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docs: Loop 14 — competitive intel update, broken link fixes
- docs/COMPETITIVE_POSITIONING_IGLA.md: 7 new competitors tracked: HierSVA (arXiv:2606.13706), CHIPCRAFTBRAIN (arXiv:2604.19856), FunPRM (arXiv:2601.22249), Unsupervised PRM (arXiv:2605.10158), E8 Zenodo (AIMS Ghana), Gray Mereon System (arXiv:2604.00255) - docs/COMPETITIVE_POSITIONING_IGLA.md: new Physics/Sacred Geometry section - docs: batch fix broken internal markdown links (RESEARCH_CLAIMS.md, AGENTS_ALPHABET.md, NOW.md, TASK_PROTOCOL.md, PUBLICATION_AUDIT.md, GITHUB_RING_ISSUES, etc.) — 94 → 66 remaining - Weak spot audit: 41 unwraps in compiler.rs verified as test-only (all inside #[cfg(test)] blocks); zero production panic vectors Closes #1141 Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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- **Commit:** docs(memory): add Washburn 2026 EXTREME competitor alert
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- **Files:** .github/workflows/tri-test.yml,.trinity/current_task/activity.md,docs/WAVE_LOOP_REPORT_2026_06_17_ITER14_LOOP13.md
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## 2026-06-16T19:36:02Z — trinity-rust-rings
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- **Commit:** ci(tri-test): add Rust build + module-name lint gate; fix Cyrillic in old report
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- **Files:** .trinity/current_task/.commit_count,.trinity/current_task/session_log.jsonl,docs/COMPETITIVE_ANALYSIS_SCIENTIFIC_FOUNDATIONS.md,docs/COMPETITIVE_LANDSCAPE_SCIENTIFIC.md,docs/COMPETITIVE_POSITIONING_IGLA.md,docs/COMPETITIVE_STRATEGY_RING999.md,docs/GITHUB_RING_ISSUES_RINGS_32_63.md,docs/ISSUE-GATE-001.md,docs/META_DASHBOARD.md,docs/PUBLICATION_PIPELINE.md,docs/PUBLICATION_QUEUE.md
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.trinity/current_task/session_log.jsonl

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{"ts":"2026-06-16T19:16:19Z","branch":"trinity-rust-rings","msg":"feat(igla): Loop 12 — math primitives, Yosys/EDA specs, R-SI-1 backend, June 2026 intel","files":"docs/WAVE_LOOP_REPORT_2026_06_17_ITER14_LOOP12.md","notebook":"b83263109fb055dc"}
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{"ts":"2026-06-16T19:19:27Z","branch":"trinity-rust-rings","msg":"docs: Wave Loop Report — Iteration 14, Loop 12","files":".trinity/current_task/.commit_count,.trinity/current_task/session_log.jsonl,.trinity/seals/math_math-igla-primitives.json,.trinity/seals/race_igla-race-backend.json,.trinity/seals/race_igla-race-eda.json,.trinity/seals/race_igla-race-yosys.json,bootstrap/src/compiler.rs,compiler/parser/lexer.zig,compiler/parser/parser.zig,docs/WAVE_LOOP_REPORT_2026_06_16_ITER14_LOOP6.md,docs/WAVE_LOOP_REPORT_2026_06_16_ITER14_LOOP7.md,docs/coordination/WAVE_LOOP_23_REPORT.md,docs/coordination/WAVE_LOOP_24_REPORT.md,docs/coordination/WAVE_LOOP_25_REPORT.md,docs/coordination/WAVE_LOOP_27_REPORT.md","notebook":"b83263109fb055dc"}
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{"ts":"2026-06-16T19:21:02Z","branch":"trinity-rust-rings","msg":"fix(parser): rename Zig-like compiler/parser/{parser,lexer}.t27 to .zig; remove compile-all skip; docs: Wave Loop 28 Report","files":".claude/projects/-Users-playra-t27/memory/wave-loop-28-file-extension-hygiene-batch-closure.md,docs/coordination/WAVE_LOOP_28_REPORT.md","notebook":"b83263109fb055dc"}
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{"ts":"2026-06-16T19:24:59Z","branch":"trinity-rust-rings","msg":"docs: Wave Loop 28 Report — #1181 permanent fix, 6 batch closures, stable competitors","files":".trinity/current_task/.commit_count,.trinity/current_task/session_log.jsonl,.trinity/seals/fpga_FpgaStdlib.json,.trinity/seals/testbench_Stdlib_Testbench.json,README.md,cli/tri/src/main.rs,docs/COMPETITIVE_POSITIONING_IGLA.md,docs/WAVE_LOOP_REPORT_2026_06_17_ITER14_LOOP13.md,specs/fpga/stdlib.t27,specs/fpga/testbench/stdlib_tb.t27,specs/igla/coder/prm.t27","notebook":"b83263109fb055dc"}
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{"ts":"2026-06-16T19:27:47Z","branch":"trinity-rust-rings","msg":"feat(igla): Loop 13 — zero production panic vectors, PRM spec, June 2026 intel","files":".trinity/seals/Stdlib.json,.trinity/seals/coder_igla-coder-prm.json,.trinity/seals/fpga_Stdlib.json","notebook":"b83263109fb055dc"}
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{"ts":"2026-06-16T19:28:10Z","branch":"trinity-rust-rings","msg":"fix(seals): remove stale fpga_Stdlib.json + Stdlib.json, add coder_igla-coder-prm.json","files":"","notebook":"b83263109fb055dc"}
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{"ts":"2026-06-16T19:33:47Z","branch":"trinity-rust-rings","msg":"docs(memory): add Washburn 2026 EXTREME competitor alert","files":".github/workflows/tri-test.yml,.trinity/current_task/activity.md,docs/WAVE_LOOP_REPORT_2026_06_17_ITER14_LOOP13.md","notebook":"b83263109fb055dc"}

docs/COMPETITIVE_ANALYSIS_SCIENTIFIC_FOUNDATIONS.md

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**Date:** 2026-04-06
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**Companion:** [`docs/COMPETITIVE_LANDSCAPE_SCIENTIFIC.md`](COMPETITIVE_LANDSCAPE_SCIENTIFIC.md) (taxonomy / desk review).
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**Strategy (executive summary, Ring 999 epochs, scorecard heuristic, CLARA/license reminders):** [`docs/COMPETITIVE_STRATEGY_RING999.md`](COMPETITIVE_STRATEGY_RING999.md).
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**Claims discipline:** Strong product statements must align with [`docs/RESEARCH_CLAIMS.md`](RESEARCH_CLAIMS.md) and [`docs/T27-CONSTITUTION.md`](T27-CONSTITUTION.md). Where this memo uses **design intent** language (e.g. CLARA-oriented bounds), it is **not** a claim of government certification.
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**Claims discipline:** Strong product statements must align with [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md) and [`docs/T27-CONSTITUTION.md`](T27-CONSTITUTION.md). Where this memo uses **design intent** language (e.g. CLARA-oriented bounds), it is **not** a claim of government certification.
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\varphi^2 + \varphi^{-2} = 3.
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**Status:** **EXACT** algebraic identity given the definition of \(\varphi\). Any **physics reading** (“generations = 3”) is **separate** and must be labeled per [`docs/RESEARCH_CLAIMS.md`](RESEARCH_CLAIMS.md) (e.g. **C-phi-001**).
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**Status:** **EXACT** algebraic identity given the definition of \(\varphi\). Any **physics reading** (“generations = 3”) is **separate** and must be labeled per [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md) (e.g. **C-phi-001**).
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### 3.2 GoldenFloat layout heuristic
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| GF24 | 24 | 9 | 14 | 0.643 | 0.025 |
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| GF32 | 32 | 12 | 19 | 0.632 | 0.014 |
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**Epistemic note:** Comparative **accuracy**, **dynamic range**, and **ML task Pareto** vs **IEEE fp16/bfloat16**, **posits**, or **takum** are **not** fully established in peer review from this repository alone—see **C-gf-*** rows (**UNTESTED** / validation in progress) in [`docs/RESEARCH_CLAIMS.md`](RESEARCH_CLAIMS.md).
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**Epistemic note:** Comparative **accuracy**, **dynamic range**, and **ML task Pareto** vs **IEEE fp16/bfloat16**, **posits**, or **takum** are **not** fully established in peer review from this repository alone—see **C-gf-*** rows (**UNTESTED** / validation in progress) in [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md).
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### 3.3 IEEE 754, posits, takum (contrast)
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- **IEEE 754:** fixed split for each format (e.g. binary16: 5 exp / 10 frac bits); **not** \(\varphi\)-structured.
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- **Posit:** tapered precision via **regime** run-length; variable effective precision vs magnitude.
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- **Takum:** fixed fields engineered for **uniform resolution** claims in recent work—compare via **published** benchmarks, not rhetoric.
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**Peer benchmark gap (GoldenFloat):** Independent **takum** results in **IEEE ARITH 2025** venue proceedings ([215900a061.pdf](https://www.arith2025.org/proceedings/215900a061.pdf)) include **sparse-solver**-style comparisons favoring takum over **bfloat16** and discuss **dynamic range** (figures on the order of **~50% wider** than bfloat16 appear in that line of work—**quote the exact passage** from the PDF in any external text). **GoldenFloat** in this repository does **not** yet ship a **matched-protocol** replication vs takum (or full IEEE/posit sweep) in a citable bundle—see [`docs/RESEARCH_CLAIMS.md`](RESEARCH_CLAIMS.md) **C-gf-*** rows and Ring **#129** (NMSE / benchmark spec). Until then, outreach must **not** claim numeric superiority over takum.
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**Peer benchmark gap (GoldenFloat):** Independent **takum** results in **IEEE ARITH 2025** venue proceedings ([215900a061.pdf](https://www.arith2025.org/proceedings/215900a061.pdf)) include **sparse-solver**-style comparisons favoring takum over **bfloat16** and discuss **dynamic range** (figures on the order of **~50% wider** than bfloat16 appear in that line of work—**quote the exact passage** from the PDF in any external text). **GoldenFloat** in this repository does **not** yet ship a **matched-protocol** replication vs takum (or full IEEE/posit sweep) in a citable bundle—see [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md) **C-gf-*** rows and Ring **#129** (NMSE / benchmark spec). Until then, outreach must **not** claim numeric superiority over takum.
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**Positioning:** GoldenFloat is a **third design axis**: fixed fields like IEEE, but **ratio-targeted** by \(\varphi\) tied to the **Trinity identity** used as a **numeric-organizing** principle.
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### 4.2 ASP / NAF / WFS (high level)
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Answer Set Programming with **negation-as-failure** and **well-founded semantics** is a large research area. The repository contains **spec-level** scaffolding (e.g. [`specs/ar/asp_solver.t27`](../specs/ar/asp_solver.t27)); **soundness / completeness theorems** for the *implemented* engine are **not** claimed closed—[`docs/RESEARCH_CLAIMS.md`](RESEARCH_CLAIMS.md) lists AR pipeline claims as **conjectural** pending formalization.
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Answer Set Programming with **negation-as-failure** and **well-founded semantics** is a large research area. The repository contains **spec-level** scaffolding (e.g. [`specs/ar/asp_solver.t27`](../specs/ar/asp_solver.t27)); **soundness / completeness theorems** for the *implemented* engine are **not** claimed closed—[`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md) lists AR pipeline claims as **conjectural** pending formalization.
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**Datalog / forward chaining (design narrative):** [`specs/ar/datalog_engine.t27`](../specs/ar/datalog_engine.t27) expresses **forward-style** derivation structure; any **\(O(\cdot)\)** complexity or **stratified-negation** story in outreach must match **measured** behavior or be labeled **conjectural**.
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Bootstrap narrative includes **fixed-point** milestones; **bit-exact self-host equivalence** and **formal fixed-point proof** are **not** closed claims—see [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md) and [`docs/STATE_OF_THE_PROJECT.md`](STATE_OF_THE_PROJECT.md).
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**Smoke / ring** evidence for bootstrap progression is **not** the same as a **published, machine-checked** fixed-point theorem. State claims **exactly** as in [`docs/RESEARCH_CLAIMS.md`](RESEARCH_CLAIMS.md).
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**Smoke / ring** evidence for bootstrap progression is **not** the same as a **published, machine-checked** fixed-point theorem. State claims **exactly** as in [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md).
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### 8.3 Twenty-seven agents as ISA-linked coordination
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The **27 agents ↔ register alphabet** pattern ([`docs/AGENTS_ALPHABET.md`](AGENTS_ALPHABET.md) — partially non-English; **new** agent docs must be English per constitution) is a **distinctive governance metaphor** for traceability; it does **not** imply optimality vs **LangGraph**, **Mastra**, or other MAS frameworks unless evaluated on measurable criteria.
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The **27 agents ↔ register alphabet** pattern ([`docs/AGENTS_ALPHABET.md`](agents/AGENTS_ALPHABET.md) — partially non-English; **new** agent docs must be English per constitution) is a **distinctive governance metaphor** for traceability; it does **not** imply optimality vs **LangGraph**, **Mastra**, or other MAS frameworks unless evaluated on measurable criteria.
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9. DARPA CLARA **Amendment 1** (schedule / clarifications): https://www.darpa.mil/sites/default/files/attachment/2026-03/darpa-clara-amendment-1.pdf
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10. Takum / ARITH 2025 proceedings entry (sparse-solver style comparison cited in competitive planning): https://www.arith2025.org/proceedings/215900a061.pdf
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11. Scallop (PLDI 2023): https://dl.acm.org/doi/10.1145/3591280
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12. Trinity / t27 — [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md), [`docs/NUMERIC-STANDARD-001.md`](NUMERIC-STANDARD-001.md).
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13. Radix economy / near-\(e\) review (TechRxiv): https://www.techrxiv.org/doi/full/10.36227/techrxiv.177039671.14012313/v1
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docs/COMPETITIVE_LANDSCAPE_SCIENTIFIC.md

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**Document type:** Internal research memo / positioning survey (not a peer-reviewed meta-analysis).
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**Repository:** [gHashTag/t27](https://github.com/gHashTag/t27) (Trinity S³AI DNA).
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**Date:** 2026-04-06
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**Epistemic stance:** Comparative claims below distinguish **observed product features** (from the t27 tree), **design intent**, and **hypotheses** that must be registered in [`docs/RESEARCH_CLAIMS.md`](RESEARCH_CLAIMS.md) before use in outreach.
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**Epistemic stance:** Comparative claims below distinguish **observed product features** (from the t27 tree), **design intent**, and **hypotheses** that must be registered in [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md) before use in outreach.
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**Honest gaps** (from state document): **cross-backend bit-exact equivalence** is **not** claimed closed; **GoldenFloat differential oracles** vs high-precision references are **in progress**; **AR / CLARA pipeline soundness** is **conjectural** in [`docs/RESEARCH_CLAIMS.md`](RESEARCH_CLAIMS.md) §1.
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**Honest gaps** (from state document): **cross-backend bit-exact equivalence** is **not** claimed closed; **GoldenFloat differential oracles** vs high-precision references are **in progress**; **AR / CLARA pipeline soundness** is **conjectural** in [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md) §1.
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| DeepProbLog (line of work) | Neural + Prolog | Probabilistic reasoning | Hardware codegen not the focus |
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| **CogSys** (IBM, [HPCA 2025](https://arxiv.org/html/2503.01162v1)) | Neuro-symbolic **accelerator** stack on **binary** hardware | Reported **large** speedups with low overhead in venue/preprint materials | **No** native balanced-ternary ISA / **`.t27`** SSOT; different integration point than t27 |
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| **NSFlow** ([DAC 2025](https://arxiv.org/abs/2504.19323)) | **FPGA** NeSy acceleration framework | Reported **order-of-magnitude** gains vs software baselines in preprint | **No** K3-first spec corpus + GoldenFloat + multi-backend **generator** story as in t27 |
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| DARPA [CLARA](https://www.darpa.mil/research/programs/clara) | **Government program** (not a single repo) | Compositional ML+AR; explainability / assurance goals | **Not** “a compiler you install”; t27’s [`clara-bridge/`](../clara-bridge/) and [`specs/ar/`](../../specs/ar/) are **preparation / alignment** artifacts |
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| DARPA [CLARA](https://www.darpa.mil/research/programs/clara) | **Government program** (not a single repo) | Compositional ML+AR; explainability / assurance goals | **Not** “a compiler you install”; t27’s [`clara-bridge/`](../clara-bridge/) and [`specs/ar/`](../specs/ar/) are **preparation / alignment** artifacts |
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**Epistemic note:** t27 documentation describes **targeting** CLARA-style assurance; **formal “compliance”** is **not** a closed engineering claim—see [`docs/RESEARCH_CLAIMS.md`](RESEARCH_CLAIMS.md) (CLARA / AR row: `conjectural`).
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**Epistemic note:** t27 documentation describes **targeting** CLARA-style assurance; **formal “compliance”** is **not** a closed engineering claim—see [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md) (CLARA / AR row: `conjectural`).
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2. **Nearest mature competitors** for **RTL generation** remain **Chisel/FIRRTL** and **MLIR/CIRCT-class** infrastructures; **nearest** for **assurance narratives** are **program-level** efforts (e.g. **CLARA**) and **neuro-symbolic languages**, not single repositories.
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3. **Scientific communication** should route **strong differentiators** through [`docs/RESEARCH_CLAIMS.md`](RESEARCH_CLAIMS.md) and keep this memo as a **living** appendix—**version** with major releases.
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3. **Scientific communication** should route **strong differentiators** through [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md) and keep this memo as a **living** appendix—**version** with major releases.
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- Trinity / t27 claims registry: [`docs/RESEARCH_CLAIMS.md`](nona-03-manifest/RESEARCH_CLAIMS.md)
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- Honest subsystem status: [`docs/STATE_OF_THE_PROJECT.md`](STATE_OF_THE_PROJECT.md)
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