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sscodeai/README.md
SS

👋 Hi, I'm SS (sscodeai)

Agentic SWE / AI delivery platform engineer in Japan.

I build AI that must survive production: affordable, trustworthy, accountable. My work is organized around one belief — AI entering enterprise production has to pass three gates at once, and I build a system for each gate.

Frugal — 95% of requests should never wake a big model. Safe — distrust the input, distrust the keys. Verified — Agents propose. Humans decide.


🔐 Safe — keys & inputs, distrust by default

Project What it does
aiitg AI Input Trust Gateway — hidden-content auditor for documents fed to LLMs/agents (zero-width chars, white text, hidden sheets). 102 tests.
keysmith Go MCP server + CLI for agent-safe secrets: age-encrypted, masked views, self-healing rotation. Plaintext never enters agent context.

💰 Frugal — every token spent where it counts

Project What it does
fusion-cache LLM API caching middleware: exact-match → semantic → upstream prefix-cache. 91 tests, up to 97% cost cut.
dsh-llm-cache LLM response cache merged upstream into DeepSeek Harness (@deepseek-ai/dsh-llm-cache) — my contribution to the official repo.

✅ Verified — agents propose, humans decide

Project What it does
takumi Model-agnostic platform for verifiable agentic software delivery: Manager/Executor/Auditor + verify-fail → repair → re-verify. 87/87 tests; 23-task eval 96% first-pass → 100% final.
proctor Agent Eval tool: score, audit & explain agent trajectories — metrics + causal failure attribution.
decision-workbench Expand the decision space before you decide — multi-model committee + human final call. Hidden-gold eval: 26% → 78% → 100% (12/12).
decision-space-expansion The methodology behind decision-workbench, as a portable Agent Skill (EN/JA). Works with Claude Code, Cursor, Codex, Gemini CLI.

🌏 Japanese-market work

Project What it does
agency-agents-ja 323 production-ready AI agents for Japanese dev teams — Claude Code / Cursor / Copilot.
skills-ja-JP · superpowers-ja Japanese localizations of engineering skill packs for AI coding agents.

Sites:

  • www.sscodeai.com — my portfolio: story, resume & project deep-dives
  • sscodeai.com — docs system (Nimbus, Cloudflare open-source framework): product docs, tutorials & Japanese-market agent toolkits

Pinned Loading

  1. agency-agents-ja agency-agents-ja Public

    323個の即戦力AI専門エージェント — Claude Code/Cursor/Copilot等に対応。SIer/受託開発/SaaS/製造DX/公共分野など日本市場向け114個のオリジナルを含む、agency-agents日本語コミュニティ版

    Shell 4

  2. takumi takumi Public

    Model-agnostic platform for verifiable agentic software delivery: workflows, traceability, evidence-native testing, agent evals, and verify-before-done loops.

    TypeScript

  3. keysmith keysmith Public

    The keysmith for AI agents: Go MCP server + CLI for agent-safe secrets with age encryption, masked views, handle passing, self-healing rotation, and Vault short-TTL credentials.

    Go

  4. aiitg aiitg Public

    AI Input Trust Gateway — hidden content auditor for documents fed to LLMs/Agents

    Python

  5. ai-skill-maker ai-skill-maker Public

    AI Skill Maker is a meta-skill for creating and refreshing reusable AI skills and assistant instruction bundles across platforms.

    JavaScript 1

  6. proctor proctor Public

    Agent Eval tool: score, audit & explain agent trajectories — metrics + causal failure attribution in pure Go.

    Go