heznpc

Building the ecosystem AI lives in

Curator of open-source infrastructure, research, and tools for the AI era.

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Five brand axes anchor the work: infrastructure (AirMCP), research (ploidy), trust (canary), traction (skillBridge), and signal (anvil). Around them sit five research programs, a stack of supporting tools, a lab of experiments, and an archive of what has already been learned.

Brand 5 · Product flagship

AirMCP

One MCP server for the Apple ecosystem (272 tools, 29 modules). Core infra — per-call HITL, HMAC-chained audit, OAuth 2.1 + Resource Indicators, allowNetwork policy — is the differentiated layer.

§ 01
Brand 5
5 axes
§ 02
Research Programs
5 programs
P1 Human-Controlled AI Systems 4 papers

Agent authority, HITL, audit, and forgetting. Tools side anchors the program; statute-of-limitations bridges to Program 4.

P2 Epistemic Failure and Correction 5 papers

Using AI to study AI. Cross-context debate, collaborative entrenchment, ADHD-as-advantage, hierarchy calibration.

P3 Representation, Language, and Cultural Cognition 4 papers

Stratified Platonic representations at the natural-language ↔ code interface, with cultural-cognition probes.

P4 AI-Mediated Accumulation 5 papers

Asymmetric default-bias, info silos, scatter-caching, streak mechanics, institutional forgetting.

P5 Synthetic Content and Measurement 5 papers

Production-detection asymmetry, AI-to-AI engagement loops, substrate chauvinism, alchemy-AGI homology.

P6 Analogy / theory layer 3 papers

Off-core but coherent — divination as inference, cross-cultural media studies, friction-based pedagogy.

§ 03
Supporting
7 items
§ 04
Lab
8 items
§ 05
Archive
1 item
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