Half-developed local leads workbench prototype for AI content, video automation, keyword research, account warming, and publishing workflow study.
CNBE-32: research-prototype 32-bit structural encoding for CJK; stable Python SDK supports Basic CJK encode/decode and lookup.
Research prototype for trace-based observability and failure analysis in retrieval-augmented generation.
A systems-level analysis engine that models sleep as a recovery debt process rather than a nightly outcome. Using physiological traits and ecological pressure signals, it estimates predicted sleep need, quantifies sleep debt, and visualizes how stress accumulates silently before visible fatigue or failure occurs.
Early exploration of hybrid quantum-classical neural networks: a Python prototype that runs a 3-qubit GHZ circuit on Qiskit's local simulator beside a small Keras network, plus a planned package layout. Classical simulation only.
Concept paper for using living mycelium as a self-repairing substrate for AI, plus a Python prototype: scikit-learn models that predict mycelium growth from environmental readings, served with FastAPI. Bring your own data; no bio-interface yet.
Rust protocol lab for SNARK building blocks: Sumcheck, Zerocheck, PermCheck, IPA polynomial commitments, fuzzing, release evidence, and visualizer.
Experimental hierarchical external memory for AI assistants, designed to reduce context contamination and localize memory updates.
A counterfactual network digital twin for safe agentic remediation in multi-tenant AI data-center fabrics: action-conditioned causal inference, uncertainty-aware safety gate, and verified rollback.
A post-symbolic physics framework modeling intelligence, collapse, and emergence through entropy flow.
Cryptographic impact-bounded authorization leases for disconnected hybrid-infrastructure control planes
SENTINEL: an authority-attenuating immune architecture for AI agents. Detect and contain compromised agents without giving the defenders unrestricted authority.
An experiment in giving an LLM grounded spatial context on a tldraw canvas plus an AI companion that observes, reflects, and proposes changes back, always accept-gated
Let's activate Net://Anchor
隐私优先的困境儿童心理健康文本评估研究原型 | Privacy-first text assessment research prototype for child mental-health contexts.
Structured memory for agents: weighted retrieval and replayable evidence paths
Interactive demonstration platform exploring post-quantum cryptography, blockchain security, and sustainable distributed trust through participatory user experience and real quantum hardware execution.
脉冲神经网络认知原型：纯局部学习规则（无代理梯度）+ SNN 自主调度 LLM。Spiking neural network cognitive prototype — purely local learning rules (no surrogate gradients), SNN autonomously schedules an LLM, modality-plugin architecture. 研究原型，非生产框架 / research prototype, not a production framework.
Research-oriented Vulkan rendering prototype exploring dynamic, decoupled rendering workflow expression and system-level orchestration. Focused on Dynamic Editable Rendering (DER), system graphs, and modern Vulkan capabilities, rather than visual fidelity or production readiness.
MPL (Mathematics Programming Language) — write the equation, run the equation. A programming language built entirely from mathematical notation: culture-agnostic, English-free, readable by anyone who knows the math. Complete ANTLR parser proves the concept; interpreter and runtime are the frontier. Contributors wanted.
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