase Demo | Accepted (2026-05-22) |
| [ADR-0100](ADR-0100-physics-reasoning-capable-ratification.md) | Physics Reasoning-Capable Ratification | Accepted (2026-05-22) |
| [ADR-0101](ADR-0101-systems-software-reasoning-capable-ratification.md) | Systems-Software Reasoning-Capable Ratification | Accepted (2026-05-22) |
| [ADR-0102](ADR-0102-hebrew-greek-reasoning-capable-ratification.md) | Hebrew-Greek Textual-Reasoning Reasoning-Capable Ratification | Accepted (2026-05-22) |
| [ADR-0103](ADR-0103-fluency-lane-attachment-for-adr-0102.md) | Fluency Lane Attachment for ADR-0102 | Accepted (2026-05-22) |
| [ADR-0104](ADR-0104-curriculum-sourced-teaching-proposals.md) | Curriculum-Sourced Teaching Proposals | Accepted (2026-05-22) |
| [ADR-0105](ADR-0105-sealed-holdout-encryption.md) | Sealed Holdout Encryption via age | Accepted (2026-05-22) |
| [ADR-0106](ADR-0106-expert-demo-promotion-contract.md) | Expert-Demo Promotion Contract | Accepted (2026-05-22) |
| [ADR-0107](ADR-0107-mathematics-logic-expert-demo-deferred.md) | `mathematics_logic` Expert-Demo Promotion — Deferred | Accepted (2026-05-22) |
| [ADR-0108](ADR-0108-proposed-adr-sequencing.md) | Proposed-ADR Sequencing Post-ADR-0105 | Accepted (2026-05-22) |
| [ADR-0109](ADR-0109-lane-shape-aware-thresholds.md) | Lane-Shape-Aware Thresholds (ADR-0106 Amendment) | Accepted (2026-05-22) |
| [ADR-0110](ADR-0110-mathematics-logic-expert-demo-promotion.md) | `mathematics_logic` Expert-Demo Promotion | Accepted (2026-05-22) |
| [ADR-0111](ADR-0111-physics-expert-demo-promotion.md) | `physics` Expert-Demo Promotion | Accepted (2026-05-22) |
| [ADR-0112](ADR-0112-runnable-expert-demo-showcase.md) | Runnable Audit-Passed Showcase (originally "Expert-Demo") | Accepted (2026-05-22) |
| [ADR-0113](ADR-0113-rename-expert-demo-to-audit-passed.md) | Rename `expert-demo` → `audit-passed`; Reserve `expert` for Future Capability Tier | Accepted (2026-05-22) |
| [ADR-0114](ADR-0114-expert-capability-roadmap-gsm8k-first.md) | Expert-Capability Roadmap: GSM8K-Math First | Proposed (2026-05-22) |
| [ADR-0114a](ADR-0114a-anti-overfitting-proof-obligations.md) | Anti-Overfitting Proof Obligations for `expert` Promotion | Accepted (2026-05-22) |
| [ADR-0115](ADR-0115-math-problem-parser-and-graph.md) | Math Problem Parser and Typed Proposition Graph | Phase 1.1+1.2+1.3 Accepted (2026-05-22) |
| [ADR-0116](ADR-0116-deterministic-solver.md) | Deterministic Solver (`MathProblemGraph` → `SolutionTrace`) | Accepted (2026-05-22) |
| [ADR-0117](ADR-0117-solution-trace-verifier.md) | `SolutionTrace` Verifier (independent of solver) | Accepted (2026-05-22) |
| [ADR-0118](ADR-0118-stepped-realizer.md) | Stepped Realizer (`SolutionTrace` → Prose) | Accepted (2026-05-22) |
| [ADR-0118a](ADR-0118a-ood-surface-generator.md) | OOD Surface Generator for GSM8K-Style Parser Dev | Accepted (2026-05-22) |
| [ADR-0122](ADR-0122-systems-software-audit-passed-deferred.md) | `systems_software` Audit-Passed Promotion: Deferred | Accepted (2026-05-22) |
| [ADR-0123](ADR-0123-symbolic-logic-shape-remap.md) | `symbolic_logic` Lane-Shape Remap (ADR-0109 Amendment) | Accepted (2026-05-22) |
| [ADR-0124](ADR-0124-systems-software-audit-passed-promotion.md) | `systems_software` Audit-Passed Promotion | Accepted (2026-05-22) |
| [ADR-0123a](ADR-0123a-inference-shape-synonym.md) | `all_three_pass_rate` Synonym in `inference_shape` (ADR-0109 Amendment) | Accepted (2026-05-22) |
| [ADR-0125](ADR-0125-reasoning-isolation-perturbation-suite.md) | Reasoning-Isolation Perturbation Suite | Accepted (2026-05-22) |
| [ADR-0119](ADR-0119-gsm8k-eval-lane-roadmap.md) | GSM8K Eval Lane Roadmap (Phase 5; decomposes into 5.1..5.8) | Proposed (2026-05-22) |
| [ADR-0119.1](ADR-0119.1-sealed-holdout-fabrication-control.md) | Seal `fabrication_control` Holdout (ADR-0105 Amendment) | Accepted (2026-05-23) |
| [ADR-0119.2](ADR-0119.2-gsm8k-eval-corpus-dev-public.md) | GSM8K Eval Corpus Dev/Public Splits | Accepted (2026-05-22) |
| [ADR-0119.3](ADR-0119.3-lane-runner.md) | gsm8k_math Lane Runner (Phase 5.3) | Accepted (2026-05-22) |
| [ADR-0119.4](ADR-0119.4-frontier-baseline-comparison.md) | GSM8K Math: Frontier-Baseline Comparison (ADR-0114a §Obligation #7) | Accepted (2026-05-22) |
| [ADR-0119.5](ADR-0119.5-adversarial-generation.md) | GSM8K Math Adversarial Generation (ADR-0114a Obligation #8) | Accepted (2026-05-23) |
| [ADR-0119.6](ADR-0119.6-depth-curve-harness.md) | GSM8K Math Depth-Curve Measurement Harness | Accepted (2026-05-23) |
| [ADR-0119.7](ADR-0119.7-sealed-gsm8k-test.md) | Sealed GSM8K Test Set as gsm8k_math Holdout | Accepted (2026-05-23) |
| [ADR-0119.8](ADR-0119.8-lane-gate.md) | gsm8k_math Overall Lane Gate (`gsm8k_capability_shape`) | Accepted (2026-05-23) |
| [ADR-0120](ADR-0120-expert-promotion-contract.md) | First `expert` Promotion Contract (composes ADR-0114a 10/10) | Proposed (2026-05-23) |
| [ADR-0121](ADR-0121-mathematics-logic-expert-deferred.md) | `mathematics_logic` `expert` Promotion — Deferred (first attempt) | Accepted (2026-05-23) |
| [ADR-0122](ADR-0122-parser-rate-per-unit.md) | Parser Expansion: Rate / Per-Unit Reasoning (substrate-only; lift deferred) | Accepted (2026-05-22) |
| [ADR-0123](ADR-0123-parser-comparison-phrasing.md) | Comparison-Phrasing Realizer (surface increment on the ADR-0123 substrate; `_compare_additive_sentence` + `_compare_multiplicative_sentence`) | Accepted (2026-05-23) |

---

## Current frontier

The ADR-0091..0114 slate is fully accepted (0091..0113) plus one proposed-roadmap entry (0114) and mechanically evidenced:

- Domain Pack Contract v1 — ADR-0091
- Reviewer Registry v1 — ADR-0092
- Domain Contract v1 enforcement — ADR-0093
- Proposal Source Provenance — ADR-0094
- Miner-Sourced Teaching Proposals — ADR-0095
- Fabrication-control negative eval lane — ADR-0096
- `mathematics_logic` reasoning-capable ratification — ADR-0097
- Demo Composition Contract — ADR-0098
- Public Showcase Demo — ADR-0099
- `physics` reasoning-capable ratification — ADR-0100
- `systems_software` reasoning-capable ratification — ADR-0101
- `hebrew_greek_textual_reasoning` multi-pack reasoning-capable ratification — ADR-0102
- Hebrew/Greek fluency lane attachment for ADR-0102 — ADR-0103
- Curriculum-Sourced Teaching Proposals — ADR-0104
- Sealed Holdout Encryption via age — ADR-0105
- Expert-Demo Promotion Contract — ADR-0106
- `mathematics_logic` Expert-Demo Promotion deferred (first attempt) — ADR-0107
- Proposed-ADR Sequencing — ADR-0108
- Lane-Shape-Aware Thresholds (ADR-0106 amendment) — ADR-0109
- `mathematics_logic` Expert-Demo Promotion (first successful) — ADR-0110
- `physics` Expert-Demo Promotion (second successful) — ADR-0111
- Runnable Audit-Passed Showcase (originally "Expert-Demo"; renamed) — ADR-0112 + ADR-0113
- Rename `expert-demo` → `audit-passed`; reserve `expert` namespace — ADR-0113
- Expert-Capability Roadmap (GSM8K-Math first); proposed — ADR-0114
- Math Problem Parser & Typed Graph (Phase 1.1 schema + 5 seeds + Phase 1.2 45 more cases + Phase 1.3 parser engine; 50/50 byte-equal) — ADR-0115
- Anti-Overfitting Proof Obligations for any future `expert` promotion (10-point falsifiable framework) — ADR-0114a
- Deterministic Solver (Phase 2; SolutionTrace + en_arithmetic_v1 pack; discharges ADR-0114a obligations #3, #4, #9, #10) — ADR-0116
- SolutionTrace Verifier (Phase 3; solver-independent replay; lifts ADR-0114a Obligation #3 to verifier fidelity) — ADR-0117
- OOD Surface Generator (150 deterministic variants; discharges ADR-0114a obligation #2 for the GSM8K-style parser dev lane) — ADR-0118a
- Stepped Realizer (Phase 4; SolutionTrace → show-your-work prose; substrate for ADR-0119 GSM8K eval lane) — ADR-0118
- `symbolic_logic` Lane-Shape Remap (ADR-0109 amendment) — ADR-0123
- `systems_software` Audit-Passed Promotion (third successful) — ADR-0124
- `all_three_pass_rate` Synonym in `inference_shape` (ADR-0109 Amendment) — ADR-0123a
- Reasoning-Isolation Perturbation Suite (224 deterministic applicable semantic perturbations; discharges ADR-0114a obligation #5 for the GSM8K-style parser dev lane) — ADR-0125
- GSM8K Eval Lane Roadmap (Phase 5; decomposes into 5.1..5.8; proposed) — ADR-0119
- Seal `fabrication_control` Holdout (ADR-0105 Amendment) — ADR-0119.1
- GSM8K Eval Corpus Dev/Public Splits (200 CORE-original cases; verify.py 200/200; sealed holdout placeholder reserved for ADR-0119.7) — ADR-0119.2
- gsm8k_math Lane Runner (Phase 5.3; correct/wrong/refused triple; wrong==0 gate; current: 200/200 correct on dev+public) — ADR-0119.3
- GSM8K Math: Frontier-Baseline Comparison (citations for Claude 3.5, GPT-4, Gemini 1.5; comparison_v1.json; discharges ADR-0114a §Obligation #7) — ADR-0119.4
- GSM8K Math Depth-Curve Measurement Harness (discharges ADR-0114a Obligation #6 measurement-side) — ADR-0119.6
- Sealed GSM8K Test Set (1,319 cases age-encrypted; one-way seal; first honest CORE-vs-real-GSM8K measurement: 0/1319 correct, **0 wrong** — ADR-0114a Obligation #4 holds against external corpus) — ADR-0119.7
- GSM8K Math Adversarial Generation (38 cases × 12 families; **closes ADR-0114a Obligation #8**; misparse rate 0/38; 10 of 10 obligations now discharged on main) — ADR-0119.5
- gsm8k_math Overall Lane Gate (Phase 5.8; new `gsm8k_capability_shape` in `LANE_SHAPE_REGISTRY`; composes wrong==0 + correct+refused==total + overall_pass; live dev 50/50 + public 150/150 pass) — ADR-0119.8
- First `expert` Promotion Contract (composes all 10 ADR-0114a obligations + correct_rate ≥ 0.60 floor + depth-curve ε=0.05 + signed expert_claims; proposed; ADR-0121 the first worked attempt) — ADR-0120
- First `expert` Promotion Attempt — `mathematics_logic` — DEFERRED (mirrors ADR-0107 → ADR-0110 pattern for audit-passed; all 10 obligations pass; correct_rate gate refuses honestly at 0/1319; parser-expansion arc is the named unlock; `wrong == 0` discipline holds against external benchmark) — ADR-0121
- Parser-Expansion Arc — first class shipped (rate/per-unit) as **substrate-only with lift deferred** (`Rate` dataclass + `apply_rate` operation kind + parser/solver/verifier/realizer + `en_arithmetic_v1:apply_rate` pack lemma; 41 invariants pinned; sealed `correct_rate` stays at 0/1319 with `wrong == 0`; multi-construction barrier documented — every real GSM8K rate problem combines rate with ≥1 other class, so per-ADR lift signal is corrected to cumulative-after-3rd-or-4th-class) — ADR-0122
- Parser-Expansion Arc — comparison-phrasing class shipped **fully end-to-end** as substrate (PR #155 `feat/adr-0123-substrate`: `Comparison` dataclass + `compare_additive`/`compare_multiplicative` operation kinds + parser patterns for `N more`/`N fewer`/`twice`/`N times`/`half` + solver/verifier wiring + `en_arithmetic_v1:compare_additive` + `en_arithmetic_v1:compare_multiplicative` pack lemmas) **+ surface** (this ADR: `_compare_additive_sentence` + `_compare_multiplicative_sentence` realizer helpers wired into `_step_sentence`; `parse_problem → solve → realize` operates end-to-end on all four comparison shapes); sealed `correct_rate` stays at 0/1319 with `wrong == 0` (multi-construction barrier holds; cumulative lift signal expected after the 3rd/4th class lands) — ADR-0123
- **Phase 5 complete (2026-05-22):** All ADR-0119 sub-phases (5.1..5.8) landed; ADR-0114a 10/10 obligations discharged for the gsm8k_math lane on main; first honest CORE-vs-real-GSM8K measurement published (0/1319 correct, 0 wrong, 1319 refused); ADR-0120 (first `expert` promotion contract) is the next gate.

ADR-0080 has also landed: Contemplation Loop Phase 1 adds a read-only frontier-compare miner that emits `SPECULATIVE` findings only.

Seven lanes are SHA-pinned in `scripts/verify_lane_shas.py` and gated by the `lane-shas` GitHub Actions workflow:

- `reviewer_registry`
- `domain_contract_validation`
- `miner_loop_closure`
- `curriculum_loop_closure`
- `fabrication_control_summary`
- `demo_composition`
- `public_demo`

### Proposed-but-unimplemented ADRs

Sequencing per ADR-0108. Listed in priority order:

1. **[ADR-0084](ADR-0084-definitional-layer.md) — Definitional Layer for Lexicon Packs.** Optional per-entry definitional block. Deferred — value surfaces during a worked expert promotion that needs definitional depth.
2. **[ADR-0087](ADR-0087-rhetorical-style-axis.md) — Rhetorical Style Axis.** A third substantive selection axis sibling to anchor-lens. Lowest current priority — no active downstream consumer; register + anchor-lens already demonstrate the orthogonality pattern.

ADR-0080 (Contemplation Loop, Phase 1), ADR-0110 (math audit-passed), ADR-0111 (physics audit-passed), and ADR-0124 (systems_software audit-passed) have all landed — `mathematics_logic`, `physics`, and `systems_software` are at `audit_passed=true`; the contemplation loop emits read-only `SPECULATIVE` findings from `frontier_compare` reports. The remaining ratified domain (`hebrew_greek_textual_reasoning`) needs its own promotion ADR.

ADR-0122 attempted `systems_software` promotion and deferred honestly on a lane-shape contract mismatch (`symbolic_logic` output shape vs registered checker), resolved by ADR-0123's shape remap and successfully promoted via ADR-0124.

### Open candidate directions (no ADR yet)

- **Multi-reviewer holdout governance and threshold signing.** ADR-0105 seals holdout payloads with a single recipient identity; multi-reviewer governance remains future work.

---

## Accepted reasoning-capable domains

Per ADR-0106, `audit_passed` is **contract-gated**, not threshold-only: a domain row may carry `audit_passed=true` only when a reviewer-signed `audit_passed_claims` entry exists whose evidence-bundle digest reproduces byte-for-byte. ADR-0107 attempted the first worked promotion and the contract refused; ADR-0109 amended the threshold rules; ADR-0110 then successfully promoted `mathematics_logic` (the first domain at `audit_passed=true`); ADR-0111 promoted `physics` second without further contract change, retiring the "math-only" objection. The other two ratified domains remain at `reasoning-capable` pending their own promotion ADRs.

| Domain | Ratification ADR | Pack(s) | Evidence summary |
|---|---|---|---|
| `mathematics_logic` | ADR-0097 + ADR-0110 | `en_mathematics_logic_v1` | All nine ADR-0091 predicates pass; ledger row is **`audit-passed`** (first such promotion, ADR-0110); all three attached lanes meet ADR-0109 shape thresholds on public + holdout. |
| `physics` | ADR-0100 + ADR-0111 | `en_physics_v1` | All nine predicates pass; causal/modal operator coverage meets threshold; ledger row is **`audit-passed`** (second such promotion, ADR-0111); `foundational_physics_ood` 117/117 public + 39/39 holdout; shares `inference_closure` + `fabrication_control` results with math (distinct digest via `domain_id`). |
| `systems_software` | ADR-0101 + ADR-0124 | `en_systems_software_v1` | All nine predicates pass; transitive/causal operator coverage meets threshold; ledger row is **`audit-passed`** (third promotion, ADR-0124); all three attached lanes meet thresholds on public + holdout. |
| `hebrew_greek_textual_reasoning` | ADR-0102 + ADR-0103 | `grc_logos_micro_v1`, `grc_logos_cognition_v1`, `he_logos_micro_v1`, `he_core_cognition_v1` | First multi-pack ratification; all four packs carry uniform contract fields; causal/contradiction operator coverage meets threshold; ADR-0103 attaches Hebrew and Koine Greek fluency lanes with `dev/public/holdout` coverage. |

---

## ADR chain notes

### Forward Semantic Control closure — ADR-0022 through ADR-0026

ADR-0022 through ADR-0026 form a single coherent chain that closes forward semantic control as a non-stochastic, replay-deterministic, trace-evidenced mechanism.

1. **ADR-0022** establishes `AdmissibilityRegion` and the contract that a region restricts the admissible token set at generation time.
2. **ADR-0023** records proof evidence that the admissibility region is honored at the region-intersection level.
3. **ADR-0024** adds destination-side per-step admissibility and honest `InnerLoopExhaustion` when all admissible candidates are rejected.
4. **ADR-0025** adds rotor/frame admissibility when a region carries a `frame_versor`.
5. **ADR-0026** replaces static threshold tuning with ranked admissibility and a scale-invariant margin gate.

Runtime contracts for the chain are pinned in [`docs/runtime_contracts.md`](../runtime_contracts.md).

### Pack-layer chain — ADR-0027 through ADR-0045

ADR-0027 through ADR-0045 establish the identity / safety / ethics pack architecture with deterministic remediation, audit completeness, telemetry, operator readout, audit-tour demo, pack measurements, a worked-example medical ethics pack, and long-context comparison measurements.

### Evidence-governed domain chain — ADR-0091 through ADR-0111

ADR-0091 through ADR-0111 establish the current domain-ratification substrate and the audit-passed promotion gate that distinguishes contract-passing from demonstrated:

```text
contract definition (0091)
    ↓
reviewer trust root (0092)
    ↓
validator / ledger enforcement (0093)
    ↓
negative-control fabrication lane (0096)
    ↓
reasoning-capable domain ratification (0097 / 0100 / 0101 / 0102)
    ↓
language-specific fluency lane attachment (0103)
    ↓
audit-passed promotion contract (0106 + 0109 amendment)
    ↓
worked audit-passed promotion (0110 — mathematics_logic, first)
    ↓
worked audit-passed promotion (0111 — physics, second; no contract change)
```

No domain claim should be treated as mature merely because a pack exists. `reasoning-capable` means the nine ADR-0091 predicates pass; `audit-passed` requires a reviewer-signed evidence-bundle digest that reproduces byte-for-byte from on-disk lane results.

The contract has been demonstrated end-to-end: refused once honestly (ADR-0107), amended once cleanly (ADR-0109), succeeded against `mathematics_logic` (ADR-0110), and succeeded against `physics` without further contract change (ADR-0111).

---

### Comprehension-reader pivot — ADR-0164 and ADR-0165 (2026-05-26)

The GSM8K admissibility front-end is replaced. The regex sentence-template
parsing layer in `generate/math_candidate_parser.py` and
`generate/recognizer_match.py` is recognized as overfitting by
construction — it enumerates memorized surface shapes while pretending to
encode a closed grammar that English does not have.

- **[ADR-0164](ADR-0164-incremental-comprehension-reader.md)** —
  Incremental Comprehension Reader. Word-by-word state accumulation over a
  closed set of semantic categories. The reader is a deterministic
  shift-reduce parser over *categories*, not over tokens. Output type is
  identical to the regex parser's output, so the binding-graph
  admissibility (ADR-0132/0133/0134/0135) downstream is unchanged.
  Operational lexicon lives in `language_packs/data/en_core_math_v1/`
  alongside the existing packs.

- **[ADR-0165](ADR-0165-regex-scope-rule.md)** — Regex Scope Rule.
  Structural invariant: regex is permitted only at the lexeme level
  (currency literal, fraction literal, percentage literal, time-amount,
  closed-set unit-noun), never at the sentence-structure level. The
  primitive set is a closed registry grown through the same contemplation
  → proposal → HITL review corridor that grows vocabulary.

These ADRs preserve every load-bearing piece of the prior work: the
binding graph (ADR-0132–0135), the solver / verifier / realizer
substrate (ADR-0116–0118), the capability-axis lanes G1–G5 and S1, the
HITL corridor (ADR-0150 / 0152 / 0155 / 0161), the `wrong = 0` doctrine
and the replay-equivalence gate (ADR-0057, ADR-0114a). The
contemplation → proposal → review corridor architecture is reaffirmed
and its scope is generalized: it now ratifies lexicon entries,
categories, and lexeme primitives — not regex recognizers.

ADR-0163's *diagnosis* (the front-end is the bottleneck) is reaffirmed;
its *prescription* (Phases B–E recognizer production) is partially
superseded. ADR-0136 and its S-family have the same disposition.

---

## Session Logs

Session logs record the decisions and rationale from individual working sessions. They are not ADRs — they are the narrative record that informed the ADRs.

| Date | File |
|---|---|
| 2026-05-12 | [SESSION-2026-05-12.md](SESSION-2026-05-12.md) |
| 2026-05-12 (addendum) | [SESSION-2026-05-12-b.md](SESSION-2026-05-12-b.md) |
| 2026-05-12 (language packs) | [SESSION-2026-05-12-language-packs-addendum.md](SESSION-2026-05-12-language-packs-addendum.md) |
| 2026-05-13 | [SESSION-2026-05-13.md](SESSION-2026-05-13.md) |
| 2026-05-26 (comprehension reader) | [SESSION-2026-05-26-comprehension-reader.md](SESSION-2026-05-26-comprehension-reader.md) |