AGI 26
AGI-26
What this card is. A routing map from AGI-26 source material to the wiki cards that should eventually absorb it. It records where to look and where verified findings would belong. It makes no claims about what was said at AGI-26, and asserts no results.
Source state. 7 public recordings, 49.72 hours (see AGI 26 Source Inventory and External Sources: AGI 26). Recording-side material is still automatic, unverified ASR captions only, and no transcript chunks have been uploaded. The Springer LNAI proceedings are indexed at citation level (60 papers — see Proceedings metadata below). Poster-session coverage is indexed at metadata level only (see Poster-session coverage below). Slides remain pending.
Routing
| Source material | Routes to (after verification) |
|---|---|
| BGI Labs / OpenBGI / SingularityNET ecosystem material | Ecosystem cards and the relevant organization / history / status cards |
| Inference control / PLN / geodesic inference material | PLN Deep Dive, Hyperon AI Algorithms, and the relevant Status cards |
| Semantic parsing / INLP / grammar and NLP material | Semantic Parsing Deep Dive |
| MeTTa / AtomSpace / MORK / DAS / ECAN material | The relevant Deep Dive, Implementation and Status cards |
In every row, “after verification” is a hard precondition: nothing moves from AGI-26 source material into a topic card until it has been checked against the recording, or against a paper or slide deck, by a human.
Unverified ASR navigation anchors
These are search hits in automatic captions, kept only so a human knows roughly where to start watching. They are not evidence, the timings are approximate, and the ASR may have misheard the terms entirely. Do not cite them.
- AGI Leaders Day (
wPwresMk5dg) — BGI Labs mentions around 00:19–00:21 and 07:15–07:26 - Day 2 (
kQBwtgkHnC4) — Open BGI / build / sprint material around 07:36–07:40 - Hyperon Workshop (
IHTRkiO7bpE) — BGI Labs around 01:42–01:43; scalable inference control around 06:52–06:56 - Day 1 (
qRA1DoMCCSc) — inference control / PLN amortization around 07:34 - INLP workshop (
mXabs2OnWU0) — direct source for semantic parsing and NLP material throughout
Linking discipline
This map is for routing. Do not link reader-facing prose directly to raw transcript chunks when a public publication or source map can mediate. Reader-facing cards should cite the publication/source map (or a verified paper or recording timestamp), and let the map point onward to raw material.
Proceedings metadata — citation index
Metadata only. The AGI 2026 proceedings were published by Springer in two LNAI volumes with rights exclusively licensed. Only citation and source-map metadata appear here: title, authors, volume, page range, article DOI, and our own routing tags. No full text and no abstracts are mirrored, and none should be added without explicit rights clearance. Volume-level detail and extraction status are on AGI 26 Source Inventory.
- Part I — LNAI 16854, eBook ISBN
978-3-032-33010-9, book DOI, 29 papers. - Part II — LNAI 16855, eBook ISBN
978-3-032-33195-3, book DOI, 31 papers. - 60 papers indexed; Crossref metadata checked for 60/60 article DOIs; 0 title mismatches against the PDF outlines.
Routing tags are navigation labels, not analysis. They were assigned by automated term matching over title and keyword metadata. A tag records that a paper is worth checking for that topic — it is not a claim that the paper has been read, nor that it says anything in particular. Any use of a paper in reader-facing prose requires reading the paper.
| # | Vol. | Pages | Title | Authors | DOI | Routing tags |
|---|---|---|---|---|---|---|
| 1 | I | 1–16 | Thinking Fast and Planning Slow: Language-Guided Latent Control with Hierarchical Value Functions | Henry Ansah; Soheil Saneei; Shreya Banerjee | 10.1007/978-3-032-33010-9_1 | Language/NLP; Embodiment/world models; Memory/continual learning |
| 2 | I | 17–30 | Generating Semantic Vectors for Numeric Values in HyperDimensional Computing | Hector Antona; Alfredo Ibias; Beatriz Otero | 10.1007/978-3-032-33010-9_2 | Alignment/safety/governance; Hyperdimensional/VSA |
| 3 | I | 31–47 | Measuring Understanding Through Discrete Compositional Knowledge Structures in Hierarchical Automata | Igor Balaz | 10.1007/978-3-032-33010-9_3 | Memory/continual learning |
| 4 | I | 48–61 | The Wrong Razor | Michael Timothy Bennett | 10.1007/978-3-032-33010-9_4 | Embodiment/world models; Thermodynamic/physical computing |
| 5 | I | 62–78 | Lies, Damned Lies, and the Orthogonality Thesis | Michael Timothy Bennett | 10.1007/978-3-032-33010-9_5 | Alignment/safety/governance; Embodiment/world models |
| 6 | I | 79–95 | Functional Consciousness: A Proxy Metric Using Self-models | Frank W. Bergmann | 10.1007/978-3-032-33010-9_6 | Language/NLP; Consciousness/self-model; Alignment/safety/governance |
| 7 | I | 96–115 | Toward Detecting and Measuring Consciousness in Service of Formal Theories of Intelligence | Selmer Bringsjord; Naveen Sundar Govindarajulu; Alexander Bringsjord; Brian McDermott | 10.1007/978-3-032-33010-9_7 | Consciousness/self-model |
| 8 | I | 116–133 | The Explosion Afraid of Itself | Trevor Buteau | 10.1007/978-3-032-33010-9_8 | Active inference/agency; Alignment/safety/governance; Thermodynamic/physical computing |
| 9 | I | 134–153 | Raman, Not Varelse — Why Acceptably Controllable AGI Policies Cluster Around Human-Like Stacks | Trevor Buteau; Steve Kommrusch | 10.1007/978-3-032-33010-9_9 | Active inference/agency; Alignment/safety/governance |
| 10 | I | 154–171 | Efficient Entropy Reduction as a Substrate-Independent Measure of Pragmatic Intelligence | Dario Cazzani | 10.1007/978-3-032-33010-9_10 | Language/NLP |
| 11 | I | 172–191 | Proposal for an AGI Formal Comparative Framework Based on Category Theory | Pablo de los Riscos; Fernando Corbacho; Michael A. Arbib | 10.1007/978-3-032-33010-9_11 | Active inference/agency |
| 12 | I | 192–205 | Epistemic Resolve: Governed Uptake and the Architecture of Mind | Khellar Crawford; Patrick Hammer | 10.1007/978-3-032-33010-9_12 | — |
| 13 | I | 206–221 | HetzerkVSM: Categorical Vector-Symbolic Memory for Typed Knowledge Graphs and Simulation Traces | Justin Diamond | 10.1007/978-3-032-33010-9_13 | Hyperdimensional/VSA; Memory/continual learning |
| 14 | I | 222–237 | Constructive Closure and General Intelligence | Justin Diamond | 10.1007/978-3-032-33010-9_14 | Embodiment/world models |
| 15 | I | 238–252 | Grounded Reasoning: Implication as Algorithmic Containment | Arthur Franz | 10.1007/978-3-032-33010-9_15 | Embodiment/world models |
| 16 | I | 253–259 | Emergence of Comportment-Grounded Semantics | Olivier L. Georgeon; Pierre-Emmanuel Marrel; Berick Cook | 10.1007/978-3-032-33010-9_16 | — |
| 17 | I | 260–275 | Fluid-Dynamics-Based Neural Networks for AGI | Ben Goertzel | 10.1007/978-3-032-33010-9_17 | Language/NLP; Predictive coding; Memory/continual learning |
| 18 | I | 276–291 | Quantum Logic Networks: PLN-Style Inference in the Operator Evidence Algebra | Ben Goertzel | 10.1007/978-3-032-33010-9_18 | Hyperon/OpenCog/MeTTa; PLN/inference-control |
| 19 | I | 292–306 | TransWeave: A New Paradigm of Transfer Learning for Control Processes and AGI | Ben Goertzel | 10.1007/978-3-032-33010-9_19 | PLN/inference-control; Language/NLP; Predictive coding; Thermodynamic/physical computing |
| 20 | I | 307–323 | Weakness is All You Need: Quantale Weakness as a Unifying Principle for Cognition | Ben Goertzel | 10.1007/978-3-032-33010-9_20 | Hyperon/OpenCog/MeTTa; PLN/inference-control; Active inference/agency; Thermodynamic/physical computing |
| 21 | I | 324–337 | Hierarchical Bayesian Causal Modular Learning: A Two-Level Columnar Architecture for Continual Learning | Ben Goertzel; Charlie Derr; Yohannes Taye | 10.1007/978-3-032-33010-9_21 | Memory/continual learning |
| 22 | I | 338–353 | OmegaClaw: A Continually Operating Agentic Architecture Under Bounded Resources | Max Botnick; Patrick Hammer; Peter Isaev; Ben Goertzel; Khellar Crawford | 10.1007/978-3-032-33010-9_22 | Hyperon/OpenCog/MeTTa; PLN/inference-control; Language/NLP; Memory/continual learning |
| 23 | I | 354–366 | True General Intelligence Requires Appreciation of Life: Why the Alignment Problem Cannot be Solved Top Down, but from the Root, and What Follows for Embodied AI | David Hanson | 10.1007/978-3-032-33010-9_23 | Alignment/safety/governance; Embodiment/world models |
| 24 | I | 367–383 | Unified Cognition from a Single Optimization Principle: Active Inference in MeTTa with Emergent Reasoning, Planning, and Self-knowledge | Roger Harielson | 10.1007/978-3-032-33010-9_24 | Hyperon/OpenCog/MeTTa; Active inference/agency; Thermodynamic/physical computing |
| 25 | I | 384–401 | Reproducibility Is the New Copyleft: Defining AGI-Oriented Reproducible Builds | Masayuki Hatta | 10.1007/978-3-032-33010-9_25 | Language/NLP; Alignment/safety/governance; Thermodynamic/physical computing |
| 26 | I | 402–414 | The Foundations of Intelligence: From First Principles to a General Intelligence Architecture | Keyi Hu | 10.1007/978-3-032-33010-9_26 | — |
| 27 | I | 415–434 | Unsupervised Cognition | Alfredo Ibias; Hector Antona; Guillem Ramirez-Miranda; Enric Guinovart; Eduard Alarcon | 10.1007/978-3-032-33010-9_27 | — |
| 28 | I | 435–458 | Understanding and Reverse-Engineering Selfhood Requires Navigating a Course Through Both Enactivist and Cognitivist Perspectives | Victoria Klimaj; Adam Safron | 10.1007/978-3-032-33010-9_28 | Consciousness/self-model; Embodiment/world models; Predictive coding |
| 29 | I | 459–477 | Computational Concept of the Psyche | Anton Kolonin; Vladimir Krykov | 10.1007/978-3-032-33010-9_29 | Thermodynamic/physical computing |
| 30 | II | 1–15 | Unified, Comprehensive Metacognition within the Common Model of Cognition | John Laird; Christian Lebiere; Paul Rosenbloom; Andrea Stocco | 10.1007/978-3-032-33195-3_1 | Consciousness/self-model; Memory/continual learning |
| 31 | II | 16–21 | Compiling PLN to Thermodynamic Hardware | Xiaohan Ma | 10.1007/978-3-032-33195-3_2 | PLN/inference-control; Thermodynamic/physical computing |
| 32 | II | 22–37 | Resource-Bounded Incremental Induction: A Principled Framework for Continual Learning | Daniel MacDonald | 10.1007/978-3-032-33195-3_3 | Memory/continual learning |
| 33 | II | 38–56 | Beyond the Engine: Active Inference and the Driver-Interface Architecture for Adaptive AGI | Sheila L. Macrine | 10.1007/978-3-032-33195-3_4 | Language/NLP; Active inference/agency; Embodiment/world models; Thermodynamic/physical computing |
| 34 | II | 57–61 | Affective Control Under Uncertainty: A Precision-Modulated Active Inference Architecture for Adaptive Agents | Scott McFarnell | 10.1007/978-3-032-33195-3_5 | Active inference/agency; Consciousness/self-model |
| 35 | II | 62–77 | A Motivational Architecture for Conversational AGI | Anna Mikeda; Ben Goertzel | 10.1007/978-3-032-33195-3_6 | Active inference/agency; Embodiment/world models |
| 36 | II | 78–90 | Trace Fields as Externalized Memory: A Stigmergic Multi-agent Simulation of Distributed Control and Trace-Ecology Governance | Gabriel Axel Montes | 10.1007/978-3-032-33195-3_7 | Alignment/safety/governance; Multi-agent/collective; Memory/continual learning |
| 37 | II | 91–111 | Structural Morphology as an Architectural Prior for Stable Cognitive Basin Formation in AGI Architectures | Gabriel Axel Montes | 10.1007/978-3-032-33195-3_8 | Hyperon/OpenCog/MeTTa (confirmed — the paper includes a dedicated Hyperon/PRIMUS case study); Language/NLP; Alignment/safety/governance; Embodiment/world models |
| 38 | II | 112–117 | Autonomy-Supporting Parenting of A(G)I: A High-Level Alignment Strategy | Till Mossakowski; Helena Esther Grass | 10.1007/978-3-032-33195-3_9 | Consciousness/self-model; Alignment/safety/governance |
| 39 | II | 118–136 | Civilizational Metamaterials: Engineering Coordination Under Capability Gradients and Structural Turbulence | David Orban | 10.1007/978-3-032-33195-3_10 | Alignment/safety/governance; Multi-agent/collective |
| 40 | II | 137–143 | Perspective as a Missing Structural Condition for Subjectivity in Active Inference Systems | Hongju Pae | 10.1007/978-3-032-33195-3_11 | Active inference/agency; Consciousness/self-model; Alignment/safety/governance; Thermodynamic/physical computing |
| 41 | II | 144–160 | Watts-per-Intelligence Part II: Algorithmic Catalysis | Elija Perrier | 10.1007/978-3-032-33195-3_12 | Thermodynamic/physical computing |
| 42 | II | 161–179 | Post-AGI Economies: Superposition and the Second Fundamental Theorem of Welfare Economics | Elija Perrier | 10.1007/978-3-032-33195-3_13 | Active inference/agency; Alignment/safety/governance |
| 43 | II | 180–197 | Deconstructing Superintelligence: Identity, Self-Modification and Differance | Elija Perrier | 10.1007/978-3-032-33195-3_14 | Active inference/agency |
| 44 | II | 198–210 | Executable World Models for ARC-AGI-3 in the Era of Coding Agents | Sergey Rodionov | 10.1007/978-3-032-33195-3_15 | Embodiment/world models; Thermodynamic/physical computing |
| 45 | II | 211–218 | Care, Human Enfeeblement, and the Existential Implications of AGI | B. Scot Rousse | 10.1007/978-3-032-33195-3_16 | — |
| 46 | II | 219–236 | Phase-Gating Across Precision Channels: Topological Constraints on Multi-channel Belief Update Dynamics | Alexander Sabine | 10.1007/978-3-032-33195-3_17 | Language/NLP; Active inference/agency; Alignment/safety/governance; Memory/continual learning |
| 47 | II | 237–255 | Discovering Machine Correlates of Consciousness | Romain Emanuele Salvi; Ouri Wolfson | 10.1007/978-3-032-33195-3_18 | Language/NLP; Consciousness/self-model; Thermodynamic/physical computing |
| 48 | II | 256–276 | BICA-Inspired Multiagent Model of Self-Awareness Based on LLM | Alexei V. Samsonovich; Dmitry L. Khabarov | 10.1007/978-3-032-33195-3_19 | Language/NLP; Consciousness/self-model; Multi-agent/collective; Memory/continual learning |
| 49 | II | 277–291 | Improving Long-Horizon Task Completion in a Proto-AGI Cognitive Architecture: A Memory-Centric Approach | Howard Schneider | 10.1007/978-3-032-33195-3_20 | Embodiment/world models; Memory/continual learning |
| 50 | II | 292–302 | Fundamental Limits of Runtime Policy Enforcement in Multi-agent AGI Systems | Shivani Shukla; Himanshu Joshi | 10.1007/978-3-032-33195-3_21 | Language/NLP; Alignment/safety/governance; Multi-agent/collective |
| 51 | II | 303–316 | Atomic Thoughts: A Relational Architecture for Persistent Knowledge in Artificial Intelligence | Charles Simon | 10.1007/978-3-032-33195-3_22 | — |
| 52 | II | 317–338 | A Living Systems Approach to AI Alignment | Anneloes Smitsman; Alex Peake; Berick Cook; Daniel Mihai | 10.1007/978-3-032-33195-3_23 | Language/NLP; Alignment/safety/governance |
| 53 | II | 339–354 | Thermodynamic Limits of Physical Intelligence | Koichi Takahashi; Yusuke Hayashi | 10.1007/978-3-032-33195-3_24 | Thermodynamic/physical computing |
| 54 | II | 355–373 | The Hypothesis Surface: An Operational Epistemology for Autonomous Research | Paul Carver Tiffany | 10.1007/978-3-032-33195-3_25 | Active inference/agency |
| 55 | II | 374–390 | A Legg-Hutter Intelligence Measure for Continuous-Time Analog Agents and Environments | Timofey Tylik; Kyle J. Fuller; James T. Oswald; Thomas M. Ferguson; Selmer Bringsjord | 10.1007/978-3-032-33195-3_26 | Thermodynamic/physical computing |
| 56 | II | 391–407 | Horismos: Self-representation and the Derived Constitutional Boundary in Enriched Cognitive Systems | Gaspar Toth-Pocs | 10.1007/978-3-032-33195-3_27 | Active inference/agency; Alignment/safety/governance; Thermodynamic/physical computing |
| 57 | II | 408–422 | Moral Attitudes of Sentient ASI Towards Humanity and Implications for AGI Development | Jean-Paul Van Belle | 10.1007/978-3-032-33195-3_28 | Alignment/safety/governance |
| 58 | II | 423–439 | Multi-Neuraxon: Emergent Specialization, Modular, Frequency-Gated Neural Dynamics for Context-Dependent Behaviour | David Vivancos; Jose Sanchez | 10.1007/978-3-032-33195-3_29 | — |
| 59 | II | 440–454 | Vision by Logic: A Naive Visual Recognition Model with Non-axiomatic Logic | Bowen Xu; Boyang Xu; Pei Wang | 10.1007/978-3-032-33195-3_30 | — |
| 60 | II | 455–469 | Non-additivity of Collective Free Energy: A Formal Foundation for Emergent Ethical Disposition In Multi-agent Systems | Hirshi Yamakawa; Tadahiro Taniguchi | 10.1007/978-3-032-33195-3_31 | Alignment/safety/governance; Predictive coding; Multi-agent/collective |
Proceedings topic routing — cluster counts
Counts of papers carrying each routing tag. A paper may carry several tags, so the counts sum to more than 60. Again: these are navigation labels from automated term matching, not analysis.
| Cluster | Papers | Paper numbers |
|---|---|---|
| Alignment/safety/governance | 19 | 2, 5, 6, 8, 9, 23, 25, 36, 37, 38, 39, 40, 42, 46, 50, 52, 56, 57, 60 |
| Thermodynamic/physical computing | 17 | 4, 8, 19, 20, 24, 25, 29, 31, 33, 40, 41, 44, 47, 53, 55, 56, 60 |
| Language/NLP/semantic parsing | 14 | 1, 6, 10, 17, 19, 22, 25, 33, 37, 46, 47, 48, 50, 52 |
| Active inference/agency | 14 | 8, 9, 11, 20, 24, 33, 34, 35, 40, 42, 43, 46, 54, 56 |
| Embodiment/robotics/world models | 12 | 1, 4, 5, 14, 15, 23, 28, 33, 35, 37, 44, 49 |
| Memory/continual learning | 12 | 1, 3, 13, 17, 21, 22, 30, 32, 36, 46, 48, 49 |
| Consciousness/self-model/metacognition | 9 | 6, 7, 28, 30, 34, 38, 40, 47, 48 |
| Hyperon/OpenCog/MeTTa | 5 | 18, 20, 22, 24, 37 |
| PLN/inference-control | 5 | 18, 19, 20, 22, 31 |
| Multi-agent/collective systems | 5 | 36, 39, 48, 50, 60 |
| Predictive coding/Fabric PC | 4 | 17, 19, 28, 60 |
| Hyperdimensional/VSA | 2 | 2, 13 |
Closest to this wiki's existing topic cards are the Hyperon/OpenCog/MeTTa and PLN/inference-control clusters — papers 18, 19, 20, 22, 24, 31 and 37. Paper 37's Hyperon tag was originally assigned by term matching and has since been confirmed by reading: the paper devotes a case-study section to Hyperon/PRIMUS as one of three compared architecture families. As above, a routing tag records that a paper is worth reading on a topic; it is not a summary of what the paper concludes.
Poster-session coverage
Which of the 60 papers above are also represented by a photograph from the AGI-26 poster session. Derived from the Poster-session image intake recorded on AGI 26 Source Inventory. Metadata and navigation only — 30 JPEGs inventoried, 26 unique poster subjects after duplicate grouping, all 26 matched to proceedings papers. The photographs are privately held, image rights for public mirroring have not been assessed, and no images are published, embedded or linked. No poster body text is reproduced, and nothing here is derived from poster content — the published paper remains the citable source in every row. Full inventory and caveats: Poster Image Inventory.
| # | Vol. | Title | DOI | Photos | Match |
|---|---|---|---|---|---|
| 1 | I | Thinking Fast and Planning Slow | 10.1007/978-3-032-33010-9_1 | 1 | high |
| 2 | I | Generating Semantic Vectors for Numeric Values in HyperDimensional Computing | 10.1007/978-3-032-33010-9_2 | 1 | high |
| 4 | I | The Wrong Razor | 10.1007/978-3-032-33010-9_4 | 1 | high |
| 7 | I | Toward Detecting and Measuring Consciousness in Service of Formal Theories of Intelligence | 10.1007/978-3-032-33010-9_7 | 1 | high |
| 9 | I | Raman, Not Varelse | 10.1007/978-3-032-33010-9_9 | 1 | high |
| 10 | I | Efficient Entropy Reduction as a Substrate-Independent Measure of Pragmatic Intelligence | 10.1007/978-3-032-33010-9_10 | 1 | high |
| 12 | I | Epistemic Resolve: Governed Uptake and the Architecture of Mind | 10.1007/978-3-032-33010-9_12 | 1 | high |
| 17 | I | Fluid-Dynamics-Based Neural Networks for AGI | 10.1007/978-3-032-33010-9_17 | 1 | high |
| 19 | I | TransWeave | 10.1007/978-3-032-33010-9_19 | 1 | high |
| 20 | I | Weakness is All You Need | 10.1007/978-3-032-33010-9_20 | 1 | high |
| 21 | I | Hierarchical Bayesian Causal Modular Learning | 10.1007/978-3-032-33010-9_21 | 1 | high |
| 22 | I | OmegaClaw | 10.1007/978-3-032-33010-9_22 | 1 | high |
| 27 | I | Unsupervised Cognition | 10.1007/978-3-032-33010-9_27 | 1 | high |
| 35 | II | A Motivational Architecture for Conversational AGI | 10.1007/978-3-032-33195-3_6 | 2 | high |
| 38 | II | Autonomy-Supporting Parenting of A(G)I | 10.1007/978-3-032-33195-3_9 | 1 | high |
| 39 | II | Civilizational Metamaterials | 10.1007/978-3-032-33195-3_10 | 1 | high |
| 40 | II | Perspective as a Missing Structural Condition for Subjectivity in Active Inference Systems | 10.1007/978-3-032-33195-3_11 | 2 | high |
| 46 | II | Phase-Gating Across Precision Channels | 10.1007/978-3-032-33195-3_17 | 2 | confirmed |
| 50 | II | Fundamental Limits of Runtime Policy Enforcement in Multi-agent AGI Systems | 10.1007/978-3-032-33195-3_21 | 1 | high |
| 51 | II | Atomic Thoughts | 10.1007/978-3-032-33195-3_22 | 1 | high |
| 53 | II | Thermodynamic Limits of Physical Intelligence | 10.1007/978-3-032-33195-3_24 | 1 | high |
| 55 | II | A Legg-Hutter Intelligence Measure for Continuous-Time Analog Agents and Environments | 10.1007/978-3-032-33195-3_26 | 1 | high |
| 56 | II | Horismos | 10.1007/978-3-032-33195-3_27 | 2 | high |
| 57 | II | Moral Attitudes of Sentient ASI Towards Humanity | 10.1007/978-3-032-33195-3_28 | 1 | high |
| 58 | II | Multi-Neuraxon | 10.1007/978-3-032-33195-3_29 | 1 | high |
| 60 | II | Non-additivity of Collective Free Energy | 10.1007/978-3-032-33195-3_31 | 1 | high |
One row carries an open question and should not be treated as settled: #60, where the poster's author spelling differs from the publisher record. It is documented on the Poster Image Inventory. The #46 match, previously recorded as likely, has since been confirmed against the published paper. Of the seven priority papers closest to this wiki's Hyperon/OpenCog and PLN topic cards (18, 19, 20, 22, 24, 31, 37), poster photographs cover three — 19, 20 and 22. That changes nothing about their status: a poster photograph is not a substitute for reading the paper.
Scaffold card drafted by an AI agent (Claude Code) during the AGI-26 source ingestion pass, 2026-08-06. Routing structure only; no synthesized claims. Not human-reviewed.