Working systems
Products and developer tools with concrete capabilities, limitations, and implementation details.
Independent software, developer tools, assurance architecture, applied research, and public technical progress.
Frequency SafetyProtocol explores how legitimate free and shared connectivity can be used safely by separating network usefulness from network trust, protecting public-network traffic, minim
Read latest update →Recent work on agentic systems keeps exposing the same pattern: improving one layer rarely removes failure; it often relocates it. The practical problem is to preserve uncertainty, authority
Read latest update →The Brain and the MachineWhat Human Intelligence Reveals About AI GovernanceComparisons between the human brain and artificial intelligence usually begin with obvious measurements: neurons v
Read latest update →Products and developer tools with concrete capabilities, limitations, and implementation details.
Architecture and assurance work documented closely enough to understand what changed and why.
Trust, privacy, verification, and release information are shown as structured facts rather than generic promises.
Concrete capabilities, current state, implementation details, and direct product or source links.
Keep architecture memory beside the code: find missing or stale nodes, review drift, and export clean AI/dev handoff context.
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Standalone forensic reconstruction for AI-agent executions. Rebuild what happened, identify the first provable divergence, and preserve the evidence supporting that conclusion.
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Continuous integrity verification for MCP servers. Detect whether the security-relevant server running now still matches the server that was originally approved.
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Independent assurance for AI-agent execution boundaries. Compare intended, authorized, and observed state transitions to determine whether execution stayed within its permitted boundary.
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Evidence-first representation-divergence analysis for text, documents, and HTML. Find material differences between what humans see and what software actually receives.
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Semantic proof-of-change for pull requests. Identify changes in behaviour, authority, failure semantics, assumptions, and guarantees that may not be obvious from the code diff.
Secure, offline-first state tracing and diagnostic utility for JavaScript apps.
Simple inventory and box tracking for moves, storage, supplies, and family organization.