Collective Intelligence NetworkResearch & design project
← All notes Open principle library · Full untruncated edition

All 550 starting principles, open to be challenged and merged

On the front page we distil our nineteen core commitments and forty-four working design rules.

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Here is the complete, unshortened 4-part dialectical analysis of all 550 principles behind them—spanning 434 foundational ideas from our first brainstorm and 116 newer safeguards covering post-profit economics, lightweight edge sensors, shared ledger clearing, risk-scaled consent, and private agent training.

21 October 2026 · Complete…

21 October 2026 · Complete untruncated library · Clean mathematical notation · Interactive Git-style sharded merge test-net

1. UNTESTED CORPORATE PLEDGES & VAGUE ETHICS • Top-down PR boards with 0 community merge rights • Hidden trade-offs and unstated failure conditions • Overridden whenever quarterly revenue is threatened Outcome: Ethics theatre with 0 runtime teeth 2. CIN 550-PRINCIPLE DIALECTICAL GIT CORPUS ✓ 550 principles across 67 themes + steelman critiques ✓ Distilled into 44 protocol specs & 19 safety floors ✓ Open Git-style community forks, votes & merges Outcome: Living, falsifiable constitutional floor
Open principle test-net & symbolic Git merge

How communities update principles over time—like a distributed git merge

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On our Open Principle Realignment Test-Net, each participant’s personal agent projects lived friction onto a clean 12-dimensional concept vector (vu,k ∈ ℝ12) on-device and coheres community updates via Weiszfeld geometric medians.

Initializing D3.js v7 Weiszfeld L1 Geometric Median & 550-Principle Cluster Visualizer...
Inspect Two-Stage Sharded Weiszfeld L1 Geometric Median & Orthogonal Subspace equations ▾

To cohere millions of people onto the same principle chain without letting a 50,000-bot swarm hijack the vote—and without averaging away specialized community needs into a “muddy middle”—the network runs a Two-Stage Sharded Geometric Median & Orthogonal Subspace Upsert (Subspace-Preserving Geometric Median & TIES-Merging Weight Aggregation (SH-WGM-Upsert)):

Stage 1 (Intra-Community Shard Geometric Median — 50% Byzantine fault tolerance): Within each community shard Cs, verified human nodes (wu = 1) compute the L1 Fermat–Weber geometric median via smoothed Weiszfeld iteration (and O(p) streaming Cardot–Cénac–Zitt updates):
μs(k) = argminμ ∑u ∈ Cs wu ‖vu,k − μ‖2
Stage 2 (Cross-Shard Meta-Median & Orthogonal Subspace Upsert): Across shards, shared global axes merge via square-root-weighted Weiszfeld meta-median (√|Cs|), orthogonal community discoveries (|cos(Δμa, Δμb)| < 0.25) merge losslessly via direct-sum projection, and opposite local conditions branch by context while locking all 19 foundational floor protections (ΠFloor):
ΔMmeta(k) = ΠFloor( Pshared ΔMWGM(k) ⊕ ∑d ∈ D⊥ Pd⊥ Δμs(d)(k) )
Interactive Shard Controls, Principle Selector & Symbolic Git Diff ▾

1. Select Principle, Aggregation Formula & Active Shards

Toggle 6 participating community shards (1,050 verified humans + 50,000 Sybil bots) ▾
Toggle participating community shards (1,050 verified humans + 50,000 sybil bots):

2. Cohered Vector Output & Symbolic git diff Commit

Inspect symbolic git diff commit output ▾
How to join the Principle Realignment Test-Net & register a community shard ▾

A principle chain is only as wise as the breadth of real human lives represented in its shards. Right now our test-net simulation models 30 personas and 6 community shards—we need real nurses, farmers, teachers, open-source maintainers, mechanics, caregivers, and independent researchers to test local agent nodes, propose new principle branches, and challenge existing weights. Try our Local Symbolic Cyber-Space Activity Collector & Dynamic Community Search Sandbox, browse the 105-Platform Federated Social Engagement Directory, test the browser memory prototype, or write to [email protected] to register a community test shard.

Launch interactive 7-stage closed-loop society & ledger demo ▾
An ever-morphing library & ledger

Interactive demo: from a human and a sensor, to the ledger, to economy, governance, and evolving principles.

Neither the 550-principle library nor the shared ledger is frozen in stone. Pick a real-life scenario below—or click any of the 7 stages in the diagram—to watch how a lightweight sensor observes human activity without surveillance, signs it onto the personal ledger, settles 5-dimensional value and demurrage on the shared ledger, enforces democratic governance, and adjusts the network’s trajectory.

↺ EVER-MORPHING FEEDBACK LOOP: Collective signals re-weight the 550 principles & adjust the network trajectory Stage 1Human & Sensor<1 mW Somatic Ring97% liveness check0 raw bytes leave Stage 2Personal LedgerOn your own device2-of-2 PUF + TPMAir-gapped history Stage 3Shared LedgerZero-knowledge proof3 independent watchersAnswers, never data Stage 4Bounded Agents5 permission rings4 training gates30-day thriving label Stage 55D EconomyVital, effort, lineage$25k floor (0% decay)Idle hoard demurrage Stage 6Governance1 person, 1 voiceRisk-scaled quorumPower = visibility Stage 7Morphing Rules550 principles adaptWeights re-balanceTrajectory shifts
Stage 1 of 7 · Human & Lightweight Sensor (< 1 mW)

Maria finishes an 8.5-hour night shift in the emergency room

Her open-hardware Hardware-Attested Biometric Liveness & Physical Presence Verification (PUF + FIDO2/WebAuthn; Somatic Witness) ring senses coupled pulse-breath variability and muscle micro-vibrations on the chip. It confirms a real, uncoerced human is present (97.0% liveness), classifies 8.5 hours of high-intensity clinical care plus rising sleep debt, and overwrites the raw heartbeat waveform every 30 seconds.

Sensor Enclave -> Human Liveness: 0.9704 | Activity: Clinical Care (8.5h) | Sleep Debt: +2.4h | Raw Biometrics Shared: 0 bytes
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