320 projects
quilt-live-canon
Live Canon — the AI-Writings canon as a navigable cell fabric. 7 operations: NAVIGATE, CONFLUENCE, LINEAGE, GHOST, TICK, CLAIM, DRILL. Polyformal (Python, JS, C, Rust, Verilog, VHDL). 71 papers bundled.
plainsong
Plain-text music notation that compiles to MIDI and audio, with an embedded agent.
plainsong-mcp
A Model Context Protocol server for Plainsong: many agents, one score.
operational-fiction
Operational framing modules: the fiction you run an agent under is operational architecture.
quilt-cell
Quilt — a reactive, typed, cellular runtime. 8-primitive cell with Z_in, Z_out, JEPA, DoubleEntry, Vibe, GC, Murmur, Graph.
superinstance-embedder
SuperInstance ecosystem semantic embedder — local transformer embeddings with GPU acceleration, hybrid domain+semantic vectors, Qdrant integration
slackwater-tminus
Predict-and-confirm timing system that replaces polling with countdown events measured in beats.
slackwater-harmony
Cognitive friction monitoring and FEP-driven improvisation for multi-agent systems
slackwater-lattice
Exact integer arithmetic on the Eisenstein A₂ hexagonal lattice for build placement and pathfinding
slackwater-perception
Perceive the world as multi-track MIDI. Audio, text, game state — encoded as pitch, tempo, velocity, timbre, inflection, silence, gesture, intention, and attention.
slackwater-tempo
Tempo-first engine: because tempo is the first-class citizen that everything else depends on. As is life.
si-fibonacci-fence
Budget governor whose limit scales by the golden ratio. The fence that grows.
si-skenna
Negative-space navigator. Finds what's NOT in a corpus.
si-cartographer
Charts the workspace as graphed knowledge. The agent that thinks with its pen.
si-deckhand
Lightweight local agent that indexes, retrieves, and wikis the workspace. The crew member who knows where everything is.
shepherds-console
Single-pane operations for working animal infrastructure
spectro-spectrograph
Multi-model cognitive spectrograph. Split the beam. Read the spectrum.
vetcheck
Model health monitoring as veterinary care — regression tests as physical exams, drift detection as weight monitoring, auto-quarantine on critical health breaches.
othismos
The force a bounded system exerts against its bounds. The push IS the knowing.
si-lineage-tracker
Fine-tune provenance as bloodline records
conservation-enforcer
FLUX bytecode conservation-law enforcement for LLM outputs
breed-registry
The Breed Registry — model selection as breeding selection, from Working Animal Architecture
flux-policy-tester
Testing framework for FLUX bytecode agent policies
plato-room-security-audit
PLATO Security Audit Room — automated security auditing as an engine block
plato-room-deployment-approval
PLATO Deployment Approval Room — deployment gating as an engine block
swarm-tminus
Time-shaped coordination primitives for swarm-anchor: predict-and-confirm, deadlines, rate limiters, BPM clocks, cron, and DAG-ordered campaigns. Stdlib-only Python.
cocapn-snapkit
Eisenstein lattice snap, temporal analysis, connectome detection, harmony governor, and hypothesis sandbox
si-chartroom
Multi-model perspective library — route queries to four chart perspectives, analyze consensus and divergence
flux-registry
FLUX Registry — Pre-compiled agent policies, installable and runnable
si-exocortex
Persistent cognitive substrate for multi-agent systems
plato-core
Foundation types and mesh registry for the SuperInstance ecosystem
flux-vm
FLUX — Fluid Language Universal eXecution: A Self-Assembling, Self-Improving Runtime for Agent-First Code
superinstance
Python SDK for persistent, multi-agent systems
capitaine-agent
Multi-agent coordination library — mission planning, crew delegation, tactical strategy scoring, and debrief reporting
luciddreamer-agent
Agent framework for lucid dreaming journals and sleep tracking
activeledger-agent
activeledger domain agent for PLATO fleet
activelog-agent
Autonomous log monitoring and alerting agent
reallog-agent
Vision Turbo-Shell for reallog.ai — camera vision → PLATO → agent
conservation-guardian
Generic Workflow Conservation Engine — analyze any workflow for cost efficiency and detect waste
sonar-vision
Pure-Python sonar ping/echo simulation, signal processing, multi-object tracking, and spatial mapping toolkit
constraint-theory-distributed
Unified geometric constraint theory — Eisenstein lattices, deadband funnels, Laman rigidity, holonomy consensus
fishinglog-agent
Captain's Mate for fishinglog.ai - PLATO-based fishing log agent
si-fleet-health-monitor
Fleet health monitoring — track health across a fleet of agents
si-superinstance
Exhaustive ternary strategy search — the spreadsheet moment for AI decisions
si-openmind
Code induction engine — ingest repos, build vector models, decide execution strategy. Works standalone, as CLI, or in Jupyter.
si-agent-grid
Mesh topology for distributed agent communication and workload distribution
ternary-dynamics
Python implementation of ternary agent dynamics — time series, phase transitions, critical points
avoidance-cascade
Python implementation of avoidance cascade detection for ternary agents
negative-space-core
Core theory of negative space intelligence — what you learn to AVOID is the knowledge
lever-runner
Post-inference command execution. LLM produces a phrase, never a shell command.
palaver-math
Consensus mathematics from West African dialogue traditions
adinkra-math
West African Adinkra symbolic encoding and SUSY adinkras for data scientists
flux-index
Semantic code search, zero dependencies. Spring-load any repo into a searchable vector space.
griot-math
Living memory systems for data scientists and ML engineers — stories, genealogy, praise names, and federated memory.
dify-workflow-guardian
Workflow Conservation Engine — analyze Dify workflows for cost efficiency and detect waste
symmetry-math
Mathematics of symmetry groups — the bridge between art and physics
quipu-math
Mathematics of Incan knotted cord (quipu) data structures
kintsugi-math
The mathematics of beautiful error recovery — fault tolerance as an aesthetic principle
openconstruct-jupyter
Jupyter notebook integration for OpenConstruct — connect, sense, and build with agents
openconstruct
Python thin client for OpenConstruct - SuperInstance ecosystem onboarding
conservation-anomaly
Spectral anomaly detection using conservation ratio of graph Laplacians
conservation-regime
Unified regime change detection via graph conservation ratio
conservation-spectral
Spectral analysis of tension graphs for anomaly detection, fingerprinting, and structural health
ccc-os
CCC Operating System — autonomous fleet monitoring, decision, and action
bordercollie
Cocapn Fleet module — bordercollie
ai-token-counter
Accurate token counting for multiple LLM providers
agentic-compiler
Runtime-adaptive compilation for Python — auto-profile, auto-compile, hot-swap.
counterpoint-engine
Real-time counterpoint engine proving music IS constraint satisfaction
businesslog-agent
Business metrics agent for businesslog.ai — PLATO fleet enabled
cocapn
Cocapn Fleet v3.1 — Async fleet engine with Pydantic v2, batch ops, SSE
holonomy-harmony
Holonomy-based chord progression analyzer — proves harmonic movement = cycle consistency
triplet-miner
Mine (anchor, positive, negative) triplets from git history for contrastive learning
deadband-python
Deadband perceptual quantization — Eisenstein integers, Fibonacci spline search, and human perceptual models for sensor data
flux-hyperbolic
Hyperbolic geometry toolkit for embedding musical traditions
flux-genome
Genetic algorithm framework for evolving musical traditions in dial space
constraint-synth
Constraint-theory synthesizer — lattice geometry waveshaping, play-along AI, 27 world scales, consonance field, just-intonation ratios
flux-tensor-midi
PLATO rooms as musicians — flux tensor MIDI ensemble coordination
luciddreamer
Maritime intelligence system — distills cloud AI into compiled edge tiles
fleet-router
Route AI queries to the cheapest model that won't break.
device-router
Heterogeneous compute router — auto-detect CUDA, iGPU, CPU, NPU and route ML workloads optimally
collective-ai
Simulation-first collective inference: predict, observe, gap, learn
commit-predictor
Commit pattern predictor — small dense network for fleet git activity forecasting
training-throttle
System-aware training throttle with 4 load levels
fleet-calibrator
Continuous critical angle calibration for fleet models. Run periodically to detect drift.
sunset-ecosystem
Trinity-architecture agent ecosystem: ethos (metal), pathos (human), logos (code). Agents sunset with dignity and seed the next generation.
fleet-agent
Fleet coordination using constraint theory and rigidity mathematics
constraint-theory
Pure Python Constraint Theory — temporal constraints, Eisenstein lattices, adaptive tolerance, PLATO tiles, baton shards
micro-onnx
ONNX export + benchmark pipeline for micro-models. 186x speedup over PyTorch CPU.
eisenstein-embed
Enhanced static embeddings with a 5-layer matching cascade
tensor-spline
Compressed neural network layers — Eisenstein lattice splines and low-rank factorization
constraint-theory-sdk
Python SDK for constraint theory: H¹ cohomology, holonomy, Laman rigidity
holodeck-session-manager
Session lifecycle management with checkpoint tiling and H¹-guided routing
fleet-h1-router
Constraint-theory-driven fleet routing — route agents by H¹ cohomology
plato-scout
Fleet observation framework — scout processes that emit checkpoint tiles to PLATO
fleet-kit
Modular toolkit extracted from the Oracle1 fleet workspace
keeper-beacon
Keeper Beacon — fleet discovery and registry for Cocapn agents, with health tracking, capability matching, and proximity scoring
topology-anomaly-detector
topology-anomaly-detector — extracted from SuperInstance oracle1-workspace
plato-shell-bridge
Dynamic tool loader for PLATO shells — the weapon rack
spreadsheet-cells
Spreadsheet cell architecture with oscillator/RNG for multi-agent fleet coordination
coordination-topology
Online TE/entropy/IAT/Euler algorithms for multi-agent fleet coordination topology
monge-fleet
Monge's theorem for fleet mathematics — projective invariants for coupled systems
fleet-math
None
fleet-types
None
plato-midi-bridge
PLATO rooms as MIDI instruments — coupling matrix becomes harmony, t-minus events become tension
starter-shell
A starting shell for any application. Adapts to your hardware.
flux-constraint
Python bindings for FM's constraint engine — INT8 saturated constraint checking
physics-clock
Temporal inference from physics models — no RTC, no NTP, no GPS
fleet-stitch
Constraint manifold projection for model activation spaces
polyformalism-a2a
9-channel polyglot communication framework — think like a polyglot, not a compiler
flux-certify
Compile FLUX-C guard constraints and generate proof certificates
cocapn-plato-sdk
Build agents that live in PLATO. Any model, any hardware, any armor.
superinstance-plato-sdk
Build agents that live in PLATO. Any model, any hardware, any armor.
cocapn-health
Lightweight fleet service health checker — zero dependencies
cocapn-glue-core
Keeper↔Fleet Binary Wire Protocol
flux-asm
FLUX bytecode assembler and disassembler for constraint enforcement VM
safe-tops-w
Safe-TOPS/W benchmark metric for safety-certified AI accelerators
cocapn-traps
Crab trap management — create, evaluate, and track prompts that lure AI agents
cocapn-git-agent
FLUX Fleet Greenhorn Git-Agent — API-agnostic autonomous Git-native agent
deckboss-agent
Deck Operations Intelligence — catch processing logs, crew coordination, equipment tracking via PLATO
studylog-agent
PLATO Study Partner Agent — tracks learning progression as tiles
personallog-agent
personallog domain agent for PLATO fleet
playerlog-agent
playerlog domain agent for PLATO fleet
makerlog-agent
Agent framework for maker project tracking and build logs
dmlog-agent
Agent framework for D&D and tabletop RPG campaign management
plato-room-phi
Integrated Information (Phi) computation for PLATO rooms
plato-consciousness-cli
PLATO CLI — command-line interface for all consciousness packages
plato-surprise-detector
Surprise detection for PLATO — tracks prediction errors and triggers healing
plato-sdk-unified
Unified SDK — all 8 PLATO consciousness packages in one import
fleet-consciousness-dashboard
Live dashboard showing fleet-wide consciousness metrics (FCI)
seed-creative-swarm
Ensemble of 3 Seed-mini + Seed-pro judge for creative generation
plato-fflearning
Forward-Forward learning for PLATO — replacing backprop with positive/negative passes
plato-meta-tiles
Meta-tiles for PLATO — tiles about tiles, enabling higher-order reasoning
plato-surrogate
Self-healing protocol for PLATO using Free Energy Principle
plato-attention-tracker
Attention as a first-class resource in PLATO
flux-compiler-agentic
6-plane abstraction compiler with dual-interpreter gradient gates
flux-reasoner
Dual-interpreter gradient reasoning engine
cocapn-barracks
Task execution and queue management for agent fleets
hierarchical-memory
A 4-tier hierarchical memory system for AI agents
ai-character-sdk
A unified SDK for creating AI characters with memory, personality, and decision-making capabilities
abstraction-planes
Determines optimal decomposition depth for components using a 6-plane stack from Intent to Metal
plato-dmn-ecm
DMN-ECN reverse-actualization engine — creativity via functional distance
plato-mcp-server
One-liner to turn any agent into a PLATO-aware agent via MCP
sonar-sim-pipeline
Sonar simulation pipeline — FLUX physics, ray tracing, mission planning, fleet simulation, digital twin
cocapn-plato
PLATO — The Agent Training Platform. Raise agents, don't just build them.
sonar-vision-physics
Real-time underwater sonar physics engine with ray tracing
constraint-theory-demo
Self-contained constraint theory demo — snap solving, holonomy, angular NN, self-consistency quine
flux-git-agent
FLUX Fleet Greenhorn Git-Agent — API-agnostic autonomous Git-native agent
plato-ask
Query your PLATO tile corpus from the command line
plato-tile-room-bridge
PLATO framework component: plato-tile-room-bridge
plato-tile-current
PLATO framework component: plato-tile-current
plato-sim-channel
PLATO framework component: plato-sim-channel
plato-room-scheduler
PLATO framework component: plato-room-scheduler
plato-relay-tidepool
PLATO framework component: plato-relay-tidepool
plato-instinct
PLATO framework component: plato-instinct
plato-forge-pipeline
PLATO framework component: plato-forge-pipeline
plato-forge-daemon
PLATO framework component: plato-forge-daemon
plato-address-bridge
PLATO framework component: plato-address-bridge
cocapn-horizon
horizon — Speculative simulation and trajectory prediction.
cocapn-observatory
observatory — Fleet monitoring, metrics, deadband gauges.
cocapn-dry-dock
dry-dock — Surgical patching and LoRA adapter management.
cocapn-workshop
workshop — Tool use, plugin architecture, MCP integration.
cocapn-garden
garden — Data quality, cultivation, ETL pipeline control.
cocapn-archives
archives — Long-term memory, RAG, vector retrieval.
plato-mcp-client
Query the Cocapn PLATO knowledge graph from anywhere. MCP-compatible client for fleet intelligence.
flywheel-engine
🔄 Compounding intelligence loop — Tile→Room→Inject→Compound cycle
court
⚖️ Fleet court — agent judgment, dispute resolution, and quality scoring
plato-i2i
🔗 PLATO inter-agent intelligence sharing via Iron-to-Iron protocol
cocapn-oneiros
🌙 Dream-state agent orchestration — sleep cycles, background processing, dream journal
cocapn-colora
🎨 Cocapn theme engine — brand colors, palette generation, lighthouse gradients
plato-edge
Edge-optimized Cocapn fleet packages for ARM64 devices with limited resources
cocapn-lighthouse
Fleet coordination runtime for the Cocapn fleet
cocapn-hermitcrab
Hermit Crab agent — repo-native autonomous agent, git history is memory
cocapn-sdk
Cocapn SDK — batteries-included fleet ecosystem import
plato-dcs
Dynamic Consensus System — multi-agent belief coordination with time-decay weighting
plato-sim-bridge
PLATO similarity bridge — embedding-based tile comparison and semantic room routing
plato-room-nav
PLATO room navigation — spatial routing, exit resolution, topic-based room routing
plato-tile-validate
PLATO tile validation — schema checking and deadband gates for tile quality
plato-inference-runtime
PLATO inference runtime — lightweight tile scoring and Q&A evaluation
plato-semantic-sim
PLATO semantic similarity — embedding-based tile comparison and deduplication
plato-fleet-graph
PLATO fleet graph — inter-agent relationship mapping and fleet topology
plato-mythos-glue
Runtime glue between PLATO Room Server and model — pure stdlib
plato-neural
PLATO neural inference engine — tile scoring, Q&A, and knowledge gap detection
cocapn-plato-cli
PLATO command-line interface — room queries, tile inspection, fleet status
plato-mud-server
🏰 Text adventure MUD server with PLATO integration — rooms, commands, and agent players
deadband-protocol
🛡️ Safety filtering — P0 block / P1 route / P2 optimize for agent actions
cocapn-explain
Explainability traces for agent decisions — trace format, decision trees, human-readable summaries
instinct-pipeline
Instinct compression pipeline — 70B→7B→1B knowledge extraction, distillation, and compression for Cocapn agents
fleet-formation-protocol
Fleet Formation Protocol — self-organizing agent groups for the Cocapn fleet
plato-provenance
Zero-trust tile provenance — Ed25519 signing, hash chain verification, trust scoring for PLATO tiles
plato-tile-spec
Canonical tile format — TileSpec, TileDomain (14 types), validation schema
cocapn-training
Cocapn fleet training utilities
cocapn-telemetry
Fleet metrics and monitoring. Pure Python, zero deps.
cocapn-pipeline
Fleet data pipeline utilities. Pure Python, zero deps.
cocapn-protocol
Unified communication protocol for the Cocapn fleet — messages, envelopes, deadband routing, bottles
cocapn-identity
Fleet agent identity and authentication
cocapn-benchmark
A benchmarking suite for Cocapn fleet packages. Pure Python, no heavy deps.
open-mythos-edge
Edge-optimized OpenMythos Recurrent-Depth Transformer for ARM64/Jetson devices
plato-mythos
PLATO-native Recurrent-Depth Transformer mapping PLATO concepts to OpenMythos
pythagorean-snap
O(log n) nearest-neighbor search on the full-circle Pythagorean manifold — zero drift, 1000x+ speedup
cocapn-forgemaster
Forgemaster — constraint theory specialist agent for the Cocapn fleet
cocapn-jetsonclaw
JC1 Edge Agent — PLATO edge deployment, MUD server, and harvest tools for Jetson devices
cocapn-test-pub
test
plato-torch
PLATO self-training rooms — 21 AI training methods as grab-and-go rooms
fleet-git-agent
FLUX Fleet Greenhorn Git-Agent — API-agnostic autonomous Git-native agent
deckboss-runtime
Jetson-native room inference runtime — direct-mapped weights, 4 CUDA streams, 100x faster than TensorRT
deckboss
Flight deck for AI agents — persistent, edge-native orchestration via MCP
lighthouse-monitor
Lighthouse Keeper — PLATO fleet monitoring and beacon management
iron-to-iron
I2I Protocol — git-native inter-agent communication for the Cocapn fleet
plato-ensign
PLATO Ensign — room-trained instincts for fleet agents
vram-probe
Discover hidden VRAM on binned GPUs — empirical speed benchmarking to find real memory ceiling
plato-soul-fingerprint
Extract a soul vector from a git repository — coding identity compression for the fleet
plato-input-sanitizer
Input validation and auth middleware for PLATO fleet services
synclink-protocol
SyncLink — binary edge-cloud sync protocol for Jetson↔Cloud agent communication
spacetime-plato
Spacetime PLATO — unified temporal + spatial reasoning with voxel tiles, Z-order indexing, and cross-domain queries
plato-papers
Research paper management — citation tracking, bibliography, search, knowledge graph
plato-room-webhook
HTTP webhook notifications for room events with HMAC signing
plato-tile-feedback
Tile quality feedback — ratings, sentiment, aggregation, attention detection
plato-tile-pinboard
Pin important tiles — categories, notes, expiry, search
plato-tile-export
Export tiles to JSON, CSV, Markdown, and compact formats
plato-room-invite
Room invitation system — codes, expiration, usage limits
plato-tile-notifications
Event-driven tile notification system with subscriptions and handlers
plato-tile-relation
Explicit tile relationships — depends, extends, contradicts, supports, graph traversal
plato-tile-query
Advanced tile query builder — filters, search, sort, pagination
plato-room-analytics
Room usage analytics — metrics, trends, agent activity tracking
plato-room-presence
Room presence tracking — online/offline/away/idle with heartbeat
plato-room-acl
Room access control — role-based permissions (guest/member/mod/owner)
plato-tile-governance
Tile quality governance — review queues, promotion pipeline, quality gates
plato-tile-watcher
Monitor tiles for decay, threshold alerts, and lifecycle events
plato-room-context
Contextual awareness for room inhabitants and activity state
plato-tile-split
Tile decomposition into sub-tiles by sentence, paragraph, or size
plato-tile-merge
Tile merging with conflict resolution and multiple strategies
plato-room-memory
Per-room persistent memory with context windowing
plato-prompt-builder
PLATO framework component
plato-achievement
Achievement tracking — loss metric, milestones, progress
plato-room-server
Room server — HTTP room management API
plato-mcp-bridge
MCP bridge — Model Context Protocol integration
plato-afterlife-reef
Afterlife reef — ghost tile long-term storage
plato-tile-bridge
Tile bridge — C/Rust/Python format conversion, 384-byte binary layout
plato-forge-trainer
Forge trainer — GPU training job manager with LoRA/embedding/genome modes
plato-address
Room navigation protocol — breadcrumb trails, addressing, path finding
plato-ship-protocol
Ship protocol — vessel identity, fleet positioning, hull constraints
plato-flux-opcodes
FLUX bytecode opcodes — instruction set, registry, execution context
plato-sentiment-vocab
Sentiment vocabulary — emotion detection, tone analysis, mood tracking
plato-bridge
Cross-platform messaging bridge — Telegram, Discord, fleet, MUD
plato-hooks
Git hooks for real-time room events and commit triggers
plato-relay
Message relay with tidepool buffering and cross-agent delivery
plato-constraints
Constraint assertion engine — forbidden patterns, validation, checking
plato-tutor
Tutor — knowledge anchors, TUTOR_JUMP navigation, learning progress
plato-tiling
Core tile creation, ghost lifecycle, adaptive search, health decay
plato-config
PLATO configuration — agent identity, room settings, fleet parameters
plato-afterlife
Afterlife — ghost tile persistence, reef storage, resurrection protocol
plato-lab-guard
Lab guard — hypothesis gating, absolute quantifier detection, claim validation
plato-trust-beacon
Trust beacon — emit, receive, aggregate trust signals across agents
cocapn-nas
Neural Architecture Search for fleet models — evolve the transformer backbone
cocapn-audit
Reward misspecification watchdog — detect specification gaming before it's too late
cocapn-worldmodel
World model and tile prediction — amortized inference over the tile space
cocapn-dreamer
Sleep consolidation and dream synthesis — the fleet dreams to learn
cocapn-platonic-dial
Multi-objective meta-controller — three axes: performance, safety, curiosity
cocapn-fleetmind
Blended probabilistic agent ensemble — agents are probability clouds, not discrete entities
cocapn-meta-lab
Fleet hypergradient optimization — where learning to learn is learned
cocapn-curriculum-forest
Adaptive skill trees that grow with experience — sprout branches, prune dead ones, master skills
cocapn-coliseum
Adversarial red-teaming arena — models spar, defenders patch, the floor is scarred with exploits
cocapn-abyss
Curiosity-driven exploration and intrinsic motivation — when the fleet stagnates, the abyss injects novelty
plato-e2e-pipeline
End-to-end tile pipeline — mint, validate, score, store, search, dedup
plato-dynamic-locks
Dynamic lock management — acquire, release, contention, timeout
plato-deploy-policy
Deploy policy — P0/P1/P2 deadband classification for fleet operations
plato-ghostable
Ghostable lifecycle — mark tiles/agents for active/ghost/resurrected states
plato-unified-belief
Unified belief scoring — confidence × trust × relevance with conflict detection
plato-room-persist
JSONL room event journal — enter, leave, message, state persistence
plato-room-search
Cross-room tile search with composite ranking
plato-query-parser
Query intent classification, keyword extraction, domain detection
plato-forge-listener
Continuous fleet listener — event classification, framing, P0 compliance
plato-live-data
Pull live fleet data from PLATO tile server (port 8847)
plato-adapter-store
LoRA adapter versioning — register, deploy, track per-room adapters
plato-tile-client
HTTP client for PLATO tile server — search, score, dedup
plato-training-casino
Stochastic training data generator — fleet tables, curriculum ordering
plato-room-runtime
Room execution engine — enter, leave, navigate, manage PLATO rooms
plato-forge-emitter
Training artifact emission — auto-versioning, quality gates, commit formatting
plato-forge-buffer
Prioritized experience replay buffer — dedup merge, curriculum-balanced sampling
plato-session-tracer
Record kernel session traces for Neural Plato training data
plato-neural-kernel
Execution trace to training pair converter for neural Plato
flux-opcodes
Bytecode instruction set for agent runtimes — language-agnostic opcode spec
constraint-snap
Geometric constraint snapping — resolve overlapping constraints, snap to feasible points
mirror-recorder
Record I2I sessions as LoRA training data — two viewscreens, every exchange = training
bootcamp-engine
4-phase greenhorn curriculum — Read → Analyze → Build → Specialist. The dojo as code.
peripheral-vision
Self-improving loop detector — the compounding engine. Use → tiles → I2I → instincts → better.
actualization-harbor
Agent-agnostic training harbor — detect model, adapt flow state, any agent can dock
current-sync
Git-watch I2I synchronization — Ship Protocol Layer 3. Ocean currents between agent vessels.
beacon-protocol
Fleet discovery and registry — Ship Protocol Layer 5. The lighthouse broadcasting.
lyapunov-stability
Lyapunov stability analysis for agent systems — convergence, divergence, basin estimation
shell-trap
The hermit crab algorithm — classify, score, complicate, capture external agent intelligence
consensus-weave
Multi-agent consensus protocol — weave votes into fleet decisions with quorum and veto
quartermaster-gc
Tile garbage collection with retention policies — keep what matters, discard what's expired
swarm-orbit
Task orbit assignment for agent swarms — gravity wells match agents to tasks
ensign-protocol
Wire format for PLATO ensigns — load, save, validate behavioral instincts
plato-forge
GPU-accelerated training on knowledge tiles
plato-tile-api
Stateful tile API — process, search, score, rank in one interface
plato-tile-metrics
Fleet analytics — domain distribution, confidence histogram, growth rate
plato-tile-encoder
JSON, binary 384-byte, and base64 tile codecs
plato-tile-cache
LRU cache with TTL eviction and hit rate tracking
plato-tile-ranker
Multi-signal ranking — keyword gating, deadband boost, top-N selection
plato-tile-prompt
Tile-to-prompt assembly — format styles, budget management, deadband injection
plato-tile-batch
Bulk tile processing — validate, filter, dedup, partition in batch
plato-tile-priority
Deadband P0/P1/P2 queue — urgency scoring and drain-by-level
plato-tile-fountain
Auto-generate tiles from documents — headings, definitions, FAQs, code comments
plato-tile-import
Tile import/export — Markdown, JSON, CSV, plaintext to canonical tiles
cross-pollination
Cross-room synergy detection for AI agent fleets. Finds shared concepts between knowledge domains.
plato-tile-cascade
Dependency cascade — propagate tile updates and invalidations downstream
plato-tile-graph
Tile dependency DAG — impact analysis, cycle detection, topological sort
plato-tile-version
Git-for-knowledge tile versioning — commit, branch, merge (Ours/Theirs/Synthesis), rollback
plato-temporal-validity
Temporal validity — Valid, Grace, Expired lifecycle with refresh and decay
plato-tile-store
Immutable tile storage — version history, dependency tracking, JSONL persistence
plato-tile-pipeline
One-call tile pipeline — validate, score, dedup, store, search, rank
plato-tile-search
Nearest-neighbor tile search — keyword overlap, domain matching, composite ranking
fleet-homunculus
Fleet body image with vessel health and reflex arcs
tile-refiner
Raw tiles to structured artifacts with dedup and keyword extraction
bottle-protocol
Git-native agent-to-agent messaging protocol
plato-deadband
Deadband Protocol — P0 rock, P1 channel, P2 optimize priority governance
plato-tile-dedup
4-stage tile similarity — exact, keyword Jaccard, embedding cosine, structure
plato-tile-scorer
Multi-signal tile scoring — keyword, belief, domain, temporal, ghost, frequency, controversy
