Plato Python Packages

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

keeper-beacon

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

fleet-formation-protocol

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

plato-tile-ranker

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

plato-tile-encoder

JSON, binary 384-byte, and base64 tile codecs

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-metrics

Fleet analytics — domain distribution, confidence histogram, growth rate

plato-tile-api

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

plato-torch

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

plato-tile-cache

LRU cache with TTL eviction and hit rate tracking

plato-tile-fountain

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

plato-tile-validate

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

plato-edge

Edge-optimized Cocapn fleet packages for ARM64 — pure Python, zero deps, <100KB

plato-neural-kernel

Execution trace to training pair converter for neural Plato

plato-training-casino

Stochastic training data generator — fleet tables, curriculum ordering

plato-forge-buffer

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

plato-tile-dedup

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

plato-tile-store

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

plato-tile-search

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

plato-tile-scorer

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

plato-tile-pipeline

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

plato-tile-import

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