compression
A small, honest experiment behind the /the420code/ claim that
python3 compression/bench.py
source & README ↗
the420code · carried on CongoSky
Every claim here is backed by working code, not adjectives. Each proof runs in seconds with no dependencies (Python standard library only), prints its measured result, and states its own honest limits. Where something fails or ties a baseline, the proof says so — that honesty is the point.
These are command-line proofs. Clone the repo and run the command on each card — it self-verifies and exits non-zero on failure. The “source” links open each proof’s code and README (visible when the repository is public).
A small, honest experiment behind the /the420code/ claim that
python3 compression/bench.py
source & README ↗
The 420 thesis is Shannon's prediction ↔ compression equivalence…
python3 entropy-probe/probe.py
source & README ↗
The Mandelbrot set is z ← z² + c, iterated.
python3 fractal/mandelbrot.py
source & README ↗
Backs the "deterministic low-resource AI" pillar. The honest test of
python3 determinism/prove.py
source & README ↗
A lossless frame codec where both ends hold a shared prior (a reference frame / known scene).
python3 middle-out/temporal.py --self-test
source & README ↗
A black box recorder for AI agents. From G's framework
python3 coherence-ledger/demo.py
source & README ↗
Backs pillar 3: retired SHA-256 mining rigs are excellent *notaries*. This is
python3 notarization/demo.py
source & README ↗
Backs the "cryptographic spine" bet — and proves the page's hardest honesty in
python3 encryption/demo.py
source & README ↗
Backs the watermarking line of the cryptographic spine. An invisible,
python3 watermarking/demo.py
source & README ↗
The honest core of the online sentinel: detect, alert, advise — deterministic,
python3 sentinel/demo.py
source & README ↗
The runnable core of ../../LIGHTWEB.md: a network with strong
python3 lightweb/demo.py
source & README ↗
The compute-first engine, shrunk to run on a microcontroller. Lucid has no
sh lucid-nano/test.sh
source & README ↗
Backs pillar 2: knowledge can be held as a curated graph built from the
python3 knowledge-graph/demo.py
source & README ↗
Lucid's first corpus: ingest → dedup → vector+graph index → cite-or-refuse
python3 corpus/demo.py
source & README ↗
Ingests real sentence pairs from the United Nations Parallel Corpus
python3 un-corpus/demo.py
source & README ↗
Transmit a page as language-agnostic semantics, not words. The client renders it into the
python3 semantic-wire/demo.py
source & README ↗
The page lists "a new language from first principles" as a *Concept* — a bet,
python3 language/demo.py
source & README ↗
The bet from *"Rethinking Programming Languages for LLMs: Building a Machine-Native
python3 zero/demo.py
source & README ↗
Consequence-weighted memory compression ("AI Memory Compressor", session notes
python3 memory/demo.py
source & README ↗
A software layer that rides every radio (LoRa, Sigfox, LEO backhaul) and saves
python3 badgernet/demo.py
source & README ↗
Opera Mini, reborn for the unconnected. A proxy distils a page to its essential
python3 browser/demo.py
source & README ↗
The Coherence Swarm storage layer: spaza shops, schools, and taxi offices run small
python3 khuluma-cache/demo.py
source & README ↗
CongoSky's edge approach (distil → compress → cache at a community node) moves
python3 green/demo.py
source & README ↗
The economic spine of CongoSky, built on one rule: everyone in the value chain
python3 congogold/demo.py
source & README ↗
The engagement loop from the Dopamine-With-Dignity doc, made real: AI handles the
python3 hitl/demo.py
source & README ↗
The honest version of "find solutions to every hard problem": a deterministic
python3 prizes/demo.py
source & README ↗
The one load-bearing gate the Charter DECLARED ('Spend recklessly … a runaway loop is a refuse, not a
# scaffold — proof in progress
source & README ↗
Numbers nobody fitted, against measurements a collider made.
python3 particle-bench/demo.py
source & README ↗
G derives the MOND acceleration scale from first principles:
python3 galaxy-rotation/demo.py
source & README ↗
Scaffold — proof in progress (no README yet).
python3 rar-spiral/rung4-milkyway/rung.py # rungs 2–5
source & README ↗
This is a bet, not a finished result.
python3 mond-nbody/demo.py
source & README ↗
A live comparison page: the galaxy-rotation RAR scatter (0.144 dex with the published velocity-error cut, 175 SPARC galaxies) and the mond-nbody QUMOND rotation
# rendered page over the two proofs above — open it live
open the live page ↗
The mission in one image: a Ndebele granny photographs her painted house with her iPhone…
python3 art-provenance/demo.py
source & README ↗
Scaffold — proof in progress (no README yet).
python3 delta-store/demo.py
source & README ↗
AJ (2026-06-28)…
python3 incident-fastlane/demo.py
source & README ↗
The deterministic core that unblocks SongBench's *"jazzify any genre"* and Lucid Music's *"knows the
python3 music-structure/demo.py
source & README ↗
Backs the LUCID_KNOWLEDGE.md thesis: a single, unified
python3 one-record/demo.py
source & README ↗
A privacy firewall between any tenant app and any rented brain.
python3 pii-firewall/demo.py
source & README ↗
The runnable seed of SkyBadger (klaus/fabric/SKYBADGER.md)…
python3 skybadger/demo.py
source & README ↗
The named next step toward the SSOT Archive…
python3 ssot-pipeline/demo.py
source & README ↗
Khuluma's *one novel piece* (per khuluma/BACKEND_ARCHITECTURE.md)…
python3 swarm-routing/demo.py
source & README ↗
Run: python3 demo.py (stdlib only, deterministic, exits non-zero on any failure).
python3 web-of-trust/demo.py
source & README ↗
Scaffold — proof in progress (no README yet).
python3 wiki-multilingual/demo.py
source & README ↗