LIVE · MARKET + NEWSΔlog(price)
Chronickle
A multi-source market timeline with price heatmaps, a shared time axis, data-acquisition telemetry, retries, sockets, and real-world news events.
khoda81.github.io/chronickle● live
MAHDI KHODABANDEH · KHODA81 · ML / RL / SYSTEMS
I build systems that spend bits carefully.
Compression, information theory, learning algorithms, market microstructure, and the visualization machinery that makes their internal state visible.
this page / live mirror● same state
The page observes itself. Scroll state and live telemetry propagate inward; interaction stays outside.
picture-in-picture, recursively
AGE23.000000000000 yTehran birthday clock
UPTIME0.000000 spage-local clock
FRAME00 fps smoothed
POINTER0,0 · 0 px/sposition · speed
SCROLL0 · 0 px/sposition · velocity
SELECTED SIGNALS / 01
Things that are better watched than described.
Every project keeps its real GitHub URL beside it. Live deployments get an explicit launch link.
INFORMATION LAB / 02
Probability is just code length waiting to happen.
The visual language is shared with the compression work: quantiles, intervals, surprisal, and accumulated code length.
ARITHMETIC CODERone message
symbols carve one nested interval
No mysterious resets here: a new [0,1) means a new message.
ARITHMETIPYRust → Python ↗
streaming arithmetic coding
32-bit encoder / decoder implemented in Rust, exposed through PyO3.
Σ1.000000
A0.610000
R0.164700
I0.021411
T0.001285
UNDER THE PIXELS / 03
Data structures, compression, search, and the machinery underneath.
Less spectacle here; more of the reasons the spectacle can stay responsive.
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