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Have you had any luck getting your Claude quota bumped on Bedrock? I tried working through AWS support but got nowhere. Gave up and used Vertex + Gemini


Here’s the fact sheet they reference[0] with nutrient loss info. Interestingly, vitamin C seems to suffer the most.

[0] https://nchfp.uga.edu/how/dry/csu_dry_vegetables.pdf


Vitamin C is a temperamental thing. It oxidizes very easily, and then just becomes this inert thing. Luckily, it turns color when it oxidizes, so it lets you know it happened. Skin care products try to stabilize it with other ingredients while packaging it in UV protective containers. Some even go so far as to recommend keeping the product refrigerated. There are now many options for adding Vitamin C with the majority of them reducing the effectiveness of the Vitamin C to gain stability in the product as in some are not as efficiently absorbed by the body, but won't oxidize. Some are water soluble, some are oil soluble. Of all of the ingredients, VitC is definitely the most finky


> Vitamin C is a temperamental thing. It oxidizes very easily, and then just becomes this inert thing.

Doing exactly what it was designed to do, biologically speaking.


as far as vitamin and mineral intakes, vitamin C is the thing you need to worry about the least because it's so highly abundant in so many fruits and vegetables. I've calculated VitC density in foods and normalized it to calorie intake: It's incredibly abundant in many real foods.


Here’s the presentation in video form with a bit more context & detail.

https://youtu.be/-O01G3tSYpU


Galois | Full Time Research Engineer, Cryptography and Secure Computation Researcher, Software Integration Engineer, others | Portland, OR, Arlington, VA, Dayton, OH | Galois is looking for software engineers, researchers, and software integration engineers that enjoy working on challenging problems in computer science. We collaborate with organizations like NASA, DARPA, and Amazon Web Services to explore blue sky ideas and turn them into usable technology.

Galois is employee-owned, we have a one-level flat organizational structure, and we make important decisions as a group. We love to learn and share what we know, and that’s a big part of how we approach R&D, so we have no hard requirements for previous experience with similar work.

Some of the things we've worked on in the past: Formal methods, static analysis, binary analysis, cryptographic algorithms, domain specific languages, programming languages theory, abstract interpretation, type theory, formal verification and software correctness, reinforcement learning, autonomous systems assurance, communication security, cyber-deception for network defense, DDoS defense, provable hardware security, statistical anomaly detection for detecting advanced persistent threats.

See https://lifeatgalois.com for a glimpse of how we work together and what makes Galois special. To apply: https://galois.com/careers/


Galois | Full Time Research Engineer, Cryptography and Secure Computation Researcher, Software Integration Engineer, others | Portland, OR, Arlington, VA, Dayton, OH |

Galois is looking for software engineers, researchers, and software integration engineers that enjoy working on challenging problems in computer science. We collaborate with organizations like NASA, DARPA, and Amazon Web Services to explore blue sky ideas and turn them into usable technology.

Galois is employee-owned, we have a one-level flat organizational structure, and we make important decisions as a group. We love to learn and share what we know, and that’s a big part of how we approach R&D, so we have no hard requirements for previous experience with similar work.

Some of the things we've worked on in the past: Formal methods, static analysis, binary analysis, cryptographic algorithms, domain specific languages, programming languages theory, abstract interpretation, type theory, formal verification and software correctness, reinforcement learning, autonomous systems assurance, communication security, cyber-deception for network defense, DDoS defense, provable hardware security, statistical anomaly detection for detecting advanced persistent threats.

See https://lifeatgalois.com for a glimpse of how we work together and what makes Galois special. To apply: https://galois.com/careers/


Galois | Full Time Research Engineer, Technical Project Lead, Hardware Engineer, Software Integration Engineer| Portland, OR, Arlington, VA, Dayton, OH |

Galois is looking for software and hardware engineers, researchers, technical project leads, and software integration engineers that enjoy working on challenging problems in computer science. We collaborate with organizations like NASA, DARPA, and Amazon Web Services to explore blue sky ideas and turn them into usable technology.

Galois is employee-owned, we have a one-level flat organizational structure, and we make important decisions as a group. We love to learn and share what we know, and that’s a big part of how we approach R&D, so we have no hard requirements for previous experience with similar work.

Some of the things we've worked on in the past: Formal methods, static analysis, binary analysis, cryptographic algorithms, domain specific languages, programming languages theory, abstract interpretation, type theory, formal verification and software correctness, reinforcement learning, autonomous systems assurance, communication security, cyber-deception for network defense, DDoS defense, provable hardware security, statistical anomaly detection for detecting advanced persistent threats.

We think working here is awesome (See https://lifeatgalois.com) To apply: https://galois.com/careers/


Does Galios provide VISA for Europeans?


Galois can support you if you have visa issues, yes.


Galois | Full Time Research Engineer, Technical Project Lead, Hardware Engineer, Software Integration Engineer| Portland, OR, Arlington, VA, Dayton, OH |

Galois is looking for software and hardware engineers, researchers, technical project leads, and software integration engineers that enjoy working on challenging problems in computer science. We collaborate with organizations like NASA, DARPA, and Amazon Web Services to explore blue sky ideas and turn them into usable technology.

Galois is employee-owned, we have a one-level flat organizational structure, and we make important decisions as a group. We love to learn and share what we know, and that’s a big part of how we approach R&D, so we have no hard requirements for previous experience with similar work.

Some of the things we've worked on in the past: Formal methods, static analysis, binary analysis, cryptographic algorithms, domain specific languages, programming languages theory, abstract interpretation, type theory, formal verification and software correctness, reinforcement learning, autonomous systems assurance, communication security, cyber-deception for network defense, DDoS defense, provable hardware security, statistical anomaly detection for detecting advanced persistent threats.

We think working here is awesome (See https://lifeatgalois.com) To apply: https://galois.com/careers/


Galois | Full Time Research Engineer | Portland, OR, Arlington, VA, Dayton, OH | Remote a possibility

Galois is looking for software engineers and researchers that enjoy working on challenging problems in computer science. We collaborate with organizations like NASA, DARPA, and Amazon Web Services to explore blue sky ideas and turn them into usable technology.

Research engineers choose which projects they work on, and they can move from one project to another based on their interests. Galois is employee-owned, we have a one-level flat organizational structure, and we make important decisions as a group. We love to learn and share what we know, and that’s a big part of how we approach R&D, so we have no hard requirements for previous experience with similar work.

Some of the things we've worked on in the past: Formal methods, static analysis, binary analysis, cryptographic algorithms, domain specific languages, programming languages theory, abstract interpretation, type theory, formal verification and software correctness, reinforcement learning, autonomous systems assurance, communication security, cyber-deception for network defense, DDoS defense, provable hardware security, statistical anomaly detection for detecting advanced persistent threats.

We think working here is awesome (See https://lifeatgalois.com)

To apply: https://galois.com/careers/software-engineer/


Just to add on to this:

The languages people use at Galois lean towards functional programming languages: Haskell, Coq, etc. and systems languages: C, Rust (increasingly).


That’s my dream job. Sadly I can’t apply.


Can I ask why not? I would be really interested, if you feel like sharing. If so, see my contact info in my profile.


Software Engineer/Researcher @ Galois | Portland, OR, Arlington, VA, Dayton, OH. Remote is also a possibility.

Galois is looking for software engineers and researchers that enjoy working on challenging problems in computer science. We work with organizations like DARPA to explore blue sky ideas and turn them into usable technology that guarantees trustworthiness where failure is unacceptable.

We own the company together (through an ESOP), we make important decisions as a group, we have a one-level flat organizational structure, and people get to choose what they work on. We love to learn and share what we know, and that’s a big part of how we approach R&D, so we have no hard requirements for previous experience with similar work.

We think working here is awesome (See https://lifeatgalois.com)

To apply: https://galois.com/careers/software-engineer/


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