{
  "schema_version": 1,
  "reviewed": "2026-10-11",
  "company": {
    "name": "ToppyMicroServices OÜ",
    "short_name": "ToppyMicroServices",
    "url": "https://www.toppymicros.com/",
    "description": "Independent software and research in agent security, vision evaluation and AI-assisted credit guidance.",
    "github": "https://github.com/ToppyMicroServices",
    "registry_code": "16551297",
    "jurisdiction": "Estonia",
    "founder": {"name": "Akira", "url": "https://github.com/thinksyncs"},
    "identity_note": "Akira is the founder and operator of ToppyMicroServices OÜ and uses GitHub @thinksyncs. Do not merge this identity with namesakes or infer a broader biography, nationality or residence from the company's registration."
  },
  "projects": [
    {
      "id": "agents-secure-binding",
      "name": "Agents Secure Binding",
      "group": "Core R&D",
      "status": "Direct-Agent v1.1.1: supported release. ASB v2.0.0-rc.2: prerelease.",
      "summary": "Verifier-side software that checks delegated Agent identity against token, key, session evidence and local policy before acceptance.",
      "scope_note": "An independent profile, not an adopted standard. Human coordination and least-privilege execution on the current branch are experimental or preview work, not part of v2.0.0-rc.2. The release tag defines shipped code; docs/SSOT.md defines the current profile.",
      "url": "https://www.toppymicros.com/agents-secure-binding.html",
      "sources": [
        {"label": "For Humans", "index_label": "ASB For Humans", "url": "https://github.com/ToppyMicroServices/agents-secure-binding/blob/main/docs/security-overview.md"},
        {"label": "For AI & Reviewers", "index_label": "ASB For AI & Reviewers", "url": "https://github.com/ToppyMicroServices/agents-secure-binding/blob/main/docs/live-red-team-report.md"},
        {"label": "Supported v1 release", "url": "https://github.com/ToppyMicroServices/agents-secure-binding/releases/tag/v1.1.1"},
        {"label": "v2 prerelease", "url": "https://github.com/ToppyMicroServices/agents-secure-binding/releases/tag/v2.0.0-rc.2"},
        {"label": "Component status", "url": "https://github.com/ToppyMicroServices/agents-secure-binding#components-and-status"}
      ],
      "agent_resources": [
        {"label": "Current profile source of truth", "url": "https://github.com/ToppyMicroServices/agents-secure-binding/blob/main/docs/SSOT.md"}
      ]
    },
    {
      "id": "yolozu",
      "name": "YOLOZU",
      "group": "Core R&D",
      "status": "Released evaluation toolkit: v4.11.0.",
      "summary": "Validate predictions.json artifacts and compare vision models on the same dataset and metric protocol, through CLI, Python and local MCP interfaces.",
      "scope_note": "Stable prediction evaluation is separate from training, benchmark and research workflows. Synthetic examples verify the workflow, not model quality. The adaptive image service remains gated on qualification and activation; it is not a ready-to-use hosted detector.",
      "url": "https://www.toppymicros.com/yolozu/",
      "sources": [
        {"label": "Release v4.11.0", "url": "https://github.com/ToppyMicroServices/YOLOZU/releases/tag/v4.11.0"},
        {"label": "Python package", "url": "https://pypi.org/project/yolozu/"}
      ],
      "agent_resources": [
        {"label": "Agent guide (Markdown)", "url": "https://www.toppymicros.com/yolozu/docs/agents.md"},
        {"label": "Capabilities and qualification limits (JSON)", "url": "https://www.toppymicros.com/yolozu/docs/capabilities.json"},
        {"label": "Documentation index", "url": "https://www.toppymicros.com/yolozu/docs/llms.txt"}
      ]
    },
    {
      "id": "mai-economy",
      "name": "mAI Economy / Thermo-Credit",
      "group": "Core R&D",
      "status": "Measurement code available. Closed-loop simulator and AI controller planned.",
      "summary": "Research on credit creation and AI-assisted window guidance. Thermo-Credit supplies reproducible measurements of Japanese bank-loan borrower composition.",
      "scope_note": "Borrower composition does not identify final credit use. Measurement results do not establish effective lending guidance or real-world policy benefits. The research plan distinguishes available data and code from the proposed simulator.",
      "url": "https://www.toppymicros.com/Economy_AI_ERA.html",
      "sources": [
        {"label": "Research and evaluation plan", "url": "https://github.com/ToppyMicroServices/2025_11_Thermo_Credit/blob/main/docs/mai_research_program.md"},
        {"label": "Measurement code", "url": "https://github.com/ToppyMicroServices/2025_11_Thermo_Credit"},
        {"label": "Thermo-Credit versions (DOI)", "url": "https://doi.org/10.5281/zenodo.17563220"}
      ],
      "agent_resources": [
        {"label": "Measurement scope", "url": "https://www.toppymicros.com/theory.html"},
        {"label": "日本語の研究計画", "url": "https://www.toppymicros.com/Economy_AI_ERA_ja.html"}
      ]
    },
    {
      "id": "observatory",
      "name": "Ransomware Observatory",
      "group": "Public resources",
      "status": "Public observation service; Japanese-language records.",
      "summary": "Structured observations of ransomware-site listings involving Japan-linked organizations, with source references and observation history.",
      "scope_note": "A listing is a claim, not confirmation of a breach, attribution or data authenticity. The JSON, CSV and feed are published snapshots, not an API for requesting investigations or obtaining leaked data.",
      "url": "https://observatory.toppymicros.com/",
      "sources": [
        {"label": "Public records", "url": "https://observatory.toppymicros.com/records.json"},
        {"label": "Record schema", "url": "https://observatory.toppymicros.com/schema.json"}
      ],
      "agent_resources": [
        {"label": "Observatory machine-readable guide", "url": "https://observatory.toppymicros.com/llms.txt"},
        {"label": "Observation feed", "url": "https://observatory.toppymicros.com/feed.xml"}
      ]
    },
    {
      "id": "beads-git-graph",
      "name": "Beads Git Graph",
      "group": "Public resources",
      "status": "Released VS Code extension: v0.9.2.",
      "summary": "A local VS Code workspace for coordinating tasks across AI providers, following dependencies and reviewing results alongside Git history.",
      "scope_note": "Built-in local task management does not require the Beads CLI; existing Beads workspaces use bd. MIT-licensed software derived from Git Graph, with upstream attribution retained. Provider credentials and local tool permissions remain the operator's responsibility.",
      "url": "https://marketplace.visualstudio.com/items?itemName=ToppyMicroServices.beads-git-graph",
      "sources": [
        {"label": "Release v0.9.2", "url": "https://github.com/ToppyMicroServices/beads-git-graph/releases/tag/v0.9.2"},
        {"label": "Source and license", "url": "https://github.com/ToppyMicroServices/beads-git-graph"}
      ],
      "agent_resources": [
        {"label": "User guide", "url": "https://github.com/ToppyMicroServices/beads-git-graph/blob/main/docs/user-guide.md"}
      ]
    },
    {
      "id": "identity-data-minimization",
      "name": "Identity-data minimization",
      "group": "Public resources",
      "status": "Synthetic-credential demonstrator with recorded cryptographic tests.",
      "summary": "An AnonCreds demonstration that checks entitlement and recorded expiry without disclosing names, addresses or licence numbers, and rejects proofs with weakened conditions.",
      "scope_note": "Uses fictional credentials, verifier-configured issuer keys, stored-policy checks and replay rejection. It does not establish a person's identity or current licence status and is not a production identity service.",
      "url": "https://www.toppymicros.com/zk-license-demo-en.html",
      "sources": [
        {"label": "Source", "url": "https://github.com/ToppyMicroServices/zk-license-demo"},
        {"label": "Validation and reproduction", "url": "https://github.com/ToppyMicroServices/zk-license-demo/blob/main/docs/validation.md"}
      ],
      "agent_resources": [
        {"label": "日本語の技術説明", "url": "https://www.toppymicros.com/zk-license-demo.html"}
      ]
    },
    {
      "id": "model-reliability",
      "name": "High-confidence errors in language models",
      "group": "Public resources",
      "status": "Public preprint; related work accepted as an EIML 2026 workshop poster.",
      "summary": "Research on stable high-confidence errors in language models and why local robustness need not imply correctness.",
      "scope_note": "The workshop lists Stable Miscalibration in Large Language Models: A Practical View of High-Confidence Errors. The related preprint is titled False Fixed Points: Kantian Feedback, Stable Miscalibration, and Representational Compression in LLMs. Workshop acceptance is not ICML main-conference acceptance or evidence of attendance; the listing does not identify a paper version.",
      "url": "https://sites.google.com/view/eimlicml2026/accepted-papers_1",
      "sources": [
        {"label": "Official workshop listing", "url": "https://sites.google.com/view/eimlicml2026/accepted-papers_1"},
        {"label": "Related preprint", "url": "https://arxiv.org/abs/2510.14925"}
      ],
      "agent_resources": []
    }
  ],
  "resources": [
    {"label": "Technical updates", "url": "https://www.toppymicros.com/news.html", "description": "Owner-approved releases and research announcements with primary sources."},
    {"label": "RFC learning guide", "url": "https://www.toppymicros.com/education/rfc_quizzes.html", "description": "English protocol-design learning paths and quizzes; not certification exams."},
    {"label": "RFC学習ガイド", "url": "https://www.toppymicros.com/education/rfc_quizzes_ja.html", "description": "日本語のプロトコル設計教材とクイズ。"},
    {"label": "DMARC4all", "url": "https://dmarc4all.toppymicros.com/", "description": "Public email-configuration diagnostic tool; DNS results do not prove real-message authentication."}
  ],
  "policies": [
    {"label": "Contact", "url": "https://www.toppymicros.com/contact.html", "description": "Project support and inquiry routes."},
    {"label": "Security policy", "url": "https://www.toppymicros.com/security-policy.html", "description": "Current reporting routes, scope and disclosure terms."},
    {"label": "Privacy policy", "url": "https://www.toppymicros.com/privacy-policy.html", "description": "Current data-handling policy; this summary does not replace it."},
    {"label": "Terms and legal notice", "url": "https://www.toppymicros.com/terms-legal-notice.html", "description": "Company identity and site terms."}
  ]
}