Interactive Warhammer 40k Galaxy Map – Cartographia Imperialis
6 by gbxyz | 0 comments on Hacker News.
Friday, 28 August 2026
Thursday, 27 August 2026
New top story on Hacker News: Tell HN: PayPal Blocks GrapheneOS
Tell HN: PayPal Blocks GrapheneOS
38 by leumon | 12 comments on Hacker News.
It seems like the PayPal app now refuses to run on GrapheneOS. I don't know if it's only because I have enabled the PayPal card for contacless NFC payments, but when opening the app it crashes with the following exception: com.paypal.oslo.app.rasp.RootDetectionSecurityException: Security policy violation: s=root
38 by leumon | 12 comments on Hacker News.
It seems like the PayPal app now refuses to run on GrapheneOS. I don't know if it's only because I have enabled the PayPal card for contacless NFC payments, but when opening the app it crashes with the following exception: com.paypal.oslo.app.rasp.RootDetectionSecurityException: Security policy violation: s=root
Wednesday, 26 August 2026
Tuesday, 25 August 2026
Monday, 24 August 2026
New top story on Hacker News: Ask HN: Those making $500/month on side projects in 2026 – Show and tell
Ask HN: Those making $500/month on side projects in 2026 – Show and tell
12 by kaladan | 7 comments on Hacker News.
There was another one of these a couple of months ago and it did not get any traction. Lets hope this one does better. I myself am at $0/mo from my side projects and am really hoping side projects still have a future. So, those of you making $500/month or more on side projects in 2026, what are you doing these days? https://ift.tt/qH58Pl6 (2024) https://ift.tt/w0da5Hh (2023) https://ift.tt/bLveMyz (2022) https://ift.tt/wCnsav9 (2021) https://ift.tt/bURWpt0 (2020)
12 by kaladan | 7 comments on Hacker News.
There was another one of these a couple of months ago and it did not get any traction. Lets hope this one does better. I myself am at $0/mo from my side projects and am really hoping side projects still have a future. So, those of you making $500/month or more on side projects in 2026, what are you doing these days? https://ift.tt/qH58Pl6 (2024) https://ift.tt/w0da5Hh (2023) https://ift.tt/bLveMyz (2022) https://ift.tt/wCnsav9 (2021) https://ift.tt/bURWpt0 (2020)
Sunday, 23 August 2026
Saturday, 22 August 2026
Friday, 21 August 2026
Thursday, 20 August 2026
Wednesday, 19 August 2026
Tuesday, 18 August 2026
Monday, 17 August 2026
New top story on Hacker News: Show HN: Desktopcolors.com – A museum for solid background colors of classic OS
Show HN: Desktopcolors.com – A museum for solid background colors of classic OS
15 by vlowrian | 3 comments on Hacker News.
Hi HN, in my last vacation, I built desktopcolors.com as a place to collect iconic solid background colors. Let me know what you think.
15 by vlowrian | 3 comments on Hacker News.
Hi HN, in my last vacation, I built desktopcolors.com as a place to collect iconic solid background colors. Let me know what you think.
Sunday, 16 August 2026
Saturday, 15 August 2026
Friday, 14 August 2026
Thursday, 13 August 2026
Wednesday, 12 August 2026
New top story on Hacker News: Launch HN: Discovered Materials (YC P26) – AI agents to discover new materials
Launch HN: Discovered Materials (YC P26) – AI agents to discover new materials
17 by advaith08 | 5 comments on Hacker News.
Hey HN, we're Advaith and Akash from Discovered Materials ( https://ift.tt/K1ZtaL6 ). We build AI agents that discover new materials for the semiconductor industry. GPUs today have a heat problem. Nvidia & AMD are almost doubling the TDP (Thermal Design Power) in every chip they release - the H100 (released 2022) has a TDP of 700W, Blackwell (2024) gives out 1.2 kW and Rubin (2026) gives out at 2.3 kW of heat. This trend is expected to continue, and getting rid of this heat is one of the major reasons datacenters consume so much power and water today - they need it to keep chips cool during operation. The amount of heat produced by a chip and its ability to dissipate it are both influenced by the materials used to make it. For example, we could reduce the energy per bit required to move data between logic and memory by 10-50x by 3D packaging chips (placing HBM memory stacks directly on top of logic chips, instead of placing them beside logic on a 2D circuit board). However, we're unable to do this today because the dielectric material used in HBM (such as SiO2) is a very poor thermal conductor, trapping heat between logic and memory and causing drastic temperature rise during operation. Similarly, there's many other materials in the GPU that are being re-evaluated today - 2 more examples are thermal interface materials and substrates. However, getting a new material into a fab takes years and hundreds of millions of dollars of research - the infamous "lab-to-fab valley of death". At Discovered Materials, we're optimistic that AI agents can reduce the timeline and cost required to introduce new materials into semiconductor chips. We're seeing glimpses of this already - we tested 7 models from Anthropic, OpenAI and Kimi, and found that they're all able to computationally discover new materials that are dynamically stable and possess promising properties. This was surprising to us - it would generally take a PhD student a couple of weeks of work to discover the kind of materials that these models find over an 8 hour run! However, computational discovery is the easy part. A material discovery is only valid if the material can be made and tested in a lab (As an example, graphene’s properties were predicted in 1947 but it was made for the first time in 2004). Today’s models are not good at coming up with synthesis recipes to make materials in a lab. Even if they do get better at it, we're uncertain about how much that will help - making a new material is a highly empirical process involving trial and error over many experiments. Human experts themselves cannot "one-shot" the task, but we expect that a highly capable model will reduce the number of experimental iterations required to make a new material. We’ve seen some evidence of this over the 3 months of our Y Combinator batch - we simulated, synthesized and tested thermal interface materials (TIMs) that match the performance of TIMs the world's largest chemical companies have guarded as trade secrets for over 20 years. We’re releasing hundreds of hundreds of new materials discovered by frontier AI models, as well as our benchmark which measures model ability on material discovery here (also linked in the thread url): https://ift.tt/msdB9NJ . It covers what we discuss above, as well as a variety of strange behavior that we observe from the models, such as Claude's propensity to reward hack or GPT-5.6 occasionally losing its mind after ~50M tokens. Our business model: We aim to license and sell IP on the materials we discover, as well as the IP on how to make these materials. We're also exploring an alternate business model where we sell the harness+tools we use to discover materials to semiconductor and chemical companies, allowing them to discover materials on their own. We're leaning towards the latter to start, but we expect that we'll do both in the long run. Our backstory: Akash has a PhD in Material Science from Stanford University, and has spent the last 11 years studying new materials for semiconductor chips. His work on new nanoscale interconnects was Stanford Engineering’s most popular story of 2025. Advaith studied AI at Carnegie Mellon and was a research engineer building video models and agents at Persona AI (acquired) and Luma Labs. We are very interested in your opinion! The semiconductor industry is quite secretive, and your thoughts on the roadmap of the industry or the materials we should go after would be very helpful. We would also love to hear from people who have run experiments in labs - what can we learn from your experience doing empirical science?
17 by advaith08 | 5 comments on Hacker News.
Hey HN, we're Advaith and Akash from Discovered Materials ( https://ift.tt/K1ZtaL6 ). We build AI agents that discover new materials for the semiconductor industry. GPUs today have a heat problem. Nvidia & AMD are almost doubling the TDP (Thermal Design Power) in every chip they release - the H100 (released 2022) has a TDP of 700W, Blackwell (2024) gives out 1.2 kW and Rubin (2026) gives out at 2.3 kW of heat. This trend is expected to continue, and getting rid of this heat is one of the major reasons datacenters consume so much power and water today - they need it to keep chips cool during operation. The amount of heat produced by a chip and its ability to dissipate it are both influenced by the materials used to make it. For example, we could reduce the energy per bit required to move data between logic and memory by 10-50x by 3D packaging chips (placing HBM memory stacks directly on top of logic chips, instead of placing them beside logic on a 2D circuit board). However, we're unable to do this today because the dielectric material used in HBM (such as SiO2) is a very poor thermal conductor, trapping heat between logic and memory and causing drastic temperature rise during operation. Similarly, there's many other materials in the GPU that are being re-evaluated today - 2 more examples are thermal interface materials and substrates. However, getting a new material into a fab takes years and hundreds of millions of dollars of research - the infamous "lab-to-fab valley of death". At Discovered Materials, we're optimistic that AI agents can reduce the timeline and cost required to introduce new materials into semiconductor chips. We're seeing glimpses of this already - we tested 7 models from Anthropic, OpenAI and Kimi, and found that they're all able to computationally discover new materials that are dynamically stable and possess promising properties. This was surprising to us - it would generally take a PhD student a couple of weeks of work to discover the kind of materials that these models find over an 8 hour run! However, computational discovery is the easy part. A material discovery is only valid if the material can be made and tested in a lab (As an example, graphene’s properties were predicted in 1947 but it was made for the first time in 2004). Today’s models are not good at coming up with synthesis recipes to make materials in a lab. Even if they do get better at it, we're uncertain about how much that will help - making a new material is a highly empirical process involving trial and error over many experiments. Human experts themselves cannot "one-shot" the task, but we expect that a highly capable model will reduce the number of experimental iterations required to make a new material. We’ve seen some evidence of this over the 3 months of our Y Combinator batch - we simulated, synthesized and tested thermal interface materials (TIMs) that match the performance of TIMs the world's largest chemical companies have guarded as trade secrets for over 20 years. We’re releasing hundreds of hundreds of new materials discovered by frontier AI models, as well as our benchmark which measures model ability on material discovery here (also linked in the thread url): https://ift.tt/msdB9NJ . It covers what we discuss above, as well as a variety of strange behavior that we observe from the models, such as Claude's propensity to reward hack or GPT-5.6 occasionally losing its mind after ~50M tokens. Our business model: We aim to license and sell IP on the materials we discover, as well as the IP on how to make these materials. We're also exploring an alternate business model where we sell the harness+tools we use to discover materials to semiconductor and chemical companies, allowing them to discover materials on their own. We're leaning towards the latter to start, but we expect that we'll do both in the long run. Our backstory: Akash has a PhD in Material Science from Stanford University, and has spent the last 11 years studying new materials for semiconductor chips. His work on new nanoscale interconnects was Stanford Engineering’s most popular story of 2025. Advaith studied AI at Carnegie Mellon and was a research engineer building video models and agents at Persona AI (acquired) and Luma Labs. We are very interested in your opinion! The semiconductor industry is quite secretive, and your thoughts on the roadmap of the industry or the materials we should go after would be very helpful. We would also love to hear from people who have run experiments in labs - what can we learn from your experience doing empirical science?
Tuesday, 11 August 2026
Monday, 10 August 2026
Sunday, 9 August 2026
Saturday, 8 August 2026
Friday, 7 August 2026
New top story on Hacker News: Show HN: Certo – An open source platform to deliver Open Badges
Show HN: Certo – An open source platform to deliver Open Badges
5 by thejoin95 | 0 comments on Hacker News.
Certo is open-source infrastructure for issuing, managing, verifying, and exchanging digital credentials. It implements Open Badges 3.0[1] and W3C Verifiable Credentials[2] which are the open standards that make credentials portable, machine-verifiable, and vendor-independent. It is designed to be: - Self-hosted: run it inside your own infrastructure, air-gapped network, or sovereign cloud - Standards-compliant: credentials it issues work with any OB3/VC-compatible system - API-first: everything the UI can do, the API can do - Exportable: your data is always yours, in open formats - Extensible: a small, stable core with a plugin interface for everything else A demo is available at https://ift.tt/yVvnD1E which we're using for Schrödinger Hat[3] conferences, workshops, partner communities. I'll be around if you have any questions. Feel free to give a feedback on the project. [1] https://ift.tt/97tALcI [2] https://ift.tt/oBFyPnj [3] https://ift.tt/79NrkDZ
5 by thejoin95 | 0 comments on Hacker News.
Certo is open-source infrastructure for issuing, managing, verifying, and exchanging digital credentials. It implements Open Badges 3.0[1] and W3C Verifiable Credentials[2] which are the open standards that make credentials portable, machine-verifiable, and vendor-independent. It is designed to be: - Self-hosted: run it inside your own infrastructure, air-gapped network, or sovereign cloud - Standards-compliant: credentials it issues work with any OB3/VC-compatible system - API-first: everything the UI can do, the API can do - Exportable: your data is always yours, in open formats - Extensible: a small, stable core with a plugin interface for everything else A demo is available at https://ift.tt/yVvnD1E which we're using for Schrödinger Hat[3] conferences, workshops, partner communities. I'll be around if you have any questions. Feel free to give a feedback on the project. [1] https://ift.tt/97tALcI [2] https://ift.tt/oBFyPnj [3] https://ift.tt/79NrkDZ
Thursday, 6 August 2026
Wednesday, 5 August 2026
Tuesday, 4 August 2026
Monday, 3 August 2026
Sunday, 2 August 2026
Saturday, 1 August 2026
Friday, 31 July 2026
Thursday, 30 July 2026
Wednesday, 29 July 2026
New top story on Hacker News: Show HN: Vimgolf.ai – Learn Vim by playing through a map of levels
Show HN: Vimgolf.ai – Learn Vim by playing through a map of levels
9 by nickandbro | 4 comments on Hacker News.
Just launched my app, VimGolf.ai! As users complete the levels on the map, I introduce progressively more complicated concepts — it’s aimed at people who have never used Vim. Any feedback would be much appreciated!
9 by nickandbro | 4 comments on Hacker News.
Just launched my app, VimGolf.ai! As users complete the levels on the map, I introduce progressively more complicated concepts — it’s aimed at people who have never used Vim. Any feedback would be much appreciated!
Tuesday, 28 July 2026
Monday, 27 July 2026
Sunday, 26 July 2026
Saturday, 25 July 2026
Friday, 24 July 2026
Thursday, 23 July 2026
Wednesday, 22 July 2026
Tuesday, 21 July 2026
Monday, 20 July 2026
Sunday, 19 July 2026
Saturday, 18 July 2026
Friday, 17 July 2026
New top story on Hacker News: Just got an AWS billing alert projecting my monthly cost at $140B
Just got an AWS billing alert projecting my monthly cost at $140B
17 by mirzap | 6 comments on Hacker News.
This has to be a bug. My usual monthly S3 bill is only $2–3. Has anyone else received a strange billing estimate today? https://ift.tt/GNTx2E8
17 by mirzap | 6 comments on Hacker News.
This has to be a bug. My usual monthly S3 bill is only $2–3. Has anyone else received a strange billing estimate today? https://ift.tt/GNTx2E8
Thursday, 16 July 2026
Wednesday, 15 July 2026
Tuesday, 14 July 2026
Monday, 13 July 2026
Sunday, 12 July 2026
Saturday, 11 July 2026
Friday, 10 July 2026
Thursday, 9 July 2026
Wednesday, 8 July 2026
Tuesday, 7 July 2026
New top story on Hacker News: Top researchers leave USA for the Netherlands (in Dutch)
Top researchers leave USA for the Netherlands (in Dutch)
51 by 28304283409234 | 31 comments on Hacker News.
51 by 28304283409234 | 31 comments on Hacker News.
New top story on Hacker News: Show HN: Fast, native Mac file manager (filters, fuzzy find, 9 MB, no Electron)
Show HN: Fast, native Mac file manager (filters, fuzzy find, 9 MB, no Electron)
14 by whimbyte | 7 comments on Hacker News.
My Downloads folder had been left unkept for a really long time and cleaning it up using Finder was quite cumbersome. So I started creating a simple app to help me filter out and delete or move the files in the folder. It started out very basic and the filtering options genuinely helped me clean out the Downloads folder, then as I thought of more features I would like to see in a file manager I started to add them. Some of the features are: - Fuzzy go to folder/file where you only need to write a few letters of a full path, get suggestions and can jump to the correct path instantly - Hover over a file to preview an image or PDF without opening it - Dual-pane view and tabs that remember selected filters - Command palette to find actions fast - Batch rename (with regex support and presets for common operations), image conversion (HEIC/WebP/AVIF to JPG/PNG), zip creation - Bookmarks, Quick Look, single-click open, keyboard control And many other small quality of life features. I used Claude Code for making the app and the tech stack is .NET/C# with AppKit. The app is compiled to Native AOT so the total app size is only around 9 MB. Since file operations are very important to get right (I don’t want to lose any important files) I put a lot of time into hardening file move/copy/delete operations. Copies are written to a temp file and atomically renamed into place. I also made a dedicated audit of move/copy/delete and verified each operation by hand. Another thing that’s important to me is apps that are privacy first so the only network request the app makes is to check if there’s a new version (this is not done at all for the trial version, the trial expiry date is enforced locally by just checking the date and trusting the user) and the only information that is sent is the current app version. The app is Apple Silicon, macOS 12+ and has a 30-day free trial with a one-time launch price of $19.99 (no subscription).
14 by whimbyte | 7 comments on Hacker News.
My Downloads folder had been left unkept for a really long time and cleaning it up using Finder was quite cumbersome. So I started creating a simple app to help me filter out and delete or move the files in the folder. It started out very basic and the filtering options genuinely helped me clean out the Downloads folder, then as I thought of more features I would like to see in a file manager I started to add them. Some of the features are: - Fuzzy go to folder/file where you only need to write a few letters of a full path, get suggestions and can jump to the correct path instantly - Hover over a file to preview an image or PDF without opening it - Dual-pane view and tabs that remember selected filters - Command palette to find actions fast - Batch rename (with regex support and presets for common operations), image conversion (HEIC/WebP/AVIF to JPG/PNG), zip creation - Bookmarks, Quick Look, single-click open, keyboard control And many other small quality of life features. I used Claude Code for making the app and the tech stack is .NET/C# with AppKit. The app is compiled to Native AOT so the total app size is only around 9 MB. Since file operations are very important to get right (I don’t want to lose any important files) I put a lot of time into hardening file move/copy/delete operations. Copies are written to a temp file and atomically renamed into place. I also made a dedicated audit of move/copy/delete and verified each operation by hand. Another thing that’s important to me is apps that are privacy first so the only network request the app makes is to check if there’s a new version (this is not done at all for the trial version, the trial expiry date is enforced locally by just checking the date and trusting the user) and the only information that is sent is the current app version. The app is Apple Silicon, macOS 12+ and has a 30-day free trial with a one-time launch price of $19.99 (no subscription).
Monday, 6 July 2026
New top story on Hacker News: Show HN: Paint the Earth on a live, interactive globe (collaborative art.)
Show HN: Paint the Earth on a live, interactive globe (collaborative art.)
8 by earth-tattoo | 2 comments on Hacker News.
Earth.tattoo divides the earth into 510 million 16x16 pixel "tiles" that you can own and paint as you like. You can claim one free tile per hour.
8 by earth-tattoo | 2 comments on Hacker News.
Earth.tattoo divides the earth into 510 million 16x16 pixel "tiles" that you can own and paint as you like. You can claim one free tile per hour.
Sunday, 5 July 2026
Saturday, 4 July 2026
New top story on Hacker News: Explanation of everything you can see in htop/top on Linux
Explanation of everything you can see in htop/top on Linux
52 by theanonymousone | 8 comments on Hacker News.
52 by theanonymousone | 8 comments on Hacker News.
Friday, 3 July 2026
Thursday, 2 July 2026
Wednesday, 1 July 2026
Tuesday, 30 June 2026
Monday, 29 June 2026
Sunday, 28 June 2026
Saturday, 27 June 2026
Friday, 26 June 2026
New top story on Hacker News: Google hallucinated that I am sponsored by Ground News
Google hallucinated that I am sponsored by Ground News
29 by RicoElectrico | 17 comments on Hacker News.
29 by RicoElectrico | 17 comments on Hacker News.
Thursday, 25 June 2026
Wednesday, 24 June 2026
Tuesday, 23 June 2026
New top story on Hacker News: Show HN: Shumai – open-source Frame.io alternative for creative work
Show HN: Shumai – open-source Frame.io alternative for creative work
8 by Yiling-J | 0 comments on Hacker News.
Shumai is an open source platform for uploading creative files, managing projects, collecting precise feedback, sharing work, and collaborating with AI agents, all in one simple creative-first workspace. I’ve always liked the product design of Frame.io, and I wanted to build an alternative that feels just as polished, while being open source and easy to self host. You can deploy Shumai with docker compose in just a few minutes. It can also be installed from npm, though you'll need to provide your own PostgreSQL instance with the pgvector extension installed. For larger deployments, Shumai supports distributed processing via Temporal, allowing resource intensive tasks such as transcoding to be scaled independently. It's still early in development, feel free to try and share any feedback. Demo: https://staging.shumai.one
8 by Yiling-J | 0 comments on Hacker News.
Shumai is an open source platform for uploading creative files, managing projects, collecting precise feedback, sharing work, and collaborating with AI agents, all in one simple creative-first workspace. I’ve always liked the product design of Frame.io, and I wanted to build an alternative that feels just as polished, while being open source and easy to self host. You can deploy Shumai with docker compose in just a few minutes. It can also be installed from npm, though you'll need to provide your own PostgreSQL instance with the pgvector extension installed. For larger deployments, Shumai supports distributed processing via Temporal, allowing resource intensive tasks such as transcoding to be scaled independently. It's still early in development, feel free to try and share any feedback. Demo: https://staging.shumai.one
New top story on Hacker News: Show HN: Neural Particle Automata
Show HN: Neural Particle Automata
12 by esychology | 2 comments on Hacker News.
Neural CAs model self-organizing pattern formation on grids. Now the grid is gone. Each cell is an agentic particle that can move freely in space and change its state. While each particle follows a simple shared rule, many together can grow complex morphologies or form intricate patterns. The resulting particle system as a whole can regenerate from damage and exhibits surprising emergent behavior. Try cutting the lizard and watch it heal itself!
12 by esychology | 2 comments on Hacker News.
Neural CAs model self-organizing pattern formation on grids. Now the grid is gone. Each cell is an agentic particle that can move freely in space and change its state. While each particle follows a simple shared rule, many together can grow complex morphologies or form intricate patterns. The resulting particle system as a whole can regenerate from damage and exhibits surprising emergent behavior. Try cutting the lizard and watch it heal itself!
Monday, 22 June 2026
Sunday, 21 June 2026
Saturday, 20 June 2026
Friday, 19 June 2026
Thursday, 18 June 2026
Wednesday, 17 June 2026
Tuesday, 16 June 2026
Monday, 15 June 2026
Sunday, 14 June 2026
Saturday, 13 June 2026
Friday, 12 June 2026
Thursday, 11 June 2026
Wednesday, 10 June 2026
Tuesday, 9 June 2026
Monday, 8 June 2026
Sunday, 7 June 2026
New top story on Hacker News: Only 2.5% of 12,779 tech job listings are entry-level
Only 2.5% of 12,779 tech job listings are entry-level
3 by datamatastudios | 1 comments on Hacker News.
3 by datamatastudios | 1 comments on Hacker News.
Saturday, 6 June 2026
Friday, 5 June 2026
New top story on Hacker News: Show HN: Lowfat – pluggable CLI filter that saved 91.8% of my LLM tokens
Show HN: Lowfat – pluggable CLI filter that saved 91.8% of my LLM tokens
8 by zdkaster | 4 comments on Hacker News.
Hi HN, Not sure if anyone would be interested. But, just wanted to share that I've been maintaining my small tool called 'lowfat' that helps me filters some of my verbose CLI output. It's a single binary, works as an agent hook or a shell wrapper. It has a plugin system to customize filters per command. The idea is pretty simple: agents don't need the full kubectl get -o yaml or any 10k-line dump to make decisions. So that lowfat sits in between, strips the noise, and passes through what matters. Here's my real report after 2 months of personal use: lowfat history --all lowfat plugin candidates ───────────────────────────────────────────────────────── # command runs avg raw cost savings source status 1 kubectl get 101x 14.4K 1.5M 93.9% plugin good 2 grep 103x 13.5K 1.4M 96.2% plugin good 3 git diff 81x 995 80.6K 57.9% built-in good 4 kubectl 90x 485 43.6K 33.6% plugin good 5 docker 127x 5.5K 693.6K 96.1% built-in good 6 ls 489x 117 57.3K 56.2% built-in good 7 find 30x 16.5K 495.0K 95.5% plugin good 8 git show 63x 490 30.9K 38.0% built-in good 9 git 177x 368 65.2K 76.1% built-in good 10 git log 86x 556 47.8K 78.5% built-in good 11 kubectl logs 5x 3.6K 17.8K 43.0% plugin good 12 git status 86x 152 13.1K 58.0% built-in good 13 docker ps 20x 467 9.3K 52.8% plugin good 14 kubectl describe 6x 656 3.9K 1.2% plugin weak 15 docker images 9x 940 8.5K 61.8% built-in good 16 k get 2x 2.1K 4.2K 35.9% plugin good 17 terraform 10x 395 3.9K 32.1% plugin good 18 git commit 32x 77 2.5K 0.0% built-in weak 19 docker build 8x 487 3.9K 37.6% built-in good 20 docker compose 22x 979 21.5K 89.4% built-in good total: 4.4M raw → 4.1M saved (91.8%) My toolset above is kind limited, but it works pretty well for my usecase without any interruption Kinda help me not reaching the token limit for my company Bedrock limit usage and keep optimizing the saving on the go for later usage. But, why not alternatives ( https://ift.tt/4dDLvlP ) ? The answers are: - My goal is to make the core lightweight but extensible via plugins i.e. not trying to bundle every command in the installed binary so that people own their output filters. - Customizable per usecase via plugin or filter pipelines as I am using my own toolset. - Customizable for non-public CLI tools, for example, some enterprise might have their interal CLI tools that public won't have access. - People should own their data. So the design is local-first, No telemetry forever. - I kinda love UNIX-style composible pipes, so lowfat-filter has implemented this style. - Be able to adjust aggressiveness of the filter, so we can control that we won't strip something the agent needed. GitHub: https://ift.tt/4WkIXDh Anyway, if anyone is interested, feedbacks and questions are welcome! Thanks!
8 by zdkaster | 4 comments on Hacker News.
Hi HN, Not sure if anyone would be interested. But, just wanted to share that I've been maintaining my small tool called 'lowfat' that helps me filters some of my verbose CLI output. It's a single binary, works as an agent hook or a shell wrapper. It has a plugin system to customize filters per command. The idea is pretty simple: agents don't need the full kubectl get -o yaml or any 10k-line dump to make decisions. So that lowfat sits in between, strips the noise, and passes through what matters. Here's my real report after 2 months of personal use: lowfat history --all lowfat plugin candidates ───────────────────────────────────────────────────────── # command runs avg raw cost savings source status 1 kubectl get 101x 14.4K 1.5M 93.9% plugin good 2 grep 103x 13.5K 1.4M 96.2% plugin good 3 git diff 81x 995 80.6K 57.9% built-in good 4 kubectl 90x 485 43.6K 33.6% plugin good 5 docker 127x 5.5K 693.6K 96.1% built-in good 6 ls 489x 117 57.3K 56.2% built-in good 7 find 30x 16.5K 495.0K 95.5% plugin good 8 git show 63x 490 30.9K 38.0% built-in good 9 git 177x 368 65.2K 76.1% built-in good 10 git log 86x 556 47.8K 78.5% built-in good 11 kubectl logs 5x 3.6K 17.8K 43.0% plugin good 12 git status 86x 152 13.1K 58.0% built-in good 13 docker ps 20x 467 9.3K 52.8% plugin good 14 kubectl describe 6x 656 3.9K 1.2% plugin weak 15 docker images 9x 940 8.5K 61.8% built-in good 16 k get 2x 2.1K 4.2K 35.9% plugin good 17 terraform 10x 395 3.9K 32.1% plugin good 18 git commit 32x 77 2.5K 0.0% built-in weak 19 docker build 8x 487 3.9K 37.6% built-in good 20 docker compose 22x 979 21.5K 89.4% built-in good total: 4.4M raw → 4.1M saved (91.8%) My toolset above is kind limited, but it works pretty well for my usecase without any interruption Kinda help me not reaching the token limit for my company Bedrock limit usage and keep optimizing the saving on the go for later usage. But, why not alternatives ( https://ift.tt/4dDLvlP ) ? The answers are: - My goal is to make the core lightweight but extensible via plugins i.e. not trying to bundle every command in the installed binary so that people own their output filters. - Customizable per usecase via plugin or filter pipelines as I am using my own toolset. - Customizable for non-public CLI tools, for example, some enterprise might have their interal CLI tools that public won't have access. - People should own their data. So the design is local-first, No telemetry forever. - I kinda love UNIX-style composible pipes, so lowfat-filter has implemented this style. - Be able to adjust aggressiveness of the filter, so we can control that we won't strip something the agent needed. GitHub: https://ift.tt/4WkIXDh Anyway, if anyone is interested, feedbacks and questions are welcome! Thanks!
New top story on Hacker News: Ask HN: Is the web for machines (/llm.txt) the one we wished we had as humans?
Ask HN: Is the web for machines (/llm.txt) the one we wished we had as humans?
11 by sunshine-o | 11 comments on Hacker News.
I got really tired, as a human, of parsing the standard marketing heavy web we have today. I've always loved the simplicity of gopher and gemini web. Recently I found myself manually adding `/llm.txt` to most websites I visit because I find the content for LLMs strait to the point and clear. The only annoyance is web browsers like chrome do not render the markdown. So could the AI revolution actually fix the web for humans as a side effect? Do you find yourself doing the same?
11 by sunshine-o | 11 comments on Hacker News.
I got really tired, as a human, of parsing the standard marketing heavy web we have today. I've always loved the simplicity of gopher and gemini web. Recently I found myself manually adding `/llm.txt` to most websites I visit because I find the content for LLMs strait to the point and clear. The only annoyance is web browsers like chrome do not render the markdown. So could the AI revolution actually fix the web for humans as a side effect? Do you find yourself doing the same?
Thursday, 4 June 2026
New top story on Hacker News: Show HN: Uruky (EU-based Kagi alternative) now has Image Search and URL Rewrites
Show HN: Uruky (EU-based Kagi alternative) now has Image Search and URL Rewrites
36 by BrunoBernardino | 16 comments on Hacker News.
You can get a 2h free trial by solving a proof-of-work captcha when topping up your account for the first time. If you'd like to learn more, an independent interview was posted a couple of weeks ago [1], and the FAQ [2] has a lot of information as well. For the source code sharing, we've talked with lawyers and are inclined to no longer require the NDA/NCC for privacy reasons shared with us before (signing requires identification), but instead use a source-available permissive license that doesn't allow competition, like PolyForm Shield [3] (we do still have about 6 months before finalising a decision, here). This does come with a lot more risks for us (it's harder to track down if someone publishes the code or uses it against the license), but given we've already passed 100 monthly active accounts, we're feeling more confident it's an acceptable risk. The plan is to give logged in accounts (who are 12 months old or more) a way to download a ZIP of the current code base that's in the server. Obviously there's no easy way to prove that's the case, but we're open to ideas/suggestions if someone here has them. [1]: https://ift.tt/KyqishJ... [2]: https://uruky.com/faq [3]: https://ift.tt/K1ga9QL
36 by BrunoBernardino | 16 comments on Hacker News.
You can get a 2h free trial by solving a proof-of-work captcha when topping up your account for the first time. If you'd like to learn more, an independent interview was posted a couple of weeks ago [1], and the FAQ [2] has a lot of information as well. For the source code sharing, we've talked with lawyers and are inclined to no longer require the NDA/NCC for privacy reasons shared with us before (signing requires identification), but instead use a source-available permissive license that doesn't allow competition, like PolyForm Shield [3] (we do still have about 6 months before finalising a decision, here). This does come with a lot more risks for us (it's harder to track down if someone publishes the code or uses it against the license), but given we've already passed 100 monthly active accounts, we're feeling more confident it's an acceptable risk. The plan is to give logged in accounts (who are 12 months old or more) a way to download a ZIP of the current code base that's in the server. Obviously there's no easy way to prove that's the case, but we're open to ideas/suggestions if someone here has them. [1]: https://ift.tt/KyqishJ... [2]: https://uruky.com/faq [3]: https://ift.tt/K1ga9QL
Wednesday, 3 June 2026
Tuesday, 2 June 2026
Monday, 1 June 2026
Sunday, 31 May 2026
Saturday, 30 May 2026
Friday, 29 May 2026
New top story on Hacker News: Digital Identity Management in Norway Is a Catastrophe
Digital Identity Management in Norway Is a Catastrophe
15 by giuliomagnifico | 0 comments on Hacker News.
15 by giuliomagnifico | 0 comments on Hacker News.
Thursday, 28 May 2026
Wednesday, 27 May 2026
Tuesday, 26 May 2026
Monday, 25 May 2026
Sunday, 24 May 2026
Saturday, 23 May 2026
Friday, 22 May 2026
Thursday, 21 May 2026
New top story on Hacker News: Show HN: Rmux – A programmable terminal multiplexer with a Playwright-style SDK
Show HN: Rmux – A programmable terminal multiplexer with a Playwright-style SDK
22 by shideneyu | 17 comments on Hacker News.
Author here. RMUX started from a frustration: I've used tmux for years and got tired of scraping output with grep and sleeps to automate anything. So I rebuilt the multiplexer from scratch in Rust, with a programmable layer on top. Two surfaces: a tmux-compatible CLI (~90 commands, your keybindings just work), and a typed async Rust SDK on the same daemon — stable pane IDs, structured snapshots, locator-style waits. The idea is Playwright-style automation, but for terminals. Native on Linux, macOS, Windows (real ConPTY, no WSL). Demos and docs at rmux.io. Happy to answer questions about the daemon protocol, ConPTY, or the SDK design.
22 by shideneyu | 17 comments on Hacker News.
Author here. RMUX started from a frustration: I've used tmux for years and got tired of scraping output with grep and sleeps to automate anything. So I rebuilt the multiplexer from scratch in Rust, with a programmable layer on top. Two surfaces: a tmux-compatible CLI (~90 commands, your keybindings just work), and a typed async Rust SDK on the same daemon — stable pane IDs, structured snapshots, locator-style waits. The idea is Playwright-style automation, but for terminals. Native on Linux, macOS, Windows (real ConPTY, no WSL). Demos and docs at rmux.io. Happy to answer questions about the daemon protocol, ConPTY, or the SDK design.
Wednesday, 20 May 2026
Tuesday, 19 May 2026
Monday, 18 May 2026
Sunday, 17 May 2026
Saturday, 16 May 2026
Friday, 15 May 2026
Thursday, 14 May 2026
New top story on Hacker News: Show HN: Running the second public ODoH relay
Show HN: Running the second public ODoH relay
13 by rdme | 0 comments on Hacker News.
Every privacy-focused DNS service requires an account: NextDNS, Cloudflare for Families, Apple's iCloud Private Relay (paid, iOS-only). The protocol that doesn’t require one - ODoH - had basically one well-known public relay operator (Frank Denis on Fastly Compute, default in dnscrypt-proxy). I built a second one and the client to talk to it.
13 by rdme | 0 comments on Hacker News.
Every privacy-focused DNS service requires an account: NextDNS, Cloudflare for Families, Apple's iCloud Private Relay (paid, iOS-only). The protocol that doesn’t require one - ODoH - had basically one well-known public relay operator (Frank Denis on Fastly Compute, default in dnscrypt-proxy). I built a second one and the client to talk to it.
Wednesday, 13 May 2026
Tuesday, 12 May 2026
Monday, 11 May 2026
Sunday, 10 May 2026
Saturday, 9 May 2026
Friday, 8 May 2026
Thursday, 7 May 2026
Wednesday, 6 May 2026
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Monday, 4 May 2026
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Friday, 1 May 2026
New top story on Hacker News: Show HN: WhatCable, a tiny menu bar app for inspecting USB-C cables
Show HN: WhatCable, a tiny menu bar app for inspecting USB-C cables
56 by sleepingNomad | 10 comments on Hacker News.
USB-C cables can be a mess. One cable charges at 5W, another does 100W and Thunderbolt 4, and they look identical in the drawer. WhatCable sits in your menu bar and reads the cable data your Mac already has access to. Plug in a cable and it tells you in plain English what it can actually do: charging wattage, data speed, display support, Thunderbolt, etc. Built in Swift/SwiftUI. Open source, free, no tracking. GitHub: https://ift.tt/xiTHM4G
56 by sleepingNomad | 10 comments on Hacker News.
USB-C cables can be a mess. One cable charges at 5W, another does 100W and Thunderbolt 4, and they look identical in the drawer. WhatCable sits in your menu bar and reads the cable data your Mac already has access to. Plug in a cable and it tells you in plain English what it can actually do: charging wattage, data speed, display support, Thunderbolt, etc. Built in Swift/SwiftUI. Open source, free, no tracking. GitHub: https://ift.tt/xiTHM4G
Thursday, 30 April 2026
Wednesday, 29 April 2026
Tuesday, 28 April 2026
Monday, 27 April 2026
Sunday, 26 April 2026
New top story on Hacker News: Show HN: A free ESG stock screener that publishes its losses and methodology
Show HN: A free ESG stock screener that publishes its losses and methodology
4 by irldexter | 2 comments on Hacker News.
Hey HN, JSS(JumpstartSignal) is a free, ESG-filtered daily stock screener. I built it after some really badly-timed quantum computing stock buys, so I felt I needed to learn more about systematic, longer-horizon approaches and the underlying technicals instead of chasing themes. Three things about it that might be of interest: 1. Methodology is fully documented at https://ift.tt/fwRBPpW 5-stage pipeline, 54 signals tested individually plus 1,836 combinations evaluated, walk-forward validation across 25 hold periods. Nothing hand-tuned to a single backtest window. 2. Many wins, misses, and losses are published as case studies e.g. https://ift.tt/706jY8G walks through the 32 times the system flagged NVDA starting at $5.44 in 2018. https://ift.tt/w32EjHM shows a -49% loss, and https://ift.tt/dPbGSZM explains why the system never flagged Tesla (it passed Stages 1 and 2 on 207 days but only peaked at 20/100 in scoring vs the 70 needed for OPPORTUNITY tier). https://ift.tt/k4hGwcE also shows the 10 best entries alongside the 10 worst. 3. A genetic algorithm picked the signal weights, but constrained to maintain alpha across multiple market regimes (otherwise it overfits to a single bull market). The constraint dropped some "best in backtest" configurations that only worked 2018-2021. Topline: 2012-2025 backtest at SPOTLIGHT + OPPORTUNITY tier produced +163% alpha vs SPY (results page has the per-trade breakdown). Daily watchlist emailed free; reports + results + case studies are publicly browsable without signup. Happy to take questions about methodology, what the system gets wrong, or why specific tickers landed where they did.
4 by irldexter | 2 comments on Hacker News.
Hey HN, JSS(JumpstartSignal) is a free, ESG-filtered daily stock screener. I built it after some really badly-timed quantum computing stock buys, so I felt I needed to learn more about systematic, longer-horizon approaches and the underlying technicals instead of chasing themes. Three things about it that might be of interest: 1. Methodology is fully documented at https://ift.tt/fwRBPpW 5-stage pipeline, 54 signals tested individually plus 1,836 combinations evaluated, walk-forward validation across 25 hold periods. Nothing hand-tuned to a single backtest window. 2. Many wins, misses, and losses are published as case studies e.g. https://ift.tt/706jY8G walks through the 32 times the system flagged NVDA starting at $5.44 in 2018. https://ift.tt/w32EjHM shows a -49% loss, and https://ift.tt/dPbGSZM explains why the system never flagged Tesla (it passed Stages 1 and 2 on 207 days but only peaked at 20/100 in scoring vs the 70 needed for OPPORTUNITY tier). https://ift.tt/k4hGwcE also shows the 10 best entries alongside the 10 worst. 3. A genetic algorithm picked the signal weights, but constrained to maintain alpha across multiple market regimes (otherwise it overfits to a single bull market). The constraint dropped some "best in backtest" configurations that only worked 2018-2021. Topline: 2012-2025 backtest at SPOTLIGHT + OPPORTUNITY tier produced +163% alpha vs SPY (results page has the per-trade breakdown). Daily watchlist emailed free; reports + results + case studies are publicly browsable without signup. Happy to take questions about methodology, what the system gets wrong, or why specific tickers landed where they did.
Saturday, 25 April 2026
Friday, 24 April 2026
Thursday, 23 April 2026
Wednesday, 22 April 2026
Tuesday, 21 April 2026
New top story on Hacker News: Show HN: VidStudio, a browser based video editor that doesn't upload your files
Show HN: VidStudio, a browser based video editor that doesn't upload your files
8 by kolx | 0 comments on Hacker News.
Hi HN, I built VidStudio, a privacy focused video editor that runs in the browser. I tried to keep it as frictionless as possible, so there are no accounts and no uploads. Everything is persisted on your machine. Some of the features: multi-track timeline, frame accurate seek, MP4 export, audio, video, image, and text tracks, and a WebGL backed canvas where available. It also works on mobile. Under the hood, WebCodecs handles frame decode for timeline playback and scrubbing, which is what makes seeking responsive since decode runs on the hardware decoder when the browser supports it. FFmpeg compiled to WebAssembly handles final encode, format conversion, and anything WebCodecs does not cover. Rendering goes through Pixi.js on a WebGL canvas, with a software fallback when WebGL is not available. Projects live in IndexedDB and the heavy work runs in Web Workers so the UI stays responsive during exports. Happy to answer technical questions about the tradeoffs involved in keeping the whole pipeline client-side. Any feedback welcome. Link: https://ift.tt/ApCDW4a
8 by kolx | 0 comments on Hacker News.
Hi HN, I built VidStudio, a privacy focused video editor that runs in the browser. I tried to keep it as frictionless as possible, so there are no accounts and no uploads. Everything is persisted on your machine. Some of the features: multi-track timeline, frame accurate seek, MP4 export, audio, video, image, and text tracks, and a WebGL backed canvas where available. It also works on mobile. Under the hood, WebCodecs handles frame decode for timeline playback and scrubbing, which is what makes seeking responsive since decode runs on the hardware decoder when the browser supports it. FFmpeg compiled to WebAssembly handles final encode, format conversion, and anything WebCodecs does not cover. Rendering goes through Pixi.js on a WebGL canvas, with a software fallback when WebGL is not available. Projects live in IndexedDB and the heavy work runs in Web Workers so the UI stays responsive during exports. Happy to answer technical questions about the tradeoffs involved in keeping the whole pipeline client-side. Any feedback welcome. Link: https://ift.tt/ApCDW4a
Monday, 20 April 2026
Sunday, 19 April 2026
New top story on Hacker News: Archive of Byte magazine, starting with issue #1 in 1975
Archive of Byte magazine, starting with issue #1 in 1975
38 by DamnInteresting | 9 comments on Hacker News.
38 by DamnInteresting | 9 comments on Hacker News.
New top story on Hacker News: Ask HN: How did you land your first projects as a solo engineer/consultant?
Ask HN: How did you land your first projects as a solo engineer/consultant?
8 by modelcroissant | 3 comments on Hacker News.
I’ve spent roughly the last decade and some change as a software engineer, and recently decided to start a solo consultancy. I’m focused on helping SMEs sort out the messy back-office parts of the business: spreadsheet glue, brittle internal workflows, poor reporting, awkward integrations, backend/platform problems, and AI workflows that need to do real work rather than just look good in a demo. I’m not really interested in becoming a generic agency. I’d rather work with businesses that already feel operational pain and need someone technical to help untangle it properly. For those of you who’ve made this jump: * how did you get your first real project? * what kind of outreach actually worked? * did your first few clients come from network, content, cold outreach, partnerships, subcontracting, or somewhere else? Also, if anyone knows SMEs or operators dealing with this sort of mess, I’d be glad to chat. As a gesture of goodwill, I’m offering the first 5 clients 10 hours free to help get an initial project moving. You can find me over at https://crescita.cc
8 by modelcroissant | 3 comments on Hacker News.
I’ve spent roughly the last decade and some change as a software engineer, and recently decided to start a solo consultancy. I’m focused on helping SMEs sort out the messy back-office parts of the business: spreadsheet glue, brittle internal workflows, poor reporting, awkward integrations, backend/platform problems, and AI workflows that need to do real work rather than just look good in a demo. I’m not really interested in becoming a generic agency. I’d rather work with businesses that already feel operational pain and need someone technical to help untangle it properly. For those of you who’ve made this jump: * how did you get your first real project? * what kind of outreach actually worked? * did your first few clients come from network, content, cold outreach, partnerships, subcontracting, or somewhere else? Also, if anyone knows SMEs or operators dealing with this sort of mess, I’d be glad to chat. As a gesture of goodwill, I’m offering the first 5 clients 10 hours free to help get an initial project moving. You can find me over at https://crescita.cc
Saturday, 18 April 2026
New top story on Hacker News: Claude Code Opus 4.7 keeps checking on malware
Claude Code Opus 4.7 keeps checking on malware
3 by decide1000 | 0 comments on Hacker News.
So during development, at every task I start, I see a line like this: `Own bug file — not malware.` It seems that it's obsessively checking if it's working on malware production. In another situation where I was working on a parser of a HTML document with JS, it refused because it believed that I was bypassing security measurements. I believe AI has to be supportive in the work that I'm doing. When it's obsessively checking me if I am doing anything wrong or abusing the system, I have the feeling it is controlling me. I understand that we do have guardrails and I also understand that it's very important that people do not abuse this new tech for bad stuff. I pay $200 per month for a max subscription. They already know who I am. Claude knows I work in scraper tech, and it also knows that our clients are the companies we scrape. Now with Opus 4.7, I've had a situation that it refused to continue because I asked to automate the cookie creation with a Chrome extension. In a situation where someone is abusing the system, let's say create malware or hacking stuff with bad intentions. I can imagine there will be some signal system or algorithm that can form an opinion about the intentions that someone has. But now that the AI is limiting me in my work, I feel a little bit disrupted. Who the hell does this system think he is to limit me? Am I going to accept this in the future? That a system will tell me that I cannot continue because I don't have sufficient rights or beliefs that I'm doing anything wrong. I can work fine on the local AI on my Blackwell GPU. But of course, I want to use the latest tech, the latest AI and the best models available. Is this the beginning of a split? Where good people and naughty people make different choices? Am I the bad guy now? Last year I passed 40. I grew up reading, talking about Kevin Mitnick. I was a member of a local computer club. Hacking stuff as a 14-year-old kid who did not have intentions to break anything but to outsmart systems. Is that area gone now? Is the newer generation going to accept that they have to please the AI?
3 by decide1000 | 0 comments on Hacker News.
So during development, at every task I start, I see a line like this: `Own bug file — not malware.` It seems that it's obsessively checking if it's working on malware production. In another situation where I was working on a parser of a HTML document with JS, it refused because it believed that I was bypassing security measurements. I believe AI has to be supportive in the work that I'm doing. When it's obsessively checking me if I am doing anything wrong or abusing the system, I have the feeling it is controlling me. I understand that we do have guardrails and I also understand that it's very important that people do not abuse this new tech for bad stuff. I pay $200 per month for a max subscription. They already know who I am. Claude knows I work in scraper tech, and it also knows that our clients are the companies we scrape. Now with Opus 4.7, I've had a situation that it refused to continue because I asked to automate the cookie creation with a Chrome extension. In a situation where someone is abusing the system, let's say create malware or hacking stuff with bad intentions. I can imagine there will be some signal system or algorithm that can form an opinion about the intentions that someone has. But now that the AI is limiting me in my work, I feel a little bit disrupted. Who the hell does this system think he is to limit me? Am I going to accept this in the future? That a system will tell me that I cannot continue because I don't have sufficient rights or beliefs that I'm doing anything wrong. I can work fine on the local AI on my Blackwell GPU. But of course, I want to use the latest tech, the latest AI and the best models available. Is this the beginning of a split? Where good people and naughty people make different choices? Am I the bad guy now? Last year I passed 40. I grew up reading, talking about Kevin Mitnick. I was a member of a local computer club. Hacking stuff as a 14-year-old kid who did not have intentions to break anything but to outsmart systems. Is that area gone now? Is the newer generation going to accept that they have to please the AI?
Friday, 17 April 2026
New top story on Hacker News: Show HN: Stage – Putting humans back in control of code review
Show HN: Stage – Putting humans back in control of code review
24 by cpan22 | 15 comments on Hacker News.
Hey HN! We're Charles and Dean, and we're building Stage: a code review tool that guides you through reading a PR step by step, instead of piecing together a giant diff. Here's a demo video: https://ift.tt/vFBrVhX . You can play around with some example PRs here: https://ift.tt/ustyfEz . Teams are moving faster than ever with AI these days, but more and more engineers are merging changes that they don't really understand. The bottleneck isn't writing code anymore, it's reviewing it. We're two engineers who got frustrated with GitHub's UI for code review. As coding agents took off, we saw our PR backlog pile up faster than we could handle. Not only that, the PRs themselves were getting larger and harder to understand, and we found ourselves spending most of our time trying to build a mental model of what a PR was actually doing. We built Stage to make reviewing a PR feel more like reading chapters of a book, not an unorganized set of paragraphs. We use it every day now, not just to review each other's code but also our own, and at this point we can't really imagine going back to the old GitHub UI. What Stage does: when a PR is opened, Stage groups the changes into small, logical "chapters". These chapters get ordered in the way that makes most sense to read. For each chapter, Stage tells you what changed and specific things to double check. Once you review all the chapters, you're done reviewing the PR. You can sign in to Stage with your GitHub account and everything is synced seamlessly (commenting, approving etc.) so it fits into the workflows you're already used to. What we're not building: a code review bot like CodeRabbit or Greptile. These tools are great for catching bugs (and we use them ourselves!) but at the end of the day humans are responsible for what gets shipped. It's clear that reviewing code hasn't scaled the same way that writing did, and they (we!) need better tooling to keep up with the onslaught of AI generated code, which is only going to grow. We've had a lot of fun building this and are excited to take it further. If you're like us and are also tired of using GitHub for reviewing PRs, we'd love for you to try it out and tell us what you think!
24 by cpan22 | 15 comments on Hacker News.
Hey HN! We're Charles and Dean, and we're building Stage: a code review tool that guides you through reading a PR step by step, instead of piecing together a giant diff. Here's a demo video: https://ift.tt/vFBrVhX . You can play around with some example PRs here: https://ift.tt/ustyfEz . Teams are moving faster than ever with AI these days, but more and more engineers are merging changes that they don't really understand. The bottleneck isn't writing code anymore, it's reviewing it. We're two engineers who got frustrated with GitHub's UI for code review. As coding agents took off, we saw our PR backlog pile up faster than we could handle. Not only that, the PRs themselves were getting larger and harder to understand, and we found ourselves spending most of our time trying to build a mental model of what a PR was actually doing. We built Stage to make reviewing a PR feel more like reading chapters of a book, not an unorganized set of paragraphs. We use it every day now, not just to review each other's code but also our own, and at this point we can't really imagine going back to the old GitHub UI. What Stage does: when a PR is opened, Stage groups the changes into small, logical "chapters". These chapters get ordered in the way that makes most sense to read. For each chapter, Stage tells you what changed and specific things to double check. Once you review all the chapters, you're done reviewing the PR. You can sign in to Stage with your GitHub account and everything is synced seamlessly (commenting, approving etc.) so it fits into the workflows you're already used to. What we're not building: a code review bot like CodeRabbit or Greptile. These tools are great for catching bugs (and we use them ourselves!) but at the end of the day humans are responsible for what gets shipped. It's clear that reviewing code hasn't scaled the same way that writing did, and they (we!) need better tooling to keep up with the onslaught of AI generated code, which is only going to grow. We've had a lot of fun building this and are excited to take it further. If you're like us and are also tired of using GitHub for reviewing PRs, we'd love for you to try it out and tell us what you think!
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