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yagebin79386/README.md

Ruiqi Tan

AI-Native Superindividual Product Systems Builder · Silicon Awakening

I build and document governed AI systems that let one person research, decide, build, market, and operate real products. The through-line in everything below is the same: agents do the work, but every outward-facing or irreversible step passes a human-gated approval with a decision record behind it.


What I actually work on

Governed agent operating system. A multi-agent runtime where scheduled work is declared in a manifest and supervised by a registry-and-verifier pair, changes reach production through GitOps reconciliation with syntax gates and automatic rollback, and any externally-visible action is stopped at a fail-closed approval card. Expiry means not approved — a timeout never reads as consent.

Human-gated decision surface. Approval cards, typed decision records, and blocked-task escalation, so an autonomous system can run unattended without ever silently deciding something a human should own.

Provenance-first content and evidence. Marketing and research output grounded in a product-context document and an entity graph, with claims traceable to artifacts rather than to model recall.

Measurement as a first-class lane. Weekly deterministic quality rollups gate whether an expensive LLM review is warranted at all; delayed outcome signals only influence anything after enough observations exist. Quiet weeks cost nothing.

Things I have shipped or run

Stage
SA-OS + Hermes — governed multi-agent operating system, running my own operations daily implemented
Wakeworth — SME valuation and matchmaking platform production
AI Educator — structured problem-solving and learning system production
Mindscast — product-grounded marketing content platform in development
Vigaro — multi-agent dynamic defense architecture stage

Most of these run as private products. What I open here are the mechanisms — the governance, scheduling, and approval machinery that makes one-person operation of several products survivable.

Public work

  • fail-closed-gate — the approval protocol itself: file-backed gates, an append-only decision ledger, and expiry that blocks instead of consenting. The mechanism described above, extracted. Stdlib only.
  • schedule-sentinel — registry plus verifier that proves every scheduled machine is still alive, and catches drift between the registry and the scheduler in both directions. Extracted from the operations layer above. Stdlib only.
  • awesome-governed-agents — curated tools and prior art for agents whose consequential actions pass approval gates, policy checks, and auditable decision records.
  • openclaw-disk-cleanup — governed disk-reclaim agent skill for self-hosted VPS ops; dry-run by default, audited reclaim report.

More mechanism slices are being prepared for release.


📍 Luxembourg · ✍️ siliconawakening.tech · 💼 LinkedIn

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  1. AI_News AI_News Public

    Automated AI newsletter pipeline — scheduled source collection, LLM categorisation and rephrasing, static digest generation.

    HTML

  2. awesome-governed-agents awesome-governed-agents Public

    A curated list of tools and prior art for governed agents — approval gates, policy boundaries, decision records, and rollback for autonomous systems.

  3. fail-closed-gate fail-closed-gate Public

    Human approval gates for autonomous systems, where a timeout never reads as consent — file-backed requests, an append-only decision ledger, and fail-closed expiry: an unanswered gate blocks, and th…

    Python

  4. openvaluation openvaluation Public

    Startup valuation methods as auditable code — Berkus, Scorecard, Risk Factor Summation, VC Method, First Chicago and market multiples, each result carrying its derivation, assumptions, limitations …

    Python

  5. pdfroute pdfroute Public

    Decide which PDF pages actually need a vision model — and stop paying for the rest. Measures each page and routes only the dense tables, charts and scanned inserts to the model. Pure Python, one de…

    Python

  6. schedule-sentinel schedule-sentinel Public

    Prove every scheduled machine is still alive — a registry plus a verifier that catches silently dead cron jobs, agent runs, and timers, and drift in both directions. A checker that never fires is i…

    Python