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Enabling Aggregate Intelligence
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Enabling Aggregate Intelligence

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snapsynapse/README.md

Snap Synapse

Sam Rogers

I build AI on-ramps for humans.

Sponsor Signals & Subtractions PAICE.work Daily LinkedIn dev.to sam--rogers.com

Follow for open standards, agent tooling, and measurement infrastructure. Weekly essays, regular shipping.

Founder, PAICE.work · Snap Synapse

Systems don't generally fail because the tech is bad. They fail at the handoffs between roles, between agents, between decisions that no one designed to connect. I build the standards, diagnostics, and tooling that make human-AI collaboration structurally sound, not just technically possible.

Interoperability over integration · Measurement over intuition · Structure over speed


Aggregated Intelligence

True intelligence in the AI era is composite: human and machine capabilities combined into something neither can achieve alone. PAICE.work operationalizes this through an Aggregated Intelligence Posture (AIP) measured across three vectors, bounded by the weakest:

Vector Product What it measures
People PAICE.work How effectively humans and AI actually collaborate. Behavioral, not self-report.
Infrastructure Siteline How ready an organization's digital presence is for AI agents acting on behalf of humans
Regulation EveryAILaw How informed and prepared an organization is for AI-specific compliance

One score, one slide, three places to invest.


PAICE Portfolio: Open Infrastructure

Released independently because interoperability is the point, not lock-in. Built because the existing ecosystem couldn't deliver fast enough.

Project What it does
graceful-boundaries Spec for how services communicate operational limits and error context to humans and autonomous agents
turnfile File-based protocol for LLM agents to collaborate on shared codebases without real-time channels
skill-provenance Version identity and integrity verification for agent skill bundles across sessions, surfaces, and platforms
skill-a11y-audit Drop-in WCAG 2.1 AA accessibility audit for AI coding agents
hardguard25 25-character alphabet for human-friendly unambiguous IDs. Crockford Base32 minus 11 confusable characters.
knowledge-as-code-template Pattern for building structured, agent-accessible knowledge bases: static sites, JSON APIs, multi-output from markdown
AITool.watch Evidence-backed reference for AI capabilities, pricing, and platform support across major providers
paice-foundation Single-page portfolio site for PAICE.work PBC at paice.foundation

Privacy-preserving verification via PAICE-NEAR, consolidating into the main PAICE repo.


Snap Synapse utilities

Personal tooling. Not part of the PAICE Portfolio brand. Open source.

Project What it does
VirtualClassroom.watch Structured reference tracking virtual meeting and classroom platform capabilities
substack2md Convert Substack newsletters to markdown for local archives and consistent RAG storage
audible-pdf-renamer Rename cryptically-named Audible PDF companions to their actual book titles

Contributing upstream

Active contributor to other people's projects that I use and care about.

Project Upstream My contribution
OB1 Nate B. Jones' Open Brain Extensions, recipes, skills, and primitives in the Open Brain ecosystem
agentlink Martin Mose Facondini's agentlink CLI enhancements proposed upstream in PR #2: detect, scan, hooks, sync --backup, global config, integration tests

Companies

  • PAICE.work PBC measures how effectively people and AI systems collaborate. Behavioral diagnostics for People + AI Collaboration Effectiveness.
  • Snap Synapse LLC helps teams and orgs apply AI responsibly, without the usual drama or damage. Structured implementations that move from AI promise to AI practice.

Support this open infrastructure

The open standards and tooling above are free and always will be. Sponsorship keeps specs evolving, tests passing, and tooling free for everyone. The commercial products (PAICE.work, Siteline, EveryAILaw) sustain themselves through paid tiers.

github.com/sponsors/snapsynapse


Collaborating

Currently looking for people working on agent communication protocols, human capability measures, AI regulations and governance structures, and aggregate intelligence infrastructure. Reach out: hello @ sam-rogers .com

Pinned Loading

  1. knowledge-as-code-template knowledge-as-code-template Public template

    A template for building structured, self-healing, agent-accessible knowledge bases. Zero dependencies. Git-native. Ontology-driven. Multi-output.

    JavaScript

  2. graceful-boundaries graceful-boundaries Public

    A specification for how services communicate operational limits and error context to humans and autonomous agents.

    HTML 4

  3. skill-provenance skill-provenance Public

    Version identity and integrity verification for Agent Skills. Tracks versions, detects staleness, and verifies bundle integrity with SHA-256 hashes across sessions, surfaces, and platforms.

    HTML 3 1

  4. turnfile turnfile Public

    file-based protocol for making LLM agents collaborate on shared codebases without real-time communication

    JavaScript 4

  5. ai-tool-watch ai-tool-watch Public

    Evidence-backed reference for AI capabilities, pricing tiers, availability, and platform support across ChatGPT, Claude, Gemini, Copilot, and more.

    JavaScript 6 1

  6. substack2md substack2md Public

    Convert Substack posts to clean, Obsidian-friendly Markdown using your authenticated browser session.

    Python 23 3