Fail-Closed 账号环境管理器:11项环境指纹审计(Block-on-Fail)、手写STUN协议栈的WebRTC泄漏探针、Kill-Switch断网急停、多账号快照隔离、配置漂移自愈 —— 让真实IP在物理上无法泄漏
Evidence-first runtime for a wheeled mobile household robot with bounded actions, replayable events, and fail-closed verification.
Training-free Spectrum acceleration for ComfyUI’s native MiniMax H3 audio-video model. Uses Chebyshev ridge feature forecasting to skip selected H3 transformer evaluations, with adaptive scheduling, sampler-aware support for Euler, ER-SDE, RES, SEEDS and SA-Solver, CPU/VRAM history storage, and fail-closed native fallbacks.
Abliteration without the weights — projective refusal steering as a GLP vector + fail-closed boot hotfix.
Second-model AI auto-review for DeepSeek Harness approval requests: a read-only reviewer subagent returns structured allow/deny verdicts with reasons, fail-closed by default, fully auditable from the session log (approval/asked -> autoReview/verdict -> approval/decided).
Pluggable decision layer for the ego lite browser: one System One (Jev) call per step replaces the per-step LLM turn, and the backend can be swapped for a local OpenAI-compatible model. Fail-closed execution guards. The measured one — raw bench data, 16 suites, changelog with corrections.
⚡ Millisecond System-1 judgement for every tool call in DeepSeek Harness — Jev-powered risk classification & evidence-gated auto-approval. Fail-closed by construction. dsh 生态第一个 System-1 决策插件
每月约100元的个人级海外运营网络环境:路由器透明接管 + 自建VPS隧道(VLESS+Reality) + 独享住宅IP + 双层fail-closed。把仓库发给你的AI助手,全程自动搭建,高危步骤主动刹车。
Fail-closed optical context for Pi agents. Interface-only integration for external MemOCR and Glyph-compatible services.
Reconstruct scientific frameworks, mechanisms, and flow diagrams as native editable PowerPoint—with provenance-bound, fail-closed QA for Codex.
Fail-closed completion validation and path ownership for coding agents.
Fail-closed FTMO risk control service and MT5/cTrader adapters for position sizing, daily loss, news windows, frequency limits, and execution audit.
AI coding agent with one Python core and three front-ends — headless CLI, Textual TUI, and an Electron desktop. Works with any OpenAI-compatible API, with risk-tiered permissions, event-sourced replayable sessions, and a fail-closed OS-level sandbox.
Fail-closed cross-disciplinary research design, novelty, evidence, writing, and audit plugin for Codex-compatible agents.