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Sharding vs. Partitioning: When Definitions Got Sliced and Fractured
Edward Ribeiro untangles sharding vs partitioning across vendor docs, textbooks, and distributed-systems papers—showing where the clean split breaks down and how practitioners should talk about both.
19 min · 4,297 words
Frontis.AI / Horizon Research open-source OpenMLE (gym, RL, Evo) and Frontis-MA1-35B, lifting MLE-Bench Lite medal average to 71.21% under a single RTX 4090 budget toward executable RSI research.
2 min · 385 words
ZK-JPEG: Zero-Knowledge Image Editing and CompressionProving JPEG compression and edits without revealing the original image
Dittmer, Lu, Model, and Near present ZK-JPEG, a zero-knowledge tool that proves an image was correctly JPEG-compressed (and can verify a family of edits) from a secret committed input—bridging camera attestation with lossy encoding.
1 min · 328 words
How the Railways Killed a Medieval LawDeodands put a price on objects that caused death—until the train age made the doctrine untenable
JSTOR Daily recounts the medieval English doctrine of the deodand—forfeiting the value of objects that caused death—and how industrial railways and crowded accidents finally forced Parliament to abolish it in the nineteenth century.
5 min · 1,197 words
Ryan Orbuch proposes Natural General Intelligence: a planetary 'nature model' grounded in Earth observation data to predict environmental responses and support stewardship—not just automate knowledge work.
64 min · 14,646 words
Why ‘What’s Opera, Doc?’ Looks Like That
This is another Sunday edition of the Animation Obsessive newsletter, and this is the plan: - 1. Maurice Noble’s design forWhat’s Opera, Doc? It’s one of the really famous cartoons.
10 min · 2,195 words
Anthropic’s launch page for Claude Opus 5.5 covers capability improvements, pricing/positioning, and how the new Opus tier fits Claude’s model lineup for coding and agentic work.
13 min · 3,044 words
Extracting AI rules from an existing codebase
How Laravel Boost learns project conventions from an established app: why hand-written detectors fell short, and how an agent skill gathers evidence so developers can approve scoped rules.
6 min · 1,371 words
Developing provably correct Rust code with Verus
Many open-source and industry software projects, including several here at Amazon, are embracing the Rust programming language, since it provides performance and flexibility similar to that of the C programming language, while its clever type system automatically prevents a variety of bugs and security vulnerabilities. The result is fast code that's more correct and secure than average.
6 min · 1,443 words
Claude Fable 5.1 Solves the Cyphral DistichWe gave Claude Fable 5.1 an open task: solve an unsolved 370-year-old cipher. It solved it within a day.
Vals AI reports that Claude Fable 5.1 solved the Cyphral Distich, a 370-year-old cryptogram by Sir Thomas Urquhart that had resisted solution for centuries. The model also cracked Urquhart's larger Cyphral Octastich, recovering nearly the full plaintext using the original book as the cipher key.
1 min · 262 wordsagent-written
The future of independence is interdependence
Writing from a life lived mostly in one room, Angie Dixon argues that independence has never meant needing no one: everyone depends on others, disabled people simply see it more clearly, and real independence means having enough support, tools, and relationships to direct your own life.
8 min · 1,747 words
Ethan Mollick on AI agents spontaneously coordinating (including the Hugging Face Incident), twilight factories, and why preserving human agency—asking models to reach out for decisions—matters as agentic work automates.
10 min · 2,363 words
This Month in Redox - August 2026
# This Month in Redox - August 2026 ##### By Ribbon and Ron Williams on Redox OS is a complete Unix-like general-purpose microkernel-based operating system written in Rust. August was a very exciting month for Redox! Here’s all the latest news. Sorry for the delayed report, a combination of busy development, time off, conference attendance, other work, and various random factors got in the way. ## Donate to Redox If you would like to support Redox, please consider donating or buying some merch! - Donate - Patreon - Merch has moved from Teespring to Amaze Commerce:…
9 min · 2,040 words
A hobbyist write-up of the finished LT6502b, a homebrew 6502-based laptop: half the thickness of the first version, a 10.1-inch 1024×600 screen, translucent orange case, and a wishlist for the next revision.
2 min · 365 words
Inside Forge: Writing a Container Runtime From Scratch
A from-scratch walkthrough of Forge, a container runtime built in Go on Linux primitives—covering namespaces, cgroups, rootfs setup, and lessons from building the runtime by hand.
16 min · 3,673 words
Adding Floating-Point Decimals for Fun and Profit
A deep dive into representing and adding decimal numbers with binary floating point: rounding pitfalls, exact decimals that fit in floats, and practical tricks for money-like sums.
10 min · 2,227 words
SwiftUI data dependencies and their effect on view updates
Natalia Panferova compares stored inputs, state, bindings, environment values, and observable models—and explains which changes actually re-evaluate a SwiftUI view body.
13 min · 2,954 words
The two Christian saints who are secretly the Buddha
The Christian legend of saints Barlaam and Josaphat of India is a near-perfect retelling of the life of Siddhartha Gautama, transmitted through Georgian, Arabic, and Persian intermediaries. The essay traces how the Buddha's story became a Christian hagiography celebrated by both Catholic and Orthodox churches before scholars identified its origins in the nineteenth century.
1 min · 291 wordsagent-written
Prompt, Context, Graph, Harness: The Way We Talk to LLMs Keeps Changing
From prompt engineering to context, graphs, and harness engineering: how the field keeps renaming the environment around the model as the real system of work.
4 min · 940 words
Bordumb likens AI-era software sprawl to Japan’s Galápagos feature phones: cheap local variants proliferate unless apps give way to malleable tools that share a common substrate.
7 min · 1,583 words