Conversation
…tthew Berman + AI Explained triumvirate (Aaron 2026-05-05)
Reference-type memory captures the three YouTube channels Aaron
disclosed 2026-05-05 as his weekly-AI-news triumvirate:
- Wes Roth -- Aaron explicit "Wes Roth i watch a lot"; covers
agentic-action-space + frontier-architecture (CodeAct, GibberLink,
Coconut all featured).
- Matthew Berman -- identified via the lemon-tree clue ("matt
something he likes lemons" + "i'm a bady spller"); voice-and-camera
AI assistant lemon-tree-diagnosis story is the discriminating
signature. Confirmed by Claude.ai web search; one citation on Medium.
- AI Explained -- third in the triumvirate per Claude.ai framing;
technical-paper deep-dives. Claude.ai-included rather than
Aaron-confirmed (one tier lower confidence).
Includes a 4-step apply procedure (recent uploads -> arXiv direct
search -> cross-reference -> ask Aaron if uncertain) so future-Otto
converges fast on a real candidate when Aaron forwards a
half-remembered item.
Composes with:
- docs/research/2026-05-05-claudeai-codeact-fsharp-bridge-gibberlink-berman-aaron-forwarded-preservation.md
(the verbatim conversation that disclosed this set)
- Otto-364 search-first-authority (the discipline that gates how
the source-set is used)
- Aaron-tracks-anchors substrate (Hejlsberg/LangNext + Hickey/Datomic)
-- pattern: Aaron follows specific people, not generic feeds.
Frontmatter follows the auto-memory schema for type=reference.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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Pull request overview
Adds a new memory/reference_*.md entry intended to help future agents resolve Aaron-forwarded, half-remembered AI news items by starting from a small set of likely YouTube sources. This fits the repo’s shared-memory substrate by encoding a search heuristic for external-current-event references.
Changes:
- Adds a new reference memory for Wes Roth, Matthew Berman, and AI Explained as likely AI-news sources.
- Documents a 4-step lookup procedure combining recent-channel scans with arXiv search and follow-up clarification.
- Cross-links the new memory to related research and substrate memories.
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| --- | ||
| name: "Aaron's weekly-AI-news source-set: Wes Roth + Matthew Berman + AI Explained (2026-05-05 disclosure)" | ||
| description: When Aaron references half-remembered AI-news items ("there was this paper about a universal language not English that trains to real-time actions"), the most-likely sources are these three YouTube channels which together form Aaron's weekly-AI-news triumvirate. Wes Roth covers agentic-action-space + frontier-architecture; Matthew Berman covers consumer-AI-applications including the lemon-tree-AI-diagnosis story that identified him; AI Explained covers technical-paper deep-dives. Use this set as a starting-point for cross-search when Aaron names a half-remembered item, alongside arXiv direct search + Wes Roth weekly-review playlist scan. | ||
| type: reference |
| @@ -0,0 +1,124 @@ | |||
| --- | |||
| name: "Aaron's weekly-AI-news source-set: Wes Roth + Matthew Berman + AI Explained (2026-05-05 disclosure)" | |||
| description: When Aaron references half-remembered AI-news items ("there was this paper about a universal language not English that trains to real-time actions"), the most-likely sources are these three YouTube channels which together form Aaron's weekly-AI-news triumvirate. Wes Roth covers agentic-action-space + frontier-architecture; Matthew Berman covers consumer-AI-applications including the lemon-tree-AI-diagnosis story that identified him; AI Explained covers technical-paper deep-dives. Use this set as a starting-point for cross-search when Aaron names a half-remembered item, alongside arXiv direct search + Wes Roth weekly-review playlist scan. | |||
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| Reference memory for the three YouTube channels Aaron disclosed | ||
| 2026-05-05 as his weekly-AI-news triumvirate. When Aaron forwards a | ||
| half-remembered item ("there was this paper about a universal language | ||
| not English that trains to real-time actions"), this set is the | ||
| high-recall starting-point for cross-search. |
| highest-confidence channel in the set. | ||
| - **Matthew Berman** -- YouTube channel. Identified via the | ||
| lemon-tree clue: Aaron's hint *"matt something he likes lemons"* | ||
| combined with *"i'm a bady spller"* let the Claude.ai instance |
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| Aaron's recall-precision varies. He is explicit *"i'm a bady spller"* | ||
| and may forward items with approximate dates, partial paper titles, | ||
| fuzzy author attribution, or paraphrased claims. The source-set acts | ||
| as a high-recall starting-point so the search converges on a real |
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…h-doc link Aaron 2026-05-05 same-tick disconfirmed tinygrad as the paper-id match (*"it's still not tinygrad, i did see that but that's not my univeral language"*), but the substrate-engineering composition claim (one symbolic IR -> all hardware = the move Zeta wants for kernel layer) survives independent of paper-id resolution. Edits: - Title + ask reframed: substrate-engineering claim, not paper-id - Source section: explicit paper-id elimination note + clarification that the row evaluates the substrate-engineering shape, not the paper-id match - Research-doc link to PR #1610 sibling-target softened per the wording pattern from PR #1605 fix (acknowledges link resolves once sibling PR merges; same softening applied in Composes-with section) - No-kill-paths preserved: tinygrad stays as parallel candidate on substrate-engineering merits Addresses unresolved threads on PR #1612: - PRRT_kwDOSF9kNM5_miaI (P2 sibling-PR provenance softening) - PRRT_kwDOSF9kNM5_mliX (P1 sibling-PR research-doc link) - PRRT_kwDOSF9kNM5_mljh (P1 same sibling-PR link, second occurrence) - PRRT_kwDOSF9kNM5_mlij (P1 engagement-gate memory link, resolves via rebase onto current main where #1603 merged the file) - PRRT_kwDOSF9kNM5_mlj7 (P1 engagement-gate link second occurrence) - PRRT_kwDOSF9kNM5_mljQ (P1 source-set memory link, resolves via rebase onto current main where #1607 merged the file) Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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…ant/DeepSeek V4 preservation doc Reviewer threads addressed (PR #1610): 1. Title rename — "the actual paper-identification" -> "paper-id candidate eliminated, substrate-engineering claim survives". Body now consistent with the same-tick correction (Aaron disconfirmed tinygrad as the paper-id; B-0202 substrate- engineering claim survives independently). 2. Section 33 archive headers — frontmatter cleaned to enum-strict `operational-status: research-grade`; correction-detail moved into a dedicated "Same-tick correction" body section. Literal markdown labels (`Scope:`, `Attribution:`, `Operational status:`, `Non-fusion disclaimer:`) added in the first 20 lines per GOVERNANCE §33; `composes_with` flow-listed inline to keep the labels within the 20-line window. `bun tools/hygiene/check-archive-header-section33.ts` clean. 3. + 4. Markdownlint MD004 fixes — wrapped continuation lines starting with `+ QJL` in two locations reworded to avoid the leading `+` (use "and" / "stages" instead). markdownlint-cli2 clean (exit 0). 5. arXiv 2504.19874 / "March 24 2026" inconsistency — WebSearch confirmed the arXiv ID is correct (YYMM April 2025 first submission); the 2026-03-24 is the Google Research blog post announcement, NOT the arXiv submission date. Wording softened in both Headline 0 (line ~79) and Headline 2 (line ~317) to distinguish the two dates explicitly. Also flagged inline. 6. Wildcard reference fix — `memory/reference_aaron_ai_news_source_set_*` replaced (in two places) with the concrete file path now on main via #1607: `memory/reference_aaron_ai_news_source_set_wes_roth_matt_berman_ai_explained_2026_05_05.md`. 7. Verbatim-in-quotes fix — CLAUDE.md citation rephrased to use the verbatim carved sentence ("In the AI age, the project with the largest mechanizable and automatable backlog wins...") rather than the previous truncated paraphrase in quotes. Carved sentence also updated to align with the corrected status (tinygrad eliminated at paper-id level; substrate-engineering claim survives) — eliminated-candidates plus B-0202 framing preserved. Verbatim conversation excerpts in `> ` blockquotes left untouched per verbatim-preservation discipline. No-kill-paths preserved (tinygrad stays as parallel candidate-paper; substrate-engineering claim survives). Cited search: - arXiv 2504.19874 (TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate, Zandieh/Daliri/Hadian/Mirrokni; Google Research / Google DeepMind / NYU; ICLR 2026) - Google Research blog "TurboQuant: Redefining AI efficiency with extreme compression" (published 2026-03-24) Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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…emulator dispatch + retract semantics (Aaron 2026-05-05) (#1612) * backlog(P3): B-0202 Tinygrad UOp IR as kernel-layer model for Zeta's emulator dispatch + retract semantics (Aaron 2026-05-05 paper-identification) Aaron 2026-05-05 forwarded a Claude.ai conversation that progressively narrowed his half-remembered "universal language not English that trains to real-time actions" framing across 6+ candidate-elimination passes, pinning tinygrad UOp IR (George Hotz / tiny corp). Files B-0202 as a P3 research-and-engineering-direction row with the four-property hodl substance-test as the gating evaluation. Path-correction logged: PatternMatcher lives at tinygrad/uop/ops.py (verified via WebSearch per Otto-364), not tinygrad/codegen/pattern_matcher.py as the prompt suggested. Acceptance criterion (a) pins the verified path so future-Otto inherits the right path on first read. Substance-test breaks the four-property hodl preservation question into 4 sub-questions: DST-safe (initial yes, PatternMatcher is pure-functional), lock-free (initial yes, IR is data-flow not control-flow), scale-free (yes by design, ~90 ops compose arbitrarily), and DBSP-native (open research question -- this is THE substance-test, candidate isomorphism via UOp ALU + signed-delta arithmetic). Engagement gate per memory/feedback_engagement_gate_substantive_claim_level_discipline_aaron_otto_2026_05_05.md is binding: tier 1 (lurk-only) and tier 2 (small contribution) in-scope; tier 3 (substantive design proposals like tinygrad-as-Zeta-kernel-substrate or PatternMatcher-as-retract-engine) gated on the substance-test completing. No-kill-paths preserved: the OTHER candidates Aaron's earlier framing surfaced (Coconut at B-0201, CodeAct/F# bridge at B-0200, plus Symbolica, GibberLink, LAPA) stay alive as parallel research lanes. Composes with B-0052 (retractable-emulators), B-0053 (emulator-ideas-absorption), B-0152 (topological-quantum-emulation), B-0196 (BigInt + four-property hodl gate), B-0026 (embodiment), B-0199 (ROM publication), and the research-doc preservation at docs/research/2026-05-05-claudeai-tinygrad-uop-turboquant-deepseek-v4-symbolica-categorical-aaron-forwarded-preservation.md. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> * fix(B-0202): reframe paper-id elimination + soften sibling-PR research-doc link Aaron 2026-05-05 same-tick disconfirmed tinygrad as the paper-id match (*"it's still not tinygrad, i did see that but that's not my univeral language"*), but the substrate-engineering composition claim (one symbolic IR -> all hardware = the move Zeta wants for kernel layer) survives independent of paper-id resolution. Edits: - Title + ask reframed: substrate-engineering claim, not paper-id - Source section: explicit paper-id elimination note + clarification that the row evaluates the substrate-engineering shape, not the paper-id match - Research-doc link to PR #1610 sibling-target softened per the wording pattern from PR #1605 fix (acknowledges link resolves once sibling PR merges; same softening applied in Composes-with section) - No-kill-paths preserved: tinygrad stays as parallel candidate on substrate-engineering merits Addresses unresolved threads on PR #1612: - PRRT_kwDOSF9kNM5_miaI (P2 sibling-PR provenance softening) - PRRT_kwDOSF9kNM5_mliX (P1 sibling-PR research-doc link) - PRRT_kwDOSF9kNM5_mljh (P1 same sibling-PR link, second occurrence) - PRRT_kwDOSF9kNM5_mlij (P1 engagement-gate memory link, resolves via rebase onto current main where #1603 merged the file) - PRRT_kwDOSF9kNM5_mlj7 (P1 engagement-gate link second occurrence) - PRRT_kwDOSF9kNM5_mljQ (P1 source-set memory link, resolves via rebase onto current main where #1607 merged the file) Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> * backlog: add B-0202 reciprocal composes_with edges (bidirectionality) Per tools/backlog/README.md bidirectionality requirement (composes_with is a bidirectional cross-reference). B-0202 lists [B-0052, B-0053, B-0152, B-0196, B-0026, B-0199] in its composes_with; this commit adds B-0202 to each of those rows' composes_with frontmatter. Bumps last_updated on rows where the field was older than the edit; leaves B-0152, B-0196, B-0199 last_updated alone (already 2026-05-05). Addresses unresolved thread on PR #1612: - PRRT_kwDOSF9kNM5_mli6 (P1 composes_with bidirectionality) Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> * chore(backlog): regenerate docs/BACKLOG.md index Picks up the B-0202 title change (substrate-engineering composition claim framing) plus the four newly-merged-into-main rows that sibling PRs landed since this branch was created (B-0200, B-0201, B-0203 + B-0202 itself with updated title). Addresses unresolved thread on PR #1612: - PRRT_kwDOSF9kNM5_mlhz (P0 generated index drift / CI-blocker) Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
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…pSeek V4 CSA+HCA + Symbolica + Clifford-rotor / Cayley-Dickson cross-reference (Aaron-forwarded multi-phase 2026-05-05) (#1610) * research(architecture): preserve Aaron-forwarded multi-phase Claude.ai conversation -- tinygrad UOp IR (paper-identification) + TurboQuant + DeepSeek V4 + Symbolica + Clifford-rotor / Cayley-Dickson cross-reference (Aaron 2026-05-05) Aaron 2026-05-05 forwarded a 30+-message Claude.ai conversation that progressively narrowed his half-remembered "universal language not English that trains to real-time actions" paper across 6+ candidate-elimination passes. The actual paper- identification: tinygrad UOp IR (George Hotz / tiny corp). Major findings (each with composes-with cross-references): 1. Tinygrad UOp IR -- the paper-identification. UOp = mu-ops (Greek mu, "symbolsy not English"); compiles to CUDA + AMD/ ROCm + Intel/oneAPI + Metal + OpenCL + LLVM (one IR, many backends, "the universal part"); "basic and not well- principled but correct" matches tinygrad's stated design philosophy exactly. Supersedes Coconut at the paper-id level; Coconut stays as parallel candidate for sleeping- bear hypothesis empirical-test work per no-kill-paths. 2. TurboQuant (Google, March 24 2026, arXiv:2504.19874, ICLR 2026) -- KV cache compression with PolarQuant + QJL pipeline; 8x faster attention on H100 + 6x KV reduction. Community QJL-considered-harmful finding: tonbistudio + scos-lab found softmax amplifies QJL variance, MSE-only beats Google's full pipeline. Recursively shaped: "basic but correct" finding about a not-well-principled-but- correct paper. 3. RotorQuant (community Clifford-rotors derivative) -- 10-19x faster + 44x parameter-efficient via Clifford geometric algebra rotors. Aaron observation: "Clifford-rotors glad we got they cayley algebra stuff on the backlog" -- the Clifford algebras ARE the multivector extension of the Cayley-Dickson cascade Aaron has on backlog (user_dimensional_expansion_number_systems.md + user_algebra_is_engineering.md). Quaternions = Cl(0,2) or Cl(3,0); rotors are the multivector representation of rotations. 4. DeepSeek V4 (April 22-24 2026) -- V4-Pro 1.6T total / 49B active; V4-Flash 284B total / 13B active; both 1M context native; MIT-licensed open weights; CSA+HCA attention (NOT "DSA"). 90% KV cache reduction + 73% per-token FLOPs reduction vs V3. CSA+HCA composes hard with Z-set algebra (sparse selectors = filter operators; compressed entries = aggregations; interleaved layers = incremental rewrites). Architectural-redesign path vs Google's compress-on-top path -- they compose multiplicatively. 5. Symbolica AI Categorical Deep Learning (Gavranović et al., ICML 2024, arXiv:2402.15332) -- ZFCv2 + Milewski + Symbolica is coherent lineage; Zeta arrives at category theory as unifying language at same time Symbolica is. Earlier precursor: Maruyama et al. "Neural String Diagrams" (AGI 2021). 6. Source-set extends to Alex Ziskind (@AzisK, Aaron-confirmed "that's him") + George Hotz / tinybox (implicit via tinygrad). 7. Speculative cascades + diffusion-TPU + Gemma 4 (April 2 2026, Apache 2.0) -- Google parallel work composes orthogonally. Razor cuts at absorption (already + new): - Already: Artha dubious; Gurnee misattribution; ELLMER/Moto/ HPT/Pi0 embodyment-ruled-out - New: Speech ReaLLM not the paper-id; Aitrepreneur/ Technovangelist/PromptEngineering/NetworkChuck/Ashen/Exo Labs ruled out by "that's him" pinning Ziskind; CodeAct/ Coconut/Symbolica not the paper-id (parallel candidates per no-kill-paths) Aaron celebration: "we have so much backlog and research based on all the stuff we learned today i'm so happy" -- names substrate richness as the win condition per CLAUDE.md "largest mechanizable backlog wins in AI age" inversion of classical PM. Operational status: research-grade-not-operational. Routing rows planned (tinygrad-as-kernel-model + DeepSeek V4 CSA+HCA composition + TurboQuant/RotorQuant/QJL-considered-harmful + Symbolica convergence-tracking + speculative-cascades-stack + source-set extension) but NOT filed in this PR per the wording-softening lessons of #1605 review. Future-tick autonomous-loop fires file them. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> * fix(#1610): tinygrad is NOT the paper-id -- Aaron disconfirmed; substrate-engineering composition claim survives independently Aaron 2026-05-05 same-tick disconfirmation via Claude.ai-routed feedback: *"it's still not tinygrad, i did see that but that's not my univeral language"*. The forwarded-conversation context cut off before this disconfirmation reached Otto; Otto's first draft of this research-doc treated tinygrad UOp IR as the resolved paper-identification, which was wrong. Net effect on substrate: - B-0202 (tinygrad-as-kernel-layer) stays as substrate- engineering anchor on its own merits. The composition claim (one symbolic IR -> all hardware = exactly the move Zeta wants for kernel layer) lands cleanly regardless of whether tinygrad is the half-remembered YouTube paper. - B-0201 paper-search row stays OPEN with eliminated-candidates count incremented (CodeAct + Coconut + Symbolica + Speech ReaLLM + tinygrad UOp IR all eliminated at paper-id level; all stay substrate-relevant per no-kill-paths). - The five descriptors that pinned tinygrad in the conversation (mu-ops symbolic IR; multi-backend; basic-but-correct; AI-cluster-YouTuber; recent April commits) were correct AS descriptors of tinygrad. They just don't disambiguate against the specific paper Aaron half-remembered. Paper-search is more constrained than even those five. Edits made: - Operational-status header rewritten with the correction noted upfront so future-Otto-on-cold-read sees it before the original-draft Headline 1 content - Original "Headline 1" content preserved verbatim with explicit "superseded by 2026-05-05 same-tick correction above" framing, per verbatim-fidelity to the conversation - "This SUPERSEDES Coconut at the paper-identification level" paragraph annotated with both original-draft-framing and CORRECTED reading - Substrate-engineering composition with Zeta architecture preserved (the part that survives the paper-id correction) - B-0202 cross-reference added inline so future readers route correctly Next engagement step per Aaron's Claude.ai feedback: rewatch the YouTube videos to find a fresh clue. Following-tick: update B-0201 with eliminated-candidates count + that engagement step. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> * fix(#1610 reviewer): address 7 unresolved threads on tinygrad/TurboQuant/DeepSeek V4 preservation doc Reviewer threads addressed (PR #1610): 1. Title rename — "the actual paper-identification" -> "paper-id candidate eliminated, substrate-engineering claim survives". Body now consistent with the same-tick correction (Aaron disconfirmed tinygrad as the paper-id; B-0202 substrate- engineering claim survives independently). 2. Section 33 archive headers — frontmatter cleaned to enum-strict `operational-status: research-grade`; correction-detail moved into a dedicated "Same-tick correction" body section. Literal markdown labels (`Scope:`, `Attribution:`, `Operational status:`, `Non-fusion disclaimer:`) added in the first 20 lines per GOVERNANCE §33; `composes_with` flow-listed inline to keep the labels within the 20-line window. `bun tools/hygiene/check-archive-header-section33.ts` clean. 3. + 4. Markdownlint MD004 fixes — wrapped continuation lines starting with `+ QJL` in two locations reworded to avoid the leading `+` (use "and" / "stages" instead). markdownlint-cli2 clean (exit 0). 5. arXiv 2504.19874 / "March 24 2026" inconsistency — WebSearch confirmed the arXiv ID is correct (YYMM April 2025 first submission); the 2026-03-24 is the Google Research blog post announcement, NOT the arXiv submission date. Wording softened in both Headline 0 (line ~79) and Headline 2 (line ~317) to distinguish the two dates explicitly. Also flagged inline. 6. Wildcard reference fix — `memory/reference_aaron_ai_news_source_set_*` replaced (in two places) with the concrete file path now on main via #1607: `memory/reference_aaron_ai_news_source_set_wes_roth_matt_berman_ai_explained_2026_05_05.md`. 7. Verbatim-in-quotes fix — CLAUDE.md citation rephrased to use the verbatim carved sentence ("In the AI age, the project with the largest mechanizable and automatable backlog wins...") rather than the previous truncated paraphrase in quotes. Carved sentence also updated to align with the corrected status (tinygrad eliminated at paper-id level; substrate-engineering claim survives) — eliminated-candidates plus B-0202 framing preserved. Verbatim conversation excerpts in `> ` blockquotes left untouched per verbatim-preservation discipline. No-kill-paths preserved (tinygrad stays as parallel candidate-paper; substrate-engineering claim survives). Cited search: - arXiv 2504.19874 (TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate, Zandieh/Daliri/Hadian/Mirrokni; Google Research / Google DeepMind / NYU; ICLR 2026) - Google Research blog "TurboQuant: Redefining AI efficiency with extreme compression" (published 2026-03-24) Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> * fix(#1610): strike paper-id-contradictions + Cl(3,0) math correction (#1610 second review wave) Reviewer second wave (8 fresh threads after the first fix-commit 0df52f6) flagged that the original-draft-preserved-with-annotation framing was itself causing contradictions. Verbatim-preservation applies to the CONVERSATION (preserved separately in Phase 2 + verbatim quotes), NOT to my own draft headers. Fixes applied: 1. Headline 1 heading rewritten: "Tinygrad UOp IR is the actual paper-identification" -> "Tinygrad UOp IR (paper-id eliminated; descriptors-fit-but-not-the-paper-Aaron-saw)" 2. Headline 1 opening text rewritten to lead with the corrected status (Aaron disconfirmed) instead of the original "pinned tinygrad" assertion 3. Removed "(Original draft framing -- superseded)" annotation text + "(CORRECTED 2026-05-05 same-tick)" annotation; replaced with single "Net effect on substrate" framing that names both eliminations cleanly without the contradictory original-draft text 4. Candidate-elimination phase 5 (line 63-75) reworded: "nailed it" -> "matched tinygrad's descriptors"; explicit "However, Aaron later disconfirmed tinygrad as THE specific paper Aaron half-remembered" added at the end of the phase 5. Razor cuts at absorption updated: "tinygrad UOp IR is the paper-identification" assertion struck; replaced with "CodeAct / Coconut / Symbolica / tinygrad UOp IR as the YouTube paper-identification" all eliminated; status updates for B-0200/B-0201/B-0202 (now merged) noted 6. Math precision corrected: "Quaternions are a special case of Clifford algebra Cl(0,2) or Cl(3,0)" -> "Quaternions are isomorphic to the Clifford algebra Cl(0,2); they ALSO appear as the even subalgebra Cl⁺(3,0) (i.e. Spin(3)) of the Cl(3,0) algebra (Cl(3,0) itself is isomorphic to Mat(2, ℂ), not directly to ℍ)" 7. Engagement-gate isomorphism note updated to "Cl(0,2) ≅ ℍ ≅ Cl⁺(3,0)" precision The reviewer's table `||` complaint did not reproduce in the file (no double-pipe rows found via grep -E "^\|.*\|\|"). May be reviewer-cache stale; if it surfaces again, address in follow-up. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
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Summary
memory/reference_aaron_ai_news_source_set_wes_roth_matt_berman_ai_explained_2026_05_05.mdcapturing the three YouTube channels Aaron disclosed 2026-05-05 as his weekly-AI-news triumvirate (Wes Roth, Matthew Berman, AI Explained).Why this matters
Aaron's recall-precision varies (his explicit "i'm a bady spller" + approximate dates / partial titles). When he forwards an AI-news item it is almost always because he is evaluating its Zeta-substrate fit (CodeAct -> action-space algebra; GibberLink -> agent-to-agent dialect; Coconut -> latent-space reasoning). The source-set tells future-Otto where "current upstream" is for Aaron-forwarded AI-news items specifically, satisfying Otto-364 search-first-authority.
Verification anchors
Composes with
Test plan
npx markdownlint-cli2clean on the new file.type: reference(name,description,type).reference_<topic>_<date>.md.Robot Generated with Claude Code