A calibrated context sieve for Claude Code: every tool result is judged by a System One model before it enters context.
Drop-in AI memory layer with 2x faster retrieval and 10x lower cost. Fully compatible with Mem0 API. Migrate in 5 minutes without any code changes. Self-host for free.
ACL 2026 Code and Skills for “AMA: Adaptive Memory via Multi-Agent Collaboration”.
Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground
Blacksea is an active honeypot and canary-bait control system built to detect and drown LLM-driven attackers. Blacksea doesn't stop at watching LLM attacks. It exploits flaws in the attacker's LLM judgment to gain arbitrary code execution on their machines, collect intel passive defenses can't reach, and make sure they don't come back.
Self-evolution for any agent harness. Plug in. Evolve. Measure.
18 portable Agent Skills for voice-native AI, human judgment, microbets, social tact, writing, life systems, and safe deployment.
Automated Report Generation and Distribution System
具备自主经验涌现与上下文治理能力的 Agent 长期记忆系统
Nocturne Memory Core — A continuity layer for AI systems, connecting human-readable memory, selective Breath, Drive dynamics, latent notes, and evolving Trails. Evolved from Ombre Brain.让AI的记忆、状态与判断轨迹跨越会话继续抵达。一个连接记忆、主动记录与演化路径的连续性系统。樱花粉/灰烬黑双色前端
CYPRESS (Contextual Yield Protocol for Routed Expert Seed Systems) — a project- and vendor-agnostic multi-agent seed for AI coding tools. Drop it into any repo to give agents a large number of per-role expert team, named protocols, a progressive-discovery knowledge graph, and spec- and test-driven discipline by default.
AI agent operating system for Blender 5.2: bpy knowledge base, AGENT_OK execution contract, 3D-print production gate, worked keyboard and desktop-robot builds.
A three-level benchmark for evaluating audit depth, evidence allocation, and reliability in generative CAD systems.
This system uses python to analyze tennis balls and pinpoint bouncing location.
Agent operating system
NERV — a nervous system for robots: a language-model brain, a robot body and a world, coupled by one platform
让 AI 像人一样说话、创作的规则集。Ruleset for making AI talk and write like a human.
A system for an open, public record of government vehicles on public roads, run by volunteers. Private number plates are destroyed on the camera and are never stored.
:dog: Beagle is designed to be the unified platform for the broader Recursive Self-Improvement (RSI) ecosystem. Think of it as Hugging Face Trainer for agent evolution. Its efficient rollout engine enables evaluation and evolution at scale across different agents, datasets, benchmarks, and evolution methods.
🐳 DeepSeek Harness 插件聚合社区 — 自动同步 dsh-plugin 生态 · 精选目录 · 每 4 小时自动维护 | Oh-My-DSH: a community-maintained catalog of DeepSeek Harness plugins, auto-synced from the dsh-plugin topic
OpenTelemetry plugins for every coding agent, in the Agent Plugins format — a marketplace that runs itself: open an issue, the repository validates, reviews, lists and follows your plugin.
ESPN draft and lineup tools for Codex and other MCP clients, with browser sign-in, approval modes, per-team limits, and server monitoring.
Computer Vision pipeline that tracks vehicles and people in traffic footage and reports counts + congestion level.
Adaptive Human-Agent Teaming (HAT) & Smart Company (SmC) Infrastructure This repository implements a Human-Model-Free adaptive agent architecture. Instead of relying on rigid, computationally expensive human behavioral models, the system leverages real-time trajectory analysis and the Cross-Entropy
Sub-millisecond query routing & cost-aware execution for GraphRAG architectures. Adaptive-AtomRAG is a highly optimized conditional routing gateway designed to resolve the latency and cost bottlenecks of heavy Atom-Entity Graph (AEG) RAG systems.
BirdWatch is a solar-powered smart bird feeder with an ESP32-CAM. It captures visiting birds and uses AI to identify their species. A web interface lets you view photos, detected species, visitor history and system status, including battery, solar charging and power usage.
Deterministic telemetry & control plane for multi-agent AI systems. Atomic POSIX JSONL event bus, W3C/OpenTelemetry DAG reconstruction, and circular handoff guardrails.
Tesla multi-intent in-car agent (RAG + Skills)
A configurable, open-source job-discovery system for biotech, genomics, computational biology, bioinformatics, and adjacent life-science roles.
Open-source marketing system, designed for coding agents.
Enables real-time data processing and auto-scaling for cloud-based systems and modules. kept simple: just Cloud agnostic deployment
Bicameral deterministic AI runtime: Zero-hallucination System 1/2 reasoning engine with cryptographic audit trails (RFC 8785, Ed25519) and PoSP consensus arbitration.
Python-first systemic-risk research software for evidence-graded, bitemporal dependency graphs. Import JSON, CSV, GraphML, or NetworkX; run bounded shocks, compare constrained interventions and sensitivity surfaces, and export recomputation-verifiable RiskPacks. Includes 16 scenario-only cases and 11 connector contracts.
WispOmen is a dynamic, auto-configurable system that leverages real-time processing to enable auto-scaling capabilities for efficient system management.
A Home Assistant custom integration bridge, expose third‑party smart devices to Huawei whole‑home smart ecosystem, support Huawei Smart Life App and Xiaoyi voice control.
Capping GPU clocks on NVIDIA GB10: -12C peak temp, -36% GPU power, ~1.6% throughput cost. Measurement harness, raw data, and the systemd unit.
11 installable editorial systems for AI agents, based on leading public style guides.
Event-driven simulator for preemptive scheduling of periodic DAG tasks on multi-core edge platforms: EDF across graphs, modified-HEFT upward rank within a graph, and the Priority Ceiling Protocol on shared resources.
Vertical STEM explainer videos, built from a validated spec instead of generated animation code
A Raspberry Pi Zero W bedside clock appliance: HT16K33 7-segment display driven directly over I2C, NTP/DST-correct, with systemd packaging, HomeKit, and a printable case.
Meet JevEmbed — turn embeddings into decisions. Choose, score, and judge with your choice of embedding model.
Local proxy that learns your app's typed LLM decisions and answers them with a Laya head. Jev and OpenAI compatible.
RagPool enables real-time data processing across a distributed system, utilizing auto-scaling capabilities for optimized performance management.
Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with honest benchmarks
OpenThai-SystemOne: open Thai + English System One decision model (0.8B, 256-way slot head, Apache-2.0)
挖兔硬盘精灵 —— 免费无广告的 Windows 硬盘健康守护:SATA/NVMe 检测 · 六档颜色预警 · 开机静默体检 · 一键 HTML 报告 · 单文件绿色版
Ontology-driven e-commerce analytics system / 本体驱动的电商数据智能分析系统
OpenJev: open-source, local alternative to Jev. System-One decision models: typed questions in, calibrated probabilities out; general decisions and browser-agent steps.
Bring the Steam Machine’s 17-LED strip to life with Steam event alerts, game artwork, launch animations, custom effects, live weather, CPU/GPU monitoring, controller battery levels, and real-time screen color sync.
Codex-first, vendor-neutral RTL coding and verification skill using open-source tools
Hardware-aligned latent deliberation framework decoupling System 2 continuous reasoning from System 1 autoregressive decoding.
[NeurIPS'26] The official code implementation for paper "TokenRouter: Efficient Serving System for Token-Level LLM Routing"
Reference architecture, contracts, skills, and fixtures for safe evaluator-driven self-improving ecosystems.
community maintained vllm/vllm-omni style inference engine for system1 models in Rust for extreme efficient performance
Rearrange your Nintendo 3DS HOME menu from your PC: drag and drop icons, folders and system apps, with a live preview of the console screen and a backup before every write.
Decentralized Ed25519 Cryptographic Identity, Signed Message Bus, and Proof-of-Contribution Framework for AI Agents on Technocore ( Ecosystem)
A dual-path memory system for proactive agents. Facts and procedures in a local knowledge graph, exposed as a CLI, MCP tools and skills. No API key.
NRGISE Open is a Python framework for simulating local energy systems over time.
A local, API-compatible replacement for Jev, TypeSafe's System One model
HBFSim (HBF Sim): an open-source High-Bandwidth Flash (HBF) simulator. Runs real LLM inference on a real GPU and injects modeled HBF timing, capacity and thermal effects while the workload executes.