starshard-ai
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architecture-v1
architecture-v1 PublicArchitecture, safety charter, quickstart, and philosophy for Starshard — a substrate for multi-agent personal AI where user-owned memory is the primary layer and agents are peripherals.
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reversible-layer-aging
reversible-layer-aging PublicReproducible re-analysis on two human EPIC datasets asking whether partial epigenetic reprogramming reverts the causal-damage (DamAge) or the adaptive (AdaptAge) methylation layer — the two layers …
Python 1
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living-information-system
living-information-system PublicPublic front door to a one-person, AI-assisted interdisciplinary research program on information and its future-reachability — how reachability is created, stored, degraded, and repaired in physica…
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starshard-communication
starshard-communication PublicAn open, user-owned communication substrate for personal AI agents: inbox, addressing, trust tiers, policy and receipts — plus SPEC-0003 on agent-to-agent identity, authentication, delegated author…
Python 1
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reference-impl
reference-impl PublicPhase 0 reference server for the Starshard memory hub: FastAPI + SQLite + MCP bridge, giving any Claude Code / Codex / MCP agent persistent memory across sessions and machines.
Python
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agent-continuity-demo
agent-continuity-demo PublicSmallest runnable proof of four multi-agent coordination primitives: shared cross-agent memory, a content-gated permission boundary, a receipt per action, and cross-session work-claims. Stdlib Pyth…
Python
Repositories
- architecture-v1 Public
Architecture, safety charter, quickstart, and philosophy for Starshard — a substrate for multi-agent personal AI where user-owned memory is the primary layer and agents are peripherals.
- starshard-communication Public
An open, user-owned communication substrate for personal AI agents: inbox, addressing, trust tiers, policy and receipts — plus SPEC-0003 on agent-to-agent identity, authentication, delegated authority and secure messaging with no central platform.
- agent-mail-stack Public
Email as a durable channel for a personal AI agent: SMTP with a local spool, IMAP attachment fetch, owner-only delivery for background agents, mail → agent wakeup
- selfhost-chat Public
Self-hosted web chat for a personal AI agent: per-contact rooms, open signup with spend guard, and phone → own-machine remote control. One app.py + one index.html per mode.
- signal-agent-pipeline Public
signal-cli as a linked device + send/receive/send-attach wrapper + file drop to your phone — the Signal channel adapter of the Starshard communication stack
- agent-native-communication Public
Whitepaper: Agent-Native Open Communication Architecture (中文, CC BY-SA 4.0) — the position paper behind the Starshard communication stack
- fleet-coordination-protocol Public
Fleet Coordination Protocol (FCP) v0 — a thin coordination wire above any agent runtime: shared-memory facts, work-claims, receipts before irreversible actions, and belief-conflict quarantine.
- agent-continuity-demo Public
Smallest runnable proof of four multi-agent coordination primitives: shared cross-agent memory, a content-gated permission boundary, a receipt per action, and cross-session work-claims. Stdlib Python, runs in ~1s.
- reviewer-wheels Public
Five installable Claude Code verification skills for multi-agent coding: a drift mirror, an adversarial review panel, a reuse compiler, a frontend smoke gate, and a delegation bound — for when both agents say done and nobody verified.
- ilya-ml-scientist Public
Give Claude Code an AI-scientist persona for machine-learning direction calls: name the crux, earn a top-down belief through four simultaneous gates, register its kill-condition, then design the experiment that would kill it. 给 Claude Code 装一个 AI 科学家人格。
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