Medium’s Stack — interesting use of Protocol Buffers: We help our people work with data by treating the schemas as the spec, rigorously documenting messages and fields and publishing generated documentation from the .proto files.
Bacterial Materials (Wired UK) — Showing a prototype worn by dancers, Yao demonstrated how bacteria-powered clothing can respond to the body’s needs. She has, in effect, created living clothes, ones that react in real time to heat and sweat mapping with tiny vents that would curl open or flatten closed as exertion levels demanded.
Robots to the Rescue (NSF) — one 20-minute drone flight generated upwards of 800 photographs, each of which took at least one minute to inspect. This article is five lessons learned in the field of disaster robotics, and they’re all doozies.
Mirador — open source tool for visual exploration of complex data sets. It enables users to discover correlation patterns and derive new hypotheses from the data.
How 23AndMe Got Regulatory Approval Back (Fast Company) — In order to meet FDA requirements, the design team had to prove that the reports provided on the website would be comprehensible to any American consumer, regardless of their background or education level. And you thought YOUR design brief was hard.
Getting Comfortable with Uncertainty (The Atlantic) — We have this natural distaste for things that are unfamiliar to us, things that are ambiguous. It goes up from situational stressors, on an individual level and a group level. And we’re stuck with it simply because we have to be ambiguity-reducers.
50 Years of Data Science (PDF) — Because all of science itself will soon become data that can be mined, the imminent revolution in Data Science is not about mere “scaling up,” but instead the emergence of scientific studies of data analysis science-wide.
Open Academic Robot Kit — A common set of parts, specifications, and software to catalyse the design, construction, dissemination, and re-use of robots in an academic and research environment. (via Robohub)
Amino: Desktop Bioengineering for Everyone (Indiegogo) — a counter-top sized biolab that enables anyone to grow living cells to create new and interesting things – like fragrances, flavours, materials, medicine, and more.
Generous Interfaces for Digital Cultural Collections (Mitchell Whitelaw) — Decades of digitisation have made a wealth of digital cultural material available online. Yet search — the dominant interface to these collections — is incapable of representing this abundance. Search is ungenerous: it withholds information, and demands a query. This paper argues for a more generous alternative: rich, browsable interfaces that reveal the scale and complexity of digital heritage collections. (via Courtney Johnston)
The Universal Design (Christine Dodrill) — there need to be five basic primitives in your application: State – What is true now? What was true? What happened in the past? What is the persistent view of the world? Events – What is being changed? How will it be routed? Policy – Can a given event be promoted into a series of actions? Actions – What is the outcome of the policy? Mechanism – How should an event be taken in and an action put out? […] All you need is a command queue feeding into a thread pool which feeds out into a transaction queue which modifies state. And with that you can explain everything from VMWare to Google.
Homebrew Bioweapons Not Imminent Threat — you need a safe facility, lab instruments, base strain, design and execution skills, and testing. None of these are easy until the Amazon-Google cloud wars finally cause them to move into “bioweapons as a service.”
gitrob — a command line tool that can help organizations and security professionals find such sensitive information. The tool will iterate over all public organization and member repositories and match filenames against a range of patterns for files, that typically contain sensitive or dangerous information.
How Much is a Leader’s Integrity Worth? — Kiel found that high-integrity CEOs had a multi-year return of 9.4%, while low-integrity CEOs had a yield of just 1.9%. What’s more, employee engagement was 26% higher in organizations led by high-integrity CEOs. (via Neelan Choksi)
Computer of Wired-Together Rat Brains — this is ALL THE AMAZING. a Brainet that allows three monkeys connected at the brain to control a virtual arm on screen across three axes. […] Nicolelis said that, essentially, he created a “classic artificial neural network using brains.” In that sense, it’s not artificial at all. (via Slashdot)
Reactions — Slack turns emoji into first-class interactions. Genius!
Pixar’s Scientific Method — If you turn your head without moving your eyes first, it looks like you’re dead. Now there’s your uncanny valley.
AWS CodePipeline — latest in Amazon’s build-out of cloud tools. Interchangeable commodity platforms regaining lockin via higher-order less-interchangeable tooling for deployment, config, monitoring, etc.
Computational Journalism — Google awards to projects around computational journalism. Sample: The goal of the project is to automatically build topic “event threads” that will help journalists and citizens decode claims made by public figures, in order to distinguish between personal opinion, communication tools, and voluntary distortions of the reality.
Editing the Software of Life — research yielding the ability to edit DNA has spawned a new set of biotech startups, and a patent morass. Zhang already holds the first of several vital and broad patents covering cas9 genome editing. Yet, Doudna and Charpentier had filed patent applications covering similar ground earlier than Zhang.
Molecular Programming Project — aims to develop computer science principles for programming information-bearing molecules like DNA and RNA to create artificial biomolecular programs of similar complexity. Our long-term vision is to establish molecular programming as a subdiscipline of computer science — one that will enable a yet-to-be imagined array of applications from chemical circuitry for interacting with biological molecules to nanoscale computing and molecular robotics.
The Software Analysis Workbench — provides the ability to formally verify properties of code written in C, Java, and Cryptol. It leverages automated SAT and SMT solvers to make this process as automated as possible, and provides a scripting language, called SAW Script, to enable verification to scale up to more complex systems. “Non-commercial” license.
What’s Wrong with Deep Learning? (PDF in Google Drive) — What’s missing from deep learning? 1. Theory; 2. Reasoning, structured prediction; 3. Memory, short-term/working/episodic memory; 4. Unsupervised learning that actually works. … and then ways to get those things. Caution: math ahead.