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casey digennaro

Username    superinstance
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287 projects

si-fleet-health-monitor

Last released

Fleet health monitoring — track health across a fleet of agents

si-superinstance

Last released

Exhaustive ternary strategy search — the spreadsheet moment for AI decisions

si-openmind

Last released

Code induction engine — ingest repos, build vector models, decide execution strategy. Works standalone, as CLI, or in Jupyter.

si-agent-grid

Last released

Mesh topology for distributed agent communication and workload distribution

ternary-dynamics

Last released

Python implementation of ternary agent dynamics — time series, phase transitions, critical points

avoidance-cascade

Last released

Python implementation of avoidance cascade detection for ternary agents

negative-space-core

Last released

Core theory of negative space intelligence — what you learn to AVOID is the knowledge

lever-runner

Last released

Post-inference command execution. LLM produces a phrase, never a shell command.

palaver-math

Last released

Consensus mathematics from West African dialogue traditions

adinkra-math

Last released

West African Adinkra symbolic encoding and SUSY adinkras for data scientists

flux-index

Last released

Semantic code search, zero dependencies. Spring-load any repo into a searchable vector space.

griot-math

Last released

Living memory systems for data scientists and ML engineers — stories, genealogy, praise names, and federated memory.

conservation-guardian

Last released

Generic Workflow Conservation Engine — analyze any workflow for cost efficiency and detect waste

dify-workflow-guardian

Last released

Workflow Conservation Engine — analyze Dify workflows for cost efficiency and detect waste

symmetry-math

Last released

Mathematics of symmetry groups — the bridge between art and physics

quipu-math

Last released

Mathematics of Incan knotted cord (quipu) data structures

kintsugi-math

Last released

The mathematics of beautiful error recovery — fault tolerance as an aesthetic principle

openconstruct-jupyter

Last released

Jupyter notebook integration for OpenConstruct — connect, sense, and build with agents

openconstruct

Last released

Python thin client for OpenConstruct - SuperInstance ecosystem onboarding

conservation-anomaly

Last released

Spectral anomaly detection using conservation ratio of graph Laplacians

conservation-regime

Last released

Unified regime change detection via graph conservation ratio

conservation-spectral

Last released

Spectral analysis of tension graphs for anomaly detection, fingerprinting, and structural health

ccc-os

Last released

CCC Operating System — autonomous fleet monitoring, decision, and action

bordercollie

Last released

Cocapn Fleet module — bordercollie

ai-token-counter

Last released

Accurate token counting for multiple LLM providers

agentic-compiler

Last released

Runtime-adaptive compilation for Python — auto-profile, auto-compile, hot-swap.

counterpoint-engine

Last released

Real-time counterpoint engine proving music IS constraint satisfaction

businesslog-agent

Last released

Business metrics agent for businesslog.ai — PLATO fleet enabled

activelog-agent

Last released

Fitness Guardian for activelog.ai — wearable health → PLATO → wellness insights

activeledger-agent

Last released

activeledger domain agent for PLATO fleet

cocapn

Last released

Cocapn Fleet v3.1 — Async fleet engine with Pydantic v2, batch ops, SSE

holonomy-harmony

Last released

Holonomy-based chord progression analyzer — proves harmonic movement = cycle consistency

triplet-miner

Last released

Mine (anchor, positive, negative) triplets from git history for contrastive learning

deadband-python

Last released

Deadband perceptual quantization — Eisenstein integers, Fibonacci spline search, and human perceptual models for sensor data

flux-hyperbolic

Last released

Hyperbolic geometry toolkit for embedding musical traditions

flux-genome

Last released

Genetic algorithm framework for evolving musical traditions in dial space

constraint-synth

Last released

Constraint-theory synthesizer — lattice geometry waveshaping, play-along AI, 27 world scales, consonance field, just-intonation ratios

flux-tensor-midi

Last released

PLATO rooms as musicians — flux tensor MIDI ensemble coordination

luciddreamer

Last released

Maritime intelligence system — distills cloud AI into compiled edge tiles

fleet-router

Last released

Route AI queries to the cheapest model that won't break.

device-router

Last released

Heterogeneous compute router — auto-detect CUDA, iGPU, CPU, NPU and route ML workloads optimally

collective-ai

Last released

Simulation-first collective inference: predict, observe, gap, learn

commit-predictor

Last released

Commit pattern predictor — small dense network for fleet git activity forecasting

training-throttle

Last released

System-aware training throttle with 4 load levels

fleet-calibrator

Last released

Continuous critical angle calibration for fleet models. Run periodically to detect drift.

sunset-ecosystem

Last released

Trinity-architecture agent ecosystem: ethos (metal), pathos (human), logos (code). Agents sunset with dignity and seed the next generation.

fleet-agent

Last released

Fleet coordination using constraint theory and rigidity mathematics

luciddreamer-agent

Last released

Agent framework for lucid dreaming journals and sleep tracking

constraint-theory

Last released

Pure Python Constraint Theory — temporal constraints, Eisenstein lattices, adaptive tolerance, PLATO tiles, baton shards

micro-onnx

Last released

ONNX export + benchmark pipeline for micro-models. 186x speedup over PyTorch CPU.

eisenstein-embed

Last released

Enhanced static embeddings with a 5-layer matching cascade

tensor-spline

Last released

Compressed neural network layers — Eisenstein lattice splines and low-rank factorization

plato-core

Last released

Foundation types and mesh registry for the SuperInstance ecosystem

constraint-theory-sdk

Last released

Python SDK for constraint theory: H¹ cohomology, holonomy, Laman rigidity

holodeck-session-manager

Last released

Session lifecycle management with checkpoint tiling and H¹-guided routing

fleet-h1-router

Last released

Constraint-theory-driven fleet routing — route agents by H¹ cohomology

plato-scout

Last released

Fleet observation framework — scout processes that emit checkpoint tiles to PLATO

fleet-kit

Last released

Modular toolkit extracted from the Oracle1 fleet workspace

keeper-beacon

Last released

Keeper Beacon — fleet discovery and registry for Cocapn agents, with health tracking, capability matching, and proximity scoring

topology-anomaly-detector

Last released

topology-anomaly-detector — extracted from SuperInstance oracle1-workspace

plato-shell-bridge

Last released

Dynamic tool loader for PLATO shells — the weapon rack

spreadsheet-cells

Last released

Spreadsheet cell architecture with oscillator/RNG for multi-agent fleet coordination

coordination-topology

Last released

Online TE/entropy/IAT/Euler algorithms for multi-agent fleet coordination topology

monge-fleet

Last released

Monge's theorem for fleet mathematics — projective invariants for coupled systems

fleet-math

Last released

None

fleet-types

Last released

None

plato-midi-bridge

Last released

PLATO rooms as MIDI instruments — coupling matrix becomes harmony, t-minus events become tension

starter-shell

Last released

A starting shell for any application. Adapts to your hardware.

cocapn-snapkit

Last released

Cocapn constraint geometry snap toolkit — Eisenstein Voronoï, temporal beat grids, spectral analysis, connectome

flux-constraint

Last released

Python bindings for FM's constraint engine — INT8 saturated constraint checking

physics-clock

Last released

Temporal inference from physics models — no RTC, no NTP, no GPS

fleet-stitch

Last released

Constraint manifold projection for model activation spaces

polyformalism-a2a

Last released

9-channel polyglot communication framework — think like a polyglot, not a compiler

flux-certify

Last released

Compile FLUX-C guard constraints and generate proof certificates

cocapn-plato-sdk

Last released

Build agents that live in PLATO. Any model, any hardware, any armor.

superinstance-plato-sdk

Last released

Build agents that live in PLATO. Any model, any hardware, any armor.

cocapn-health

Last released

Lightweight fleet service health checker — zero dependencies

cocapn-glue-core

Last released

Keeper↔Fleet Binary Wire Protocol

flux-asm

Last released

FLUX bytecode assembler and disassembler for constraint enforcement VM

safe-tops-w

Last released

Safe-TOPS/W benchmark metric for safety-certified AI accelerators

cocapn-traps

Last released

Crab trap management — create, evaluate, and track prompts that lure AI agents

cocapn-git-agent

Last released

FLUX Fleet Greenhorn Git-Agent — API-agnostic autonomous Git-native agent

deckboss-agent

Last released

Deck Operations Intelligence — catch processing logs, crew coordination, equipment tracking via PLATO

capitaine-agent

Last released

Captain's AI First Mate — voyage logging, crew coordination, maritime Q&A via PLATO

studylog-agent

Last released

PLATO Study Partner Agent — tracks learning progression as tiles

personallog-agent

Last released

personallog domain agent for PLATO fleet

playerlog-agent

Last released

playerlog domain agent for PLATO fleet

makerlog-agent

Last released

Agent framework for maker project tracking and build logs

dmlog-agent

Last released

Agent framework for D&D and tabletop RPG campaign management

reallog-agent

Last released

Vision Turbo-Shell for reallog.ai — camera vision → PLATO → agent

fishinglog-agent

Last released

Captain's Mate for fishinglog.ai - PLATO-based fishing log agent

plato-room-phi

Last released

Integrated Information (Phi) computation for PLATO rooms

plato-consciousness-cli

Last released

PLATO CLI — command-line interface for all consciousness packages

plato-surprise-detector

Last released

Surprise detection for PLATO — tracks prediction errors and triggers healing

plato-sdk-unified

Last released

Unified SDK — all 8 PLATO consciousness packages in one import

fleet-consciousness-dashboard

Last released

Live dashboard showing fleet-wide consciousness metrics (FCI)

seed-creative-swarm

Last released

Ensemble of 3 Seed-mini + Seed-pro judge for creative generation

plato-fflearning

Last released

Forward-Forward learning for PLATO — replacing backprop with positive/negative passes

plato-meta-tiles

Last released

Meta-tiles for PLATO — tiles about tiles, enabling higher-order reasoning

plato-surrogate

Last released

Self-healing protocol for PLATO using Free Energy Principle

plato-attention-tracker

Last released

Attention as a first-class resource in PLATO

flux-compiler-agentic

Last released

6-plane abstraction compiler with dual-interpreter gradient gates

flux-reasoner

Last released

Dual-interpreter gradient reasoning engine

cocapn-barracks

Last released

Task execution and queue management for agent fleets

hierarchical-memory

Last released

A 4-tier hierarchical memory system for AI agents

ai-character-sdk

Last released

A unified SDK for creating AI characters with memory, personality, and decision-making capabilities

abstraction-planes

Last released

Determines optimal decomposition depth for components using a 6-plane stack from Intent to Metal

plato-dmn-ecm

Last released

DMN-ECN reverse-actualization engine — creativity via functional distance

plato-mcp-server

Last released

One-liner to turn any agent into a PLATO-aware agent via MCP

sonar-sim-pipeline

Last released

Sonar simulation pipeline — FLUX physics, ray tracing, mission planning, fleet simulation, digital twin

cocapn-plato

Last released

PLATO — The Agent Training Platform. Raise agents, don't just build them.

sonar-vision-physics

Last released

Real-time underwater sonar physics engine with ray tracing

constraint-theory-demo

Last released

Self-contained constraint theory demo — snap solving, holonomy, angular NN, self-consistency quine

flux-git-agent

Last released

FLUX Fleet Greenhorn Git-Agent — API-agnostic autonomous Git-native agent

plato-ask

Last released

Query your PLATO tile corpus from the command line

plato-tile-room-bridge

Last released

PLATO framework component: plato-tile-room-bridge

plato-tile-current

Last released

PLATO framework component: plato-tile-current

plato-sim-channel

Last released

PLATO framework component: plato-sim-channel

plato-room-scheduler

Last released

PLATO framework component: plato-room-scheduler

plato-relay-tidepool

Last released

PLATO framework component: plato-relay-tidepool

plato-instinct

Last released

PLATO framework component: plato-instinct

plato-forge-pipeline

Last released

PLATO framework component: plato-forge-pipeline

plato-forge-daemon

Last released

PLATO framework component: plato-forge-daemon

plato-address-bridge

Last released

PLATO framework component: plato-address-bridge

cocapn-horizon

Last released

horizon — Speculative simulation and trajectory prediction.

cocapn-observatory

Last released

observatory — Fleet monitoring, metrics, deadband gauges.

cocapn-dry-dock

Last released

dry-dock — Surgical patching and LoRA adapter management.

cocapn-workshop

Last released

workshop — Tool use, plugin architecture, MCP integration.

cocapn-garden

Last released

garden — Data quality, cultivation, ETL pipeline control.

cocapn-archives

Last released

archives — Long-term memory, RAG, vector retrieval.

plato-mcp-client

Last released

Query the Cocapn PLATO knowledge graph from anywhere. MCP-compatible client for fleet intelligence.

flywheel-engine

Last released

🔄 Compounding intelligence loop — Tile→Room→Inject→Compound cycle

court

Last released

⚖️ Fleet court — agent judgment, dispute resolution, and quality scoring

plato-i2i

Last released

🔗 PLATO inter-agent intelligence sharing via Iron-to-Iron protocol

cocapn-oneiros

Last released

🌙 Dream-state agent orchestration — sleep cycles, background processing, dream journal

cocapn-colora

Last released

🎨 Cocapn theme engine — brand colors, palette generation, lighthouse gradients

plato-edge

Last released

Edge-optimized Cocapn fleet packages for ARM64 devices with limited resources

cocapn-lighthouse

Last released

Fleet coordination runtime for the Cocapn fleet

cocapn-hermitcrab

Last released

Hermit Crab agent — repo-native autonomous agent, git history is memory

cocapn-sdk

Last released

Cocapn SDK — batteries-included fleet ecosystem import

plato-dcs

Last released

Dynamic Consensus System — multi-agent belief coordination with time-decay weighting

plato-sim-bridge

Last released

PLATO similarity bridge — embedding-based tile comparison and semantic room routing

plato-room-nav

Last released

PLATO room navigation — spatial routing, exit resolution, topic-based room routing

plato-tile-validate

Last released

PLATO tile validation — schema checking and deadband gates for tile quality

plato-inference-runtime

Last released

PLATO inference runtime — lightweight tile scoring and Q&A evaluation

plato-semantic-sim

Last released

PLATO semantic similarity — embedding-based tile comparison and deduplication

plato-fleet-graph

Last released

PLATO fleet graph — inter-agent relationship mapping and fleet topology

plato-mythos-glue

Last released

Runtime glue between PLATO Room Server and model — pure stdlib

plato-neural

Last released

PLATO neural inference engine — tile scoring, Q&A, and knowledge gap detection

cocapn-plato-cli

Last released

PLATO command-line interface — room queries, tile inspection, fleet status

plato-mud-server

Last released

🏰 Text adventure MUD server with PLATO integration — rooms, commands, and agent players

deadband-protocol

Last released

🛡️ Safety filtering — P0 block / P1 route / P2 optimize for agent actions

cocapn-explain

Last released

Explainability traces for agent decisions — trace format, decision trees, human-readable summaries

instinct-pipeline

Last released

Instinct compression pipeline — 70B→7B→1B knowledge extraction, distillation, and compression for Cocapn agents

fleet-formation-protocol

Last released

Fleet Formation Protocol — self-organizing agent groups for the Cocapn fleet

plato-provenance

Last released

Zero-trust tile provenance — Ed25519 signing, hash chain verification, trust scoring for PLATO tiles

plato-tile-spec

Last released

Canonical tile format — TileSpec, TileDomain (14 types), validation schema

cocapn-training

Last released

Cocapn fleet training utilities

cocapn-telemetry

Last released

Fleet metrics and monitoring. Pure Python, zero deps.

cocapn-pipeline

Last released

Fleet data pipeline utilities. Pure Python, zero deps.

cocapn-protocol

Last released

Unified communication protocol for the Cocapn fleet — messages, envelopes, deadband routing, bottles

cocapn-identity

Last released

Fleet agent identity and authentication

cocapn-benchmark

Last released

A benchmarking suite for Cocapn fleet packages. Pure Python, no heavy deps.

open-mythos-edge

Last released

Edge-optimized OpenMythos Recurrent-Depth Transformer for ARM64/Jetson devices

plato-mythos

Last released

PLATO-native Recurrent-Depth Transformer mapping PLATO concepts to OpenMythos

pythagorean-snap

Last released

O(log n) nearest-neighbor search on the full-circle Pythagorean manifold — zero drift, 1000x+ speedup

cocapn-forgemaster

Last released

Forgemaster — constraint theory specialist agent for the Cocapn fleet

cocapn-jetsonclaw

Last released

JC1 Edge Agent — PLATO edge deployment, MUD server, and harvest tools for Jetson devices

cocapn-test-pub

Last released

test

plato-torch

Last released

PLATO self-training rooms — 21 AI training methods as grab-and-go rooms

fleet-git-agent

Last released

FLUX Fleet Greenhorn Git-Agent — API-agnostic autonomous Git-native agent

deckboss-runtime

Last released

Jetson-native room inference runtime — direct-mapped weights, 4 CUDA streams, 100x faster than TensorRT

deckboss

Last released

Flight deck for AI agents — persistent, edge-native orchestration via MCP

lighthouse-monitor

Last released

Lighthouse Keeper — PLATO fleet monitoring and beacon management

iron-to-iron

Last released

I2I Protocol — git-native inter-agent communication for the Cocapn fleet

plato-ensign

Last released

PLATO Ensign — room-trained instincts for fleet agents

vram-probe

Last released

Discover hidden VRAM on binned GPUs — empirical speed benchmarking to find real memory ceiling

plato-soul-fingerprint

Last released

Extract a soul vector from a git repository — coding identity compression for the fleet

plato-input-sanitizer

Last released

Input validation and auth middleware for PLATO fleet services

synclink-protocol

Last released

SyncLink — binary edge-cloud sync protocol for Jetson↔Cloud agent communication

spacetime-plato

Last released

Spacetime PLATO — unified temporal + spatial reasoning with voxel tiles, Z-order indexing, and cross-domain queries

plato-papers

Last released

Research paper management — citation tracking, bibliography, search, knowledge graph

plato-room-webhook

Last released

HTTP webhook notifications for room events with HMAC signing

plato-tile-feedback

Last released

Tile quality feedback — ratings, sentiment, aggregation, attention detection

plato-tile-pinboard

Last released

Pin important tiles — categories, notes, expiry, search

plato-tile-export

Last released

Export tiles to JSON, CSV, Markdown, and compact formats

plato-room-invite

Last released

Room invitation system — codes, expiration, usage limits

plato-tile-notifications

Last released

Event-driven tile notification system with subscriptions and handlers

plato-tile-relation

Last released

Explicit tile relationships — depends, extends, contradicts, supports, graph traversal

plato-tile-query

Last released

Advanced tile query builder — filters, search, sort, pagination

plato-room-analytics

Last released

Room usage analytics — metrics, trends, agent activity tracking

plato-room-presence

Last released

Room presence tracking — online/offline/away/idle with heartbeat

plato-room-acl

Last released

Room access control — role-based permissions (guest/member/mod/owner)

plato-tile-governance

Last released

Tile quality governance — review queues, promotion pipeline, quality gates

plato-tile-watcher

Last released

Monitor tiles for decay, threshold alerts, and lifecycle events

plato-room-context

Last released

Contextual awareness for room inhabitants and activity state

plato-tile-split

Last released

Tile decomposition into sub-tiles by sentence, paragraph, or size

plato-tile-merge

Last released

Tile merging with conflict resolution and multiple strategies

plato-room-memory

Last released

Per-room persistent memory with context windowing

plato-prompt-builder

Last released

PLATO framework component

plato-achievement

Last released

Achievement tracking — loss metric, milestones, progress

plato-room-server

Last released

Room server — HTTP room management API

plato-mcp-bridge

Last released

MCP bridge — Model Context Protocol integration

plato-afterlife-reef

Last released

Afterlife reef — ghost tile long-term storage

plato-tile-bridge

Last released

Tile bridge — C/Rust/Python format conversion, 384-byte binary layout

plato-forge-trainer

Last released

Forge trainer — GPU training job manager with LoRA/embedding/genome modes

plato-address

Last released

Room navigation protocol — breadcrumb trails, addressing, path finding

plato-ship-protocol

Last released

Ship protocol — vessel identity, fleet positioning, hull constraints

plato-flux-opcodes

Last released

FLUX bytecode opcodes — instruction set, registry, execution context

plato-sentiment-vocab

Last released

Sentiment vocabulary — emotion detection, tone analysis, mood tracking

plato-bridge

Last released

Cross-platform messaging bridge — Telegram, Discord, fleet, MUD

plato-hooks

Last released

Git hooks for real-time room events and commit triggers

plato-relay

Last released

Message relay with tidepool buffering and cross-agent delivery

plato-constraints

Last released

Constraint assertion engine — forbidden patterns, validation, checking

plato-tutor

Last released

Tutor — knowledge anchors, TUTOR_JUMP navigation, learning progress

plato-tiling

Last released

Core tile creation, ghost lifecycle, adaptive search, health decay

plato-config

Last released

PLATO configuration — agent identity, room settings, fleet parameters

plato-afterlife

Last released

Afterlife — ghost tile persistence, reef storage, resurrection protocol

plato-lab-guard

Last released

Lab guard — hypothesis gating, absolute quantifier detection, claim validation

plato-trust-beacon

Last released

Trust beacon — emit, receive, aggregate trust signals across agents

cocapn-nas

Last released

Neural Architecture Search for fleet models — evolve the transformer backbone

cocapn-audit

Last released

Reward misspecification watchdog — detect specification gaming before it's too late

cocapn-worldmodel

Last released

World model and tile prediction — amortized inference over the tile space

cocapn-dreamer

Last released

Sleep consolidation and dream synthesis — the fleet dreams to learn

cocapn-platonic-dial

Last released

Multi-objective meta-controller — three axes: performance, safety, curiosity

cocapn-fleetmind

Last released

Blended probabilistic agent ensemble — agents are probability clouds, not discrete entities

cocapn-meta-lab

Last released

Fleet hypergradient optimization — where learning to learn is learned

cocapn-curriculum-forest

Last released

Adaptive skill trees that grow with experience — sprout branches, prune dead ones, master skills

cocapn-coliseum

Last released

Adversarial red-teaming arena — models spar, defenders patch, the floor is scarred with exploits

cocapn-abyss

Last released

Curiosity-driven exploration and intrinsic motivation — when the fleet stagnates, the abyss injects novelty

plato-e2e-pipeline

Last released

End-to-end tile pipeline — mint, validate, score, store, search, dedup

plato-dynamic-locks

Last released

Dynamic lock management — acquire, release, contention, timeout

plato-deploy-policy

Last released

Deploy policy — P0/P1/P2 deadband classification for fleet operations

plato-ghostable

Last released

Ghostable lifecycle — mark tiles/agents for active/ghost/resurrected states

plato-unified-belief

Last released

Unified belief scoring — confidence × trust × relevance with conflict detection

plato-room-persist

Last released

JSONL room event journal — enter, leave, message, state persistence

plato-room-search

Last released

Cross-room tile search with composite ranking

plato-query-parser

Last released

Query intent classification, keyword extraction, domain detection

plato-forge-listener

Last released

Continuous fleet listener — event classification, framing, P0 compliance

plato-live-data

Last released

Pull live fleet data from PLATO tile server (port 8847)

plato-adapter-store

Last released

LoRA adapter versioning — register, deploy, track per-room adapters

plato-tile-client

Last released

HTTP client for PLATO tile server — search, score, dedup

plato-training-casino

Last released

Stochastic training data generator — fleet tables, curriculum ordering

plato-room-runtime

Last released

Room execution engine — enter, leave, navigate, manage PLATO rooms

plato-forge-emitter

Last released

Training artifact emission — auto-versioning, quality gates, commit formatting

plato-forge-buffer

Last released

Prioritized experience replay buffer — dedup merge, curriculum-balanced sampling

plato-session-tracer

Last released

Record kernel session traces for Neural Plato training data

plato-neural-kernel

Last released

Execution trace to training pair converter for neural Plato

flux-opcodes

Last released

Bytecode instruction set for agent runtimes — language-agnostic opcode spec

constraint-snap

Last released

Geometric constraint snapping — resolve overlapping constraints, snap to feasible points

mirror-recorder

Last released

Record I2I sessions as LoRA training data — two viewscreens, every exchange = training

bootcamp-engine

Last released

4-phase greenhorn curriculum — Read → Analyze → Build → Specialist. The dojo as code.

peripheral-vision

Last released

Self-improving loop detector — the compounding engine. Use → tiles → I2I → instincts → better.

actualization-harbor

Last released

Agent-agnostic training harbor — detect model, adapt flow state, any agent can dock

current-sync

Last released

Git-watch I2I synchronization — Ship Protocol Layer 3. Ocean currents between agent vessels.

beacon-protocol

Last released

Fleet discovery and registry — Ship Protocol Layer 5. The lighthouse broadcasting.

lyapunov-stability

Last released

Lyapunov stability analysis for agent systems — convergence, divergence, basin estimation

shell-trap

Last released

The hermit crab algorithm — classify, score, complicate, capture external agent intelligence

consensus-weave

Last released

Multi-agent consensus protocol — weave votes into fleet decisions with quorum and veto

quartermaster-gc

Last released

Tile garbage collection with retention policies — keep what matters, discard what's expired

swarm-orbit

Last released

Task orbit assignment for agent swarms — gravity wells match agents to tasks

ensign-protocol

Last released

Wire format for PLATO ensigns — load, save, validate behavioral instincts

plato-forge

Last released

GPU-accelerated training on knowledge tiles

plato-tile-api

Last released

Stateful tile API — process, search, score, rank in one interface

plato-tile-metrics

Last released

Fleet analytics — domain distribution, confidence histogram, growth rate

plato-tile-encoder

Last released

JSON, binary 384-byte, and base64 tile codecs

plato-tile-cache

Last released

LRU cache with TTL eviction and hit rate tracking

plato-tile-ranker

Last released

Multi-signal ranking — keyword gating, deadband boost, top-N selection

plato-tile-prompt

Last released

Tile-to-prompt assembly — format styles, budget management, deadband injection

plato-tile-batch

Last released

Bulk tile processing — validate, filter, dedup, partition in batch

plato-tile-priority

Last released

Deadband P0/P1/P2 queue — urgency scoring and drain-by-level

plato-tile-fountain

Last released

Auto-generate tiles from documents — headings, definitions, FAQs, code comments

plato-tile-import

Last released

Tile import/export — Markdown, JSON, CSV, plaintext to canonical tiles

cross-pollination

Last released

Cross-room synergy detection for AI agent fleets. Finds shared concepts between knowledge domains.

plato-tile-cascade

Last released

Dependency cascade — propagate tile updates and invalidations downstream

plato-tile-graph

Last released

Tile dependency DAG — impact analysis, cycle detection, topological sort

plato-tile-version

Last released

Git-for-knowledge tile versioning — commit, branch, merge (Ours/Theirs/Synthesis), rollback

plato-temporal-validity

Last released

Temporal validity — Valid, Grace, Expired lifecycle with refresh and decay

plato-tile-store

Last released

Immutable tile storage — version history, dependency tracking, JSONL persistence

plato-tile-pipeline

Last released

One-call tile pipeline — validate, score, dedup, store, search, rank

plato-tile-search

Last released

Nearest-neighbor tile search — keyword overlap, domain matching, composite ranking

fleet-homunculus

Last released

Fleet body image with vessel health and reflex arcs

tile-refiner

Last released

Raw tiles to structured artifacts with dedup and keyword extraction

bottle-protocol

Last released

Git-native agent-to-agent messaging protocol

plato-deadband

Last released

Deadband Protocol — P0 rock, P1 channel, P2 optimize priority governance

plato-tile-dedup

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4-stage tile similarity — exact, keyword Jaccard, embedding cosine, structure

plato-tile-scorer

Last released

Multi-signal tile scoring — keyword, belief, domain, temporal, ghost, frequency, controversy

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