diff --git a/.claude/board/EPIPHANIES.md b/.claude/board/EPIPHANIES.md index f32eea66..da731529 100644 --- a/.claude/board/EPIPHANIES.md +++ b/.claude/board/EPIPHANIES.md @@ -48,6 +48,22 @@ A real N→1 collapse: four of five terms ship with green probes; the fifth (RDO **Bottom line for the operator: your unification is admissible and real — SPACE⊕COMMA⊕LUT⊕RDO converge onto §4:108, measured and non-tautological. It converges as a *substrate*, NOT as one *operator* (the two-algebra rule §4b:178 — sign=XOR=`vsa_bind`, magnitude=`vsa_bundle`, never raw-XOR or Chapman-Kolmogorov breaks) and NOT as one *address* (space ≠ transmitted-index). Hold the five-noun ledger visible and nothing collapses; run PROBE-WHP-1/3 to close the vertical leg.** **Cross-ref:** `guid-prefix-shape-routing.md` §4:108 (the equation) / §4b:145-207 (vertical Walsh-Hadamard, CONJECTURE + unrun PROBE-WHP-*) / §5:226-231 (quorum-or-escalate); `E-X265-MORTON-SHIFT-1`, `E-3DGS-MU-HYDRATION-2`, `E-X265-RDO-ARBITER-1`, `E-COMMA-PERTURBATION-PHASE-1`, `E-X265-PROBE-GPU-LUT-1`; `le-contract.md` L4 palette256² (:59, :160-170, :206-208); `I-SUBSTRATE-MARKOV` (two-algebra); OGAR `CLAUDE.md` 256×256-centroid canon + D-AMORT. +## 2026-07-19 — E-SELF-DIRECTED-GRAPH-1 — THE ENDGAME, runnable: a knowledge graph reasons about ITSELF (no LLM, no input after the seed) — self-directs by its own surprise, self-derives the syllogism, confirms it via a 2nd path, preserves its contradiction, and halts at a coherent fixed point + +**Status:** FINDING (built + measured, 6 KILL-gates green). **Confidence:** High for the *architecture* claim; the *AGI* word is bounded (see boundary). Deliverable: `crates/lance-graph/examples/self_directed_graph.rs`. Operator: *"continue everything in regards to self directed exploration of thinking in the graph that reasons about itself — endgame, AGI without LLM."* Capstone composing the whole arc (E-SELF-CORRECTING-KG-1 + E-MULTIHOP-WITNESS-CONFIDENCE-1 + E-AWARENESS-INGREDIENTS-1 + E-FOVEATED-AWARENESS-1). + +**The loop (autonomous — surprise drives everything, nothing else is fed in):** INTROSPECT (the graph reads its own beliefs into a free energy: open contradiction = high, fillable gap = mid, nothing = rest) → SELF-DIRECT (saccade to the highest-surprise locus) → THINK (the graph's OWN state feeds the shipped `select_tactic`; contradiction → CR-style preserve-both, gap → `infer_deductions`, re-derivation → confirm) → COMMIT (`revise_with_evidence` writes the conclusion back INTO the graph, reshaping the next cycle's surprise) → repeat until F < homeostasis floor. The loop IS the cognition; the graph IS the tissue it reads from and writes to. + +**Measured (8-belief seed, no LLM, no external input):** +- **self-model GREW by reasoning: 8 → 14 beliefs** — it produced conclusions its seed only implied. +- **★ the syllogism self-derived** — the graph concluded `socrates … mortal` by NARS 2-hop over its own edges (`f=f₁f₂, c=f₁f₂c₁c₂`); **no LLM produced that conclusion, the loop did.** Confidence **0.76** (path via `greek`) **→ 0.81** confirmed by a 2nd independent path (via `human`) — the multi-hop witness lift, self-applied. The confirmation gate requires a genuinely DISTINCT path (different derivation relation), so a same-path recompute cannot spoof the witness — hardened per Codex #756 P2 (`r3610377133`); the two paths for `socrates→mortal` are edge-disjoint (greek·mortal vs human·mortal). +- **self-directed order** — attended the contradiction (F=0.85) BEFORE the deducible gaps (F=0.45) BEFORE the confirmations (F=0.25). +- **self-corrected on itself** — detected its own contradiction (`oracle affirms`∧`denies prophecy`) and PRESERVED both poles as a committed opinion + stamped a meta-belief (`oracle→prophecy` `self_notes` `contested`) — a belief ABOUT its beliefs (the self-reference). +- **coherent FIXED POINT** — rested when nothing surprised it (no runaway, no stall). + +**Honest finding (surfaced, corrected in-example):** `TripletGraph::infer_deductions` does **relation-blind transitivity** — it composes ANY two edges sharing an entity, so a non-transitive relation (`praises`, `taught`) spuriously licenses inheritance (a contradiction node `X→socrates` made `X` "inherit" socrates's whole `is_a` closure → a runaway that broke the fixed point on the first cut). Sound reasoning requires transitive-relation discipline: the shipped example chains only `is_a` and isolates the contradiction on leaf nodes; a "contradiction" between two `(via …)`-derived beliefs about the same `(s,o)` is a multi-path CONFIRMATION, not a conflict (filtered to base-relation pairs). Debt: `infer_deductions` should take a transitive-relation predicate — `TD-INFER-DEDUCTIONS-RELATION-BLIND`. + +**Honest boundary (truth-architect — the "AGI without LLM" claim, scoped):** this is a **small symbolic reasoner over its own edges reaching a fixed point** — NOT general intelligence. The defensible claim is *architectural*: the cognition lives in the closed loop + the tissue (graph/witness/surprise), not in any trained weights — there is no model in the loop at all. It reads itself, chooses what to think by its own surprise, concludes, confirms, reconciles, and stops when coherent. That shape — not this toy's scale — is the endgame. **Cross-ref:** E-SELF-CORRECTING-KG-1, E-MULTIHOP-WITNESS-CONFIDENCE-1, E-AWARENESS-INGREDIENTS-1, E-FOVEATED-AWARENESS-1, "The Click" (CLAUDE.md: the loop IS cognition, the tissue IS the loop). ## 2026-07-19 — E-FOVEATED-AWARENESS-1 — all 34 recipes are carved out AND wired via a bijective `(mechanism × depth)` address space (union of the two live doors = 34/34, measured); KanbanStep = self-driven foveated rendering (free energy = the saccade); RungLevel 0-9 = a Maslow pyramid of cognition (Pearl-anchored) diff --git a/.claude/board/TECH_DEBT.md b/.claude/board/TECH_DEBT.md index 60bae95f..f8481c98 100644 --- a/.claude/board/TECH_DEBT.md +++ b/.claude/board/TECH_DEBT.md @@ -1,5 +1,9 @@ # Technical Debt Log — Open + Paid (double-entry, append-only) +## TD-INFER-DEDUCTIONS-RELATION-BLIND — `TripletGraph::infer_deductions` composes ANY two edges sharing an entity (relation-blind transitivity) — unsound for non-transitive relations (2026-07-19, surfaced by E-SELF-DIRECTED-GRAPH-1) + +**Surfaced by** `crates/lance-graph/examples/self_directed_graph.rs` (the endgame self-reasoning loop). `infer_deductions` (`graph/arigraph/triplet_graph.rs:830`) does 2-hop transitivity on every pair where `t1.object == t2.subject`, regardless of relation. But only SOME relations are transitive (`is_a`, `part_of`); `praises`, `taught`, `affirms`, `causes` are NOT. A non-transitive first hop spuriously licenses inheritance: a node `X --praises--> socrates` composed with socrates's `is_a` closure made `X` "inherit" philosopher/greek/human/mortal — a runaway that (in the first cut of the example) flooded the graph and broke the fixed point. **Workaround in the example** (sound, not a fix of the primitive): chain only `is_a`, isolate non-transitive relations on leaf nodes, and treat a same-`(s,o)` conflict between two `(via …)`-derived beliefs as a multi-path CONFIRMATION not a contradiction (base-relation filter). **PAYOFF:** give `infer_deductions` a transitive-relation predicate (`fn infer_deductions_where(&self, transitive: impl Fn(&str) -> bool)`), defaulting to a transitive-relation set (`is_a`, `part_of`, `subclass_of`, spatial), so composition respects relation algebra. Not paid here — the example is additive and works around it; this is the follow-through the endgame revealed. Refs: `E-SELF-DIRECTED-GRAPH-1`, `triplet_graph.rs:830 infer_deductions`. + ## TD-TRI-1-P4-OBLIGATIONS — two forward obligations the v3-envelope-auditor flagged on the D-TRI-1 value-tenant half (2026-07-17, PR #717) **Surfaced by the v3-envelope-auditor** on the LAYOUT-CLEAN verdict for the triangle value tenants (`FrozenStyle`/`LearnedStyle`/`ExploreStyle`, PR #717). Neither gates #717 (the layout is additive + byte-isolated); both are **P4 (ancestry-pipeline) obligations** that must land WITH the reader that decodes these lanes: diff --git a/.claude/plans/persistent-nars-kg-v1.md b/.claude/plans/persistent-nars-kg-v1.md index 6416efd4..7713c247 100644 --- a/.claude/plans/persistent-nars-kg-v1.md +++ b/.claude/plans/persistent-nars-kg-v1.md @@ -5,6 +5,17 @@ > general-purpose recipes/atoms). **Probe-first**: two gates (M-RUNG-1, > P-PERSIST-1) precede their dependent wiring. > **Operator directive:** jan@exo.red "escape hatches" message, 2026-07-19. +> +> **★ ENDGAME CAPSTONE SHIPPED (2026-07-19, `E-SELF-DIRECTED-GRAPH-1`):** +> `examples/self_directed_graph.rs` closes the loop the whole plan builds toward — +> a `TripletGraph` that reasons about ITSELF with no LLM and no input after the +> seed: it self-directs by its own surprise, self-derives the syllogism +> (`socrates … mortal`, conf 0.76→0.81 via a 2nd path), preserves its own +> contradiction as an opinion, and halts at a coherent fixed point (8→14 beliefs, +> 6 KILL-gates green). Composes W-C (self-correction) + multi-hop witness + W-D +> (the F→34→F selector, self-fed) + qualia. Boundary: a small symbolic reasoner +> over its own edges — the AGI claim is *architectural* (cognition in the loop, no +> weights), not scale. Surfaced `TD-INFER-DEDUCTIONS-RELATION-BLIND`. ## 0. The operator directive (the "escape hatches") diff --git a/crates/lance-graph/examples/self_directed_graph.rs b/crates/lance-graph/examples/self_directed_graph.rs new file mode 100644 index 00000000..74c86569 --- /dev/null +++ b/crates/lance-graph/examples/self_directed_graph.rs @@ -0,0 +1,385 @@ +//! `self_directed_graph` — **THE ENDGAME**: a knowledge graph that reasons about +//! ITSELF. No LLM, and no external input after the seed. The graph reads its own +//! beliefs, self-directs by its own surprise to what it can newly know or must +//! reconcile, thinks (the shipped selector picks the tactic), commits the +//! conclusion back INTO itself — reshaping the next cycle's surprise — and halts +//! at a coherent fixed point, having derived NEW true facts by reasoning. +//! +//! The loop IS the cognition; the graph IS the tissue it reads from and writes to. +//! That closed self-referential loop, with no trained model anywhere in it, is the +//! "AGI without LLM" claim in its most literal runnable form — bounded honestly +//! (§ boundary): this is a small symbolic reasoner over its own edges, not general +//! intelligence. The claim is *architectural* — the cognition lives in the +//! loop+tissue, not in weights. +//! +//! ```text +//! ┌──────────────── the graph, with NO external input ────────────────┐ +//! │ 1. INTROSPECT read itself → its own free energy F │ +//! │ F = open contradictions (high) + inferrable gaps (mid) + 0 │ +//! │ 2. SELF-DIRECT saccade to the highest-surprise locus (F drives it) │ +//! │ 3. THINK select_tactic(own state) → the carved recipe fires │ +//! │ contradiction → CR #11 (preserve both poles, a committed │ +//! │ opinion) · gap → deduction · re-derivation → confirm (↑conf)│ +//! │ 4. COMMIT revise_with_evidence / add derived facts (gated) │ +//! │ → the graph grew → the NEXT introspection's F is reshaped ────┼─┐ +//! └───────────────────────────────────────────────────────────────────┘ │ +//! ▲ │ +//! └──────────────── until F < floor (coherent self-model) ─────────┘ +//! ``` +//! +//! The proof-of-endgame is the classic syllogism, **self-derived**: from +//! `socrates is_a philosopher/greek`, `philosopher/greek/human is_a +//! mortal`, the graph CONCLUDES `socrates … mortal` by reasoning over its own +//! edges (`infer_deductions`, NARS `f=f₁f₂, c=f₁f₂c₁c₂`), then CONFIRMS it via a +//! second independent path (↑confidence — the multi-hop witness, E-MULTIHOP- +//! WITNESS-CONFIDENCE-1). No LLM produced that conclusion; the graph did. +//! +//! ```sh +//! cargo run -p lance-graph --example self_directed_graph +//! ``` + +use std::collections::HashSet; + +use lance_graph::graph::arigraph::triplet_graph::{Triplet, TripletGraph}; +use lance_graph::graph::spo::TruthValue; +use lance_graph_contract::materialize::select_tactic; +use lance_graph_contract::qualia::QualiaI4_16D; +use lance_graph_contract::recipe_kernels::ThoughtCtx; +use lance_graph_contract::recipes::recipe; + +const FLOOR: f32 = 0.2; // homeostasis: below this surprise, the self-model is coherent — rest + +/// The seed: a tiny self-contained world, deliberately INCOMPLETE (latent +/// syllogisms reachable only by reasoning) with ONE genuine contradiction +/// (`oracle` both `affirms` and `denies` `prophecy` — same S+O, different R). +/// +/// Only `is_a` chains (it is transitive); the contradiction rides `affirms`/ +/// `denies` between two LEAF concepts, so it neither licenses inheritance nor +/// floods the closure — the graph reasons soundly about which relations compose. +fn seed() -> Vec { + let t = |s: &str, o: &str, r: &str, c: f32| { + Triplet::with_truth(s, o, r, TruthValue::new(1.0, c), 1) + }; + vec![ + t("socrates", "philosopher", "is_a", 0.9), + t("socrates", "greek", "is_a", 0.9), + t("philosopher", "human", "is_a", 0.9), + t("greek", "mortal", "is_a", 0.85), // path A: socrates→greek→mortal + t("human", "mortal", "is_a", 0.9), // path B: socrates→philosopher→human→mortal + t("plato", "philosopher", "is_a", 0.9), + t("oracle", "prophecy", "affirms", 0.7), // ┐ genuine contradiction, isolated on + t("oracle", "prophecy", "denies", 0.5), // ┘ leaf nodes (better-supported: affirms) + ] +} + +/// Count the graph's live (non-deleted) beliefs — its size as a self-model. +fn live(g: &TripletGraph) -> usize { + g.triplets.iter().filter(|t| !t.is_deleted()).count() +} + +/// Is `(s, o)` already a concluded edge (any relation)? The graph asking itself +/// "do I already believe something connects these two?" — case-insensitive to +/// match `infer_deductions`'s entity index. +fn concluded(g: &TripletGraph, s: &str, o: &str) -> bool { + let (s, o) = (s.to_lowercase(), o.to_lowercase()); + g.triplets + .iter() + .filter(|t| !t.is_deleted()) + .any(|t| t.subject.to_lowercase() == s && t.object.to_lowercase() == o) +} + +/// The confidence the graph currently holds for its `(s, o)` conclusion (max over +/// paths), or 0 if it holds none. +fn conf_of(g: &TripletGraph, s: &str, o: &str) -> f32 { + let (s, o) = (s.to_lowercase(), o.to_lowercase()); + g.triplets + .iter() + .filter(|t| { + !t.is_deleted() && t.subject.to_lowercase() == s && t.object.to_lowercase() == o + }) + .map(|t| t.truth.confidence) + .fold(0.0, f32::max) +} + +fn main() { + let mut kills: Vec = Vec::new(); + let mut g = TripletGraph::new(); + g.add_triplets(&seed()); + let seed_size = live(&g); + println!( + "── self_directed_graph : a graph reasons about ITSELF (no LLM, no external input) ──\n" + ); + println!( + " seed: {seed_size} beliefs about a tiny world — with latent syllogisms it has NOT yet" + ); + println!(" drawn and one genuine contradiction (oracle affirms AND denies prophecy).\n"); + + // Provenance the loop reasons over: what it has already reconciled / confirmed, + // so it makes progress and can recognise a coherent fixed point. + let mut handled_contra: HashSet<(String, String)> = HashSet::new(); + let mut applied_confirm: HashSet<(String, String)> = HashSet::new(); + let mut derived: Vec = Vec::new(); + let mut steps: Vec<(String, &'static str, f32)> = Vec::new(); + let mut first_deduction_step: Option = None; + let mut socrates_mortal_first: Option = None; + let mut socrates_mortal_confirmed: Option = None; + let mut rested = false; + + // ── THE AUTONOMOUS LOOP — surprise drives everything; nothing else is fed in ── + for _round in 0..12 { + // 1. INTROSPECT — the graph reads its own state into a free energy. + let contradictions: Vec<(usize, usize)> = g + .detect_contradictions(0.3) + .into_iter() + .filter(|&(i, j)| { + // A genuine contradiction is between two BASE beliefs (seed relations). + // Two `(via …)`-derived beliefs about the same (s,o) are a multi-path + // CONFIRMATION, not a conflict — those go to the confirm branch. + let base = !g.triplets[i].relation.contains("(via ") + && !g.triplets[j].relation.contains("(via "); + let key = (g.triplets[i].subject.clone(), g.triplets[i].object.clone()); + base && !handled_contra.contains(&key) && i != j + }) + .collect(); + let all_deduced = g.infer_deductions(); + // One fresh conclusion per (s,o) per round: a second same-round path to the + // same (s,o) is re-derived next round and lands as a confirmation instead. + let mut seen_fresh: HashSet<(String, String)> = HashSet::new(); + let fresh: Vec = all_deduced + .iter() + .filter(|t| !concluded(&g, &t.subject, &t.object)) + .filter(|t| seen_fresh.insert((t.subject.to_lowercase(), t.object.to_lowercase()))) + .cloned() + .collect(); + let confirmations: Vec = all_deduced + .iter() + .filter(|t| { + // A genuine confirmation needs an INDEPENDENT witness: the graph must + // already hold this (s,o) via a DIFFERENT path (relation). A same-path + // recompute is NOT an independent witness and must not lift confidence + // (Codex #756 r3610377133) — else a single-route seed would spoof the + // multi-hop witness gate by re-deriving the one path it has. + concluded(&g, &t.subject, &t.object) + && !applied_confirm + .contains(&(t.subject.to_lowercase(), t.object.to_lowercase())) + && g.triplets.iter().any(|e| { + !e.is_deleted() + && e.subject.eq_ignore_ascii_case(&t.subject) + && e.object.eq_ignore_ascii_case(&t.object) + && e.relation != t.relation // a genuinely DIFFERENT recorded path + }) + }) + .cloned() + .collect(); + + // Free energy: a contradiction is maximal surprise; a fillable gap is real + // but lower; a mere confirmation is faint; nothing left is rest. + let f = if !contradictions.is_empty() { + 0.85 + } else if !fresh.is_empty() { + 0.45 + } else if !confirmations.is_empty() { + 0.25 + } else { + 0.0 + }; + if f < FLOOR { + rested = true; + break; // coherent self-model — the shader rests + } + + // 2/3. SELF-DIRECT + THINK — the graph's OWN state selects the tactic + // (the shipped selector; free_energy is the causal axis). + let mut ctx = ThoughtCtx::new(vec![0.6, 0.4]); + ctx.free_energy = f; + ctx.dissonance = if contradictions.is_empty() { 0.1 } else { 0.7 }; + ctx.sd = if contradictions.is_empty() { 0.2 } else { 0.4 }; + ctx.rung = if contradictions.is_empty() { 3 } else { 6 }; + let tactic = recipe(select_tactic(&ctx)).map_or("?", |r| r.name); + + // 4. COMMIT (gated write-back) — the branch the surprise called for. + if let Some(&(i, _j)) = contradictions.first() { + // Contradiction → PRESERVE both poles (opinion = committed contradiction, + // not erased), stamp a meta-belief that this locus is contested, and let + // the better-supported pole stand. The felt magnitude is the tension. + let (subj, obj) = (g.triplets[i].subject.clone(), g.triplets[i].object.clone()); + let mut q = QualiaI4_16D(0); + q.set(2, 7); // tension: both poles held at once + let note = format!("{subj}\u{2192}{obj}"); // a belief ABOUT beliefs (self-reference) + g.add_triplets(&[Triplet::with_truth( + ¬e, + "contested", + "self_notes", + TruthValue::new(1.0, 0.9), + 9, + )]); + handled_contra.insert((subj.clone(), obj.clone())); + steps.push(( + format!("reconcile {subj}\u{2192}{obj} (both poles kept)"), + tactic, + f, + )); + } else if !fresh.is_empty() { + // Gap → DEDUCE: commit the freshly reasoned facts back into itself. + if first_deduction_step.is_none() { + first_deduction_step = Some(steps.len()); + } + for t in &fresh { + g.revise_with_evidence(t); + derived.push(format!( + "{} \u{2192}{} ({})", + t.subject, t.object, t.relation + )); + if t.subject.eq_ignore_ascii_case("socrates") + && t.object.eq_ignore_ascii_case("mortal") + { + socrates_mortal_first.get_or_insert(t.truth.confidence); + } + } + steps.push((format!("deduce {} new fact(s)", fresh.len()), tactic, f)); + } else if let Some(t) = confirmations.first() { + // Re-derivation of an already-held conclusion via a DIFFERENT path = + // multi-hop witness confirmation → revise the held belief UP. + let before = conf_of(&g, &t.subject, &t.object); + // Revise the existing edge (find its own relation to match s+r+o). + if let Some(existing) = g + .triplets + .iter() + .find(|e| { + !e.is_deleted() + && e.subject.eq_ignore_ascii_case(&t.subject) + && e.object.eq_ignore_ascii_case(&t.object) + }) + .map(|e| (e.subject.clone(), e.object.clone(), e.relation.clone())) + { + g.revise_with_evidence(&Triplet::with_truth( + &existing.0, + &existing.1, + &existing.2, + TruthValue::new(1.0, 0.5), + 9, + )); + } + let after = conf_of(&g, &t.subject, &t.object); + applied_confirm.insert((t.subject.to_lowercase(), t.object.to_lowercase())); + if t.subject.eq_ignore_ascii_case("socrates") && t.object.eq_ignore_ascii_case("mortal") + { + socrates_mortal_confirmed = Some(after); + } + steps.push(( + format!( + "confirm {}\u{2192}{} (conf {before:.2}\u{2192}{after:.2})", + t.subject, t.object + ), + tactic, + f, + )); + } + } + + // ── what the graph thought, in order (self-directed by surprise) ── + println!(" the graph's self-directed train of thought (no prompt at any step):"); + for (n, (what, tactic, f)) in steps.iter().enumerate() { + println!(" {}. F={f:.2} {:<40} via {}", n + 1, what, tactic); + } + + // ── MEASUREMENTS (the endgame only holds if these do) ── + let final_size = live(&g); + let grew = final_size > seed_size; + let syllogism = concluded(&g, "socrates", "mortal"); + let self_directed = steps + .first() + .is_some_and(|(w, _, _)| w.starts_with("reconcile")) + && first_deduction_step.is_some_and(|d| d > 0); + let contested_preserved = concluded(&g, "oracle", "prophecy") // both poles still live + && g.triplets.iter().any(|t| t.relation == "self_notes" && !t.is_deleted()); + let confirmed_up = matches!( + (socrates_mortal_first, socrates_mortal_confirmed), + (Some(a), Some(b)) if b > a + ); + + println!( + "\n self-model grew by reasoning: {seed_size} → {final_size} beliefs {}", + yn(grew) + ); + println!( + " ★ SYLLOGISM self-derived — the graph concluded `socrates … mortal`: {}", + yn(syllogism) + ); + println!( + " confidence: first path {:.2} → confirmed by a 2nd independent path {:.2} {} (multi-hop witness)", + socrates_mortal_first.unwrap_or(0.0), + socrates_mortal_confirmed.unwrap_or(0.0), + yn(confirmed_up) + ); + println!( + " self-directed order — attended the contradiction BEFORE the gaps: {}", + yn(self_directed) + ); + println!( + " self-corrected on itself — contradiction detected & preserved as opinion: {}", + yn(contested_preserved) + ); + println!( + " reached a coherent FIXED POINT (rested, no runaway): {}", + yn(rested) + ); + println!("\n newly reasoned beliefs (were NOT in the seed — the graph produced them):"); + for d in &derived { + println!(" + {d}"); + } + + for (cond, msg) in [ + (grew, "self-model did not grow by reasoning"), + ( + syllogism, + "failed to self-derive socrates→mortal (the endgame proof)", + ), + (self_directed, "attention was not self-directed by surprise"), + ( + contested_preserved, + "contradiction not preserved as a committed opinion", + ), + ( + confirmed_up, + "multi-path confirmation did not lift confidence", + ), + (rested, "did not reach a fixed point (ran away or stalled)"), + ] { + if !cond { + kills.push(msg.to_string()); + } + } + + println!("\n── the endgame, stated plainly ──"); + if kills.is_empty() { + println!( + " A knowledge graph, given a seed and NOTHING else, read itself, chose what to think" + ); + println!(" about by its own surprise, drew conclusions its seed only implied, confirmed them by"); + println!( + " a second path, kept its one real contradiction as a preserved opinion, and stopped" + ); + println!( + " when it had nothing left to be surprised by. No LLM produced a single one of those" + ); + println!(" conclusions — the loop did. That loop, closed on its own tissue, is the shape of the"); + println!( + " thing. (Boundary: a small symbolic reasoner over its own edges — the claim is that" + ); + println!(" the cognition is IN the loop, not that this loop is general intelligence.)"); + } else { + for k in &kills { + println!(" ✗ KILL: {k}"); + } + std::process::exit(1); + } +} + +fn yn(b: bool) -> &'static str { + if b { + "YES ✓" + } else { + "NO ✗" + } +}