Проектные улучшения для ученых

.zenodo.json

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+{
+  "title": "Trinity: Ternary Vector Symbolic Architecture Framework",
+  "description": "Trinity is a ternary computing framework implementing Vector Symbolic Architecture (VSA) operations with balanced ternary {-1, 0, +1} representation. It achieves 58.5% higher information density than binary systems and provides SIMD-optimized implementations of bind, bundle, permute, and similarity operations. Key mathematical foundation: φ² + 1/φ² = 3.",
+  "creators": [
+    {
+      "name": "Vasilev, Dmitrii",
+      "affiliation": "Trinity Research",
+      "orcid": "0000-0000-0000-0000"
+    }
+  ],
+  "keywords": [
+    "ternary-computing",
+    "vector-symbolic-architecture",
+    "hyperdimensional-computing",
+    "vsa",
+    "hdc",
+    "golden-ratio",
+    "balanced-ternary",
+    "bitnet",
+    "fpga",
+    "zig"
+  ],
+  "license": "MIT",
+  "upload_type": "software",
+  "access_right": "open",
+  "related_identifiers": [
+    {
+      "identifier": "https://github.com/gHashTag/trinity",
+      "relation": "isSupplementTo",
+      "scheme": "url"
+    },
+    {
+      "identifier": "10.1007/s12559-009-9009-8",
+      "relation": "cites",
+      "scheme": "doi"
+    }
+  ],
+  "references": [
+    "Kanerva, P. (2009). Hyperdimensional Computing. Cognitive Computation, 1(2), 139-159.",
+    "Plate, T.A. (2003). Holographic Reduced Representations. CSLI Publications.",
+    "Hayes, B. (2001). Third Base. American Scientist, 89(6), 490-494.",
+    "Kleyko, D. et al. (2022). Vector Symbolic Architectures as a Computing Framework. Proc. IEEE."
+  ],
+  "version": "0.11.0"
+}

CITATION.cff

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+# This CITATION.cff file was generated for the Trinity project.
+# See: https://citation-file-format.github.io/
+
+cff-version: 1.2.0
+title: "Trinity: Ternary Vector Symbolic Architecture Framework"
+message: "If you use this software, please cite it as below."
+type: software
+version: 0.11.0
+date-released: 2026-03-08
+license: MIT
+repository-code: "https://github.com/gHashTag/trinity"
+url: "https://gHashTag.github.io/trinity/"
+keywords:
+  - ternary-computing
+  - vector-symbolic-architecture
+  - hyperdimensional-computing
+  - golden-ratio
+  - balanced-ternary
+  - vsa
+  - hdc
+  - bitnet
+  - fpga
+
+abstract: >-
+  Trinity is a ternary computing framework implementing Vector Symbolic 
+  Architecture (VSA) operations with balanced ternary {-1, 0, +1} representation.
+  It achieves 58.5% higher information density than binary systems and provides
+  SIMD-optimized implementations of bind, bundle, permute, and similarity operations.
+  The framework includes a virtual machine, VIBEE specification language, and
+  FPGA synthesis targets. Key mathematical foundation: φ² + 1/φ² = 3.
+
+authors:
+  - family-names: "Vasilev"
+    given-names: "Dmitrii"
+    orcid: "https://orcid.org/0000-0000-0000-0000"
+    affiliation: "Trinity Research"
+    email: "dmitrii@trinity.dev"
+
+# Primary reference for citing Trinity
+preferred-citation:
+  type: software
+  title: "Trinity: Ternary Vector Symbolic Architecture Framework"
+  authors:
+    - family-names: "Vasilev"
+      given-names: "Dmitrii"
+  year: 2026
+  url: "https://github.com/gHashTag/trinity"
+  version: 0.11.0
+
+# Related academic references
+references:
+  - type: article
+    title: "Hyperdimensional Computing: An Introduction to Computing in Distributed Representation with High-Dimensional Random Vectors"
+    authors:
+      - family-names: "Kanerva"
+        given-names: "Pentti"
+    journal: "Cognitive Computation"
+    volume: 1
+    issue: 2
+    start: 139
+    end: 159
+    year: 2009
+    doi: "10.1007/s12559-009-9009-8"
+
+  - type: book
+    title: "Holographic Reduced Representations"
+    authors:
+      - family-names: "Plate"
+        given-names: "Tony A."
+    publisher:
+      name: "CSLI Publications"
+    year: 2003
+    isbn: "978-1575864297"
+
+  - type: article
+    title: "Third Base"
+    authors:
+      - family-names: "Hayes"
+        given-names: "Brian"
+    journal: "American Scientist"
+    volume: 89
+    issue: 6
+    start: 490
+    end: 494
+    year: 2001
+
+  - type: article
+    title: "Vector Symbolic Architectures as a Computing Framework for Emerging Hardware"
+    authors:
+      - family-names: "Kleyko"
+        given-names: "Denis"
+      - family-names: "Rachkovskij"
+        given-names: "Dmitri A."
+      - family-names: "Osipov"
+        given-names: "Evgeny"
+      - family-names: "Rahimi"
+        given-names: "Abbas"
+    journal: "Proceedings of the IEEE"
+    year: 2022
+    doi: "10.1109/JPROC.2022.3209100"
+
+  - type: article
+    title: "The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits"
+    authors:
+      - family-names: "Ma"
+        given-names: "Shuming"
+      - family-names: "Wang"
+        given-names: "Hongyu"
+      - family-names: "Ma"
+        given-names: "Lingxiao"
+    year: 2024
+    url: "https://arxiv.org/abs/2402.17764"

Dockerfile.reproducibility

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+# ══════════════════════════════════════════════════════════════════════════════
+# TRINITY — Academic Reproducibility Environment
+# ══════════════════════════════════════════════════════════════════════════════
+# This Dockerfile creates a complete, reproducible environment for:
+# - Building Trinity from source
+# - Running all tests (3500+ tests)
+# - Reproducing benchmark results
+# - Verifying mathematical proofs
+#
+# Usage:
+#   docker build -f Dockerfile.reproducibility -t trinity-repro .
+#   docker run -it trinity-repro zig build test
+# ══════════════════════════════════════════════════════════════════════════════
+
+FROM ubuntu:22.04 AS base
+
+LABEL maintainer="Trinity Research <dmitrii@trinity.dev>"
+LABEL description="Trinity Reproducibility Environment for Academic Research"
+LABEL version="0.11.0"
+
+# Prevent interactive prompts
+ENV DEBIAN_FRONTEND=noninteractive
+ENV TZ=UTC
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    ca-certificates \
+    curl \
+    wget \
+    git \
+    xz-utils \
+    build-essential \
+    python3 \
+    python3-pip \
+    && rm -rf /var/lib/apt/lists/*
+
+# ══════════════════════════════════════════════════════════════════════════════
+# Install Zig 0.15.x (required version)
+# ══════════════════════════════════════════════════════════════════════════════
+ARG ZIG_VERSION=0.15.0-dev.367+a68210b2e
+ARG ZIG_ARCH=x86_64-linux
+
+RUN curl -L "https://ziglang.org/builds/zig-linux-x86_64-${ZIG_VERSION}.tar.xz" -o /tmp/zig.tar.xz \
+    && mkdir -p /opt/zig \
+    && tar -xf /tmp/zig.tar.xz -C /opt/zig --strip-components=1 \
+    && rm /tmp/zig.tar.xz \
+    && ln -s /opt/zig/zig /usr/local/bin/zig
+
+# Verify Zig installation
+RUN zig version
+
+# ══════════════════════════════════════════════════════════════════════════════
+# Create non-root user for reproducibility
+# ══════════════════════════════════════════════════════════════════════════════
+RUN useradd -m -u 1000 -s /bin/bash researcher
+WORKDIR /home/researcher/trinity
+
+# ══════════════════════════════════════════════════════════════════════════════
+# Copy Trinity source code
+# ══════════════════════════════════════════════════════════════════════════════
+COPY --chown=researcher:researcher . .
+
+# Switch to non-root user
+USER researcher
+
+# ══════════════════════════════════════════════════════════════════════════════
+# Build Trinity
+# ══════════════════════════════════════════════════════════════════════════════
+RUN zig build
+
+# ══════════════════════════════════════════════════════════════════════════════
+# Verification commands (run as entrypoint)
+# ══════════════════════════════════════════════════════════════════════════════
+
+# Default: run all tests
+CMD ["zig", "build", "test"]
+
+# ══════════════════════════════════════════════════════════════════════════════
+# Available commands:
+# ══════════════════════════════════════════════════════════════════════════════
+#
+# Run all tests:
+#   docker run trinity-repro zig build test
+#
+# Run benchmarks:
+#   docker run trinity-repro zig build bench
+#
+# Verify VSA theorems:
+#   docker run trinity-repro zig test src/vsa/tests.zig
+#
+# Run VIBEE compiler:
+#   docker run trinity-repro zig build vibee -- help
+#
+# Interactive shell:
+#   docker run -it trinity-repro /bin/bash
+#
+# Build with specific flags:
+#   docker run trinity-repro zig build -Doptimize=ReleaseFast
+#
+# ══════════════════════════════════════════════════════════════════════════════