We\u2019re the founders of Comp AI (https://github.com/trycompai/comp), an open source alternative to Drata & Vanta.
Our goal is to help 100,000 companies get compliant with frameworks like SOC 2, ISO 27001 and GDPR over the next five years.
To support that goal, we\u2019re trying to make the platform as self serve as possible - so founders who\u2019ve never been through the process can start to get compliant at any stage.
Any feedback is appreciated"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Show HN: Comp AI \u2013 An open source alternative to Drata and Vanta"},"url":{"fullyHighlighted":false,"matchLevel":"partial","matchedWords":["ai"],"value":"https://trycomp.ai"}},"_tags":["story","author_carhartlewis","story_43879895","show_hn"],"author":"carhartlewis","created_at":"2025-05-03T15:55:44Z","created_at_i":1746287744,"num_comments":0,"objectID":"43879895","points":4,"story_id":43879895,"story_text":"Hey HN,
We\u2019re the founders of Comp AI (https://github.com/trycompai/comp), an open source alternative to Drata & Vanta.
Our goal is to help 100,000 companies get compliant with frameworks like SOC 2, ISO 27001 and GDPR over the next five years.
To support that goal, we\u2019re trying to make the platform as self serve as possible - so founders who\u2019ve never been through the process can start to get compliant at any stage.
Any feedback is appreciated","title":"Show HN: Comp AI \u2013 An open source alternative to Drata and Vanta","updated_at":"2026-06-22T21:27:42Z","url":"https://trycomp.ai"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"lewisbuildsai"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Hey HN!
I'm Lewis. I've spent the last 4 months building Comp AI - an open source alternative to Drata & Vanta.
Those platforms can cost $10,000+ per year. We've seen how over the last 18 months AI has changed software development...
We want to change how quick it is to get compliant with frameworks like SOC 2, ISO 27001 and GDPR. Our goal is to help 100,000 companies get compliant by 2030.
You can check out our GH at https://github.com/trycompai/comp/"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Show HN: We made an open-source alternative to Drata and Vanta (Comp AI)"},"url":{"fullyHighlighted":false,"matchLevel":"partial","matchedWords":["ai"],"value":"https://trycomp.ai"}},"_tags":["story","author_lewisbuildsai","story_43578870","show_hn"],"author":"lewisbuildsai","created_at":"2025-04-04T06:16:59Z","created_at_i":1743747419,"num_comments":0,"objectID":"43578870","points":4,"story_id":43578870,"story_text":"Hey HN!
I'm Lewis. I've spent the last 4 months building Comp AI - an open source alternative to Drata & Vanta.
Those platforms can cost $10,000+ per year. We've seen how over the last 18 months AI has changed software development...
We want to change how quick it is to get compliant with frameworks like SOC 2, ISO 27001 and GDPR. Our goal is to help 100,000 companies get compliant by 2030.
You can check out our GH at https://github.com/trycompai/comp/","title":"Show HN: We made an open-source alternative to Drata and Vanta (Comp AI)","updated_at":"2025-04-04T16:29:07Z","url":"https://trycomp.ai"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"heldllama86"},"story_text":{"fullyHighlighted":false,"matchLevel":"partial","matchedWords":["comp"],"value":"Hey! I am working on a new project where you can enter any US address and see its flip or rental potential.
For multi-family properties it will automatically parse out what units are inside, the rent for each and aggregate for the building.
We also generate a "Flip Score" if you're into that. It's all laid out instantly in a "Rent Potential Report" with a comp breakdowns, GPT renovation advice and downloadable data (CSV). The report is generated via real-time comps within a radius of the home and insights on the property and neighborhood.
This is something I've been wishing existed when scoping out investment properties. I've found it pretty time-consuming to shop around for listings and then have to pull and analyze my own comps to understand what the rent could be \u2013 especially with multi-family.
Very open to feedback! Here's an example if you can't think of an address or just wanna see how the report looks: https://usefrontflip.com/report/14f04200-7f7d-4edb-a443-c3ef..."},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Show HN: Instant flip/rent potential for any property using real comps and AI"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://usefrontflip.com"}},"_tags":["story","author_heldllama86","story_42578679","show_hn"],"author":"heldllama86","created_at":"2025-01-02T20:46:44Z","created_at_i":1735850804,"num_comments":0,"objectID":"42578679","points":3,"story_id":42578679,"story_text":"Hey! I am working on a new project where you can enter any US address and see its flip or rental potential.
For multi-family properties it will automatically parse out what units are inside, the rent for each and aggregate for the building.
We also generate a "Flip Score" if you're into that. It's all laid out instantly in a "Rent Potential Report" with a comp breakdowns, GPT renovation advice and downloadable data (CSV). The report is generated via real-time comps within a radius of the home and insights on the property and neighborhood.
This is something I've been wishing existed when scoping out investment properties. I've found it pretty time-consuming to shop around for listings and then have to pull and analyze my own comps to understand what the rent could be \u2013 especially with multi-family.
Very open to feedback! Here's an example if you can't think of an address or just wanna see how the report looks: https://usefrontflip.com/report/14f04200-7f7d-4edb-a443-c3ef...","title":"Show HN: Instant flip/rent potential for any property using real comps and AI","updated_at":"2025-01-02T21:16:25Z","url":"https://usefrontflip.com"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"zyngaro"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Font Awesome 5 kickstarter compaign"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://www.kickstarter.com/projects/232193852/font-awesome-5?ref=card"}},"_tags":["story","author_zyngaro","story_12934101"],"author":"zyngaro","created_at":"2016-11-11T20:37:40Z","created_at_i":1478896660,"num_comments":0,"objectID":"12934101","points":2,"story_id":12934101,"title":"Font Awesome 5 kickstarter compaign","updated_at":"2024-09-19T23:56:46Z","url":"https://www.kickstarter.com/projects/232193852/font-awesome-5?ref=card"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"transburgh"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"US Compaines going public in Canada (IPO's)"},"url":{"matchLevel":"none","matchedWords":[],"value":"http://www.gobignetwork.com/entrepreneur-blogs/contributors/Delilah-Panio/10240/2008/2/7/going-public-in-canada---interview-with-colin-campbell-ceo-of-hostopiacom-inc/default.aspx?returnurl=%2fentrepreneur-blogs%2fDefault.aspx&returntext=Return+to+Blog"}},"_tags":["story","author_transburgh","story_112259"],"author":"transburgh","created_at":"2008-02-08T19:11:13Z","created_at_i":1202497873,"num_comments":0,"objectID":"112259","points":2,"story_id":112259,"title":"US Compaines going public in Canada (IPO's)","updated_at":"2023-09-06T19:08:47Z","url":"http://www.gobignetwork.com/entrepreneur-blogs/contributors/Delilah-Panio/10240/2008/2/7/going-public-in-canada---interview-with-colin-campbell-ceo-of-hostopiacom-inc/default.aspx?returnurl=%2fentrepreneur-blogs%2fDefault.aspx&returntext=Return+to+Blog"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"dlr720"},"story_text":{"matchLevel":"none","matchedWords":[],"value":"I basically want a "Razorfish" experience but on a much smaller (and cheaper scale). We are funded so not looking to do this on a shoestring but at the same time we are still small-time and cant break the bank. I like look/fee of http://www.e3.co.uk in the UK but want a Firm with experience working web startup's. In a nut shell show me an small agency (can even be a single person agency) that has a strong background working with known larger agencies, is now doing their own thing and can show me examples of start up's we now all have heard of, but we didn't know of them before XYZ Agency got involved. Thanks ;-)"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Suggestions for Marketing/PR compaines for Web Startup"},"url":{"matchLevel":"none","matchedWords":[],"value":""}},"_tags":["story","author_dlr720","story_7024468","ask_hn"],"author":"dlr720","created_at":"2014-01-08T16:25:31Z","created_at_i":1389198331,"num_comments":0,"objectID":"7024468","points":1,"story_id":7024468,"story_text":"I basically want a "Razorfish" experience but on a much smaller (and cheaper scale). We are funded so not looking to do this on a shoestring but at the same time we are still small-time and cant break the bank. I like look/fee of http://www.e3.co.uk in the UK but want a Firm with experience working web startup's. In a nut shell show me an small agency (can even be a single person agency) that has a strong background working with known larger agencies, is now doing their own thing and can show me examples of start up's we now all have heard of, but we didn't know of them before XYZ Agency got involved. Thanks ;-)","title":"Suggestions for Marketing/PR compaines for Web Startup","updated_at":"2023-09-06T21:52:08Z","url":""},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"alphalatitude"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Tax, optimization math for equity comp your AI assistant can call (MCP, no auth)"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://github.com/AlvisoOculus/optionsahoy-mcp"}},"_tags":["story","author_alphalatitude","story_48486039"],"author":"alphalatitude","children":[48486040],"created_at":"2026-06-11T03:59:30Z","created_at_i":1781150370,"num_comments":0,"objectID":"48486039","points":1,"story_id":48486039,"title":"Tax, optimization math for equity comp your AI assistant can call (MCP, no auth)","updated_at":"2026-06-12T00:47:50Z","url":"https://github.com/AlvisoOculus/optionsahoy-mcp"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"darshanrai"},"title":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Discover/Map Engineering and Management Levels at Top Compaines"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://levelsfyi.com/"}},"_tags":["story","author_darshanrai","story_19144911"],"author":"darshanrai","created_at":"2019-02-12T16:31:37Z","created_at_i":1549989097,"num_comments":0,"objectID":"19144911","points":1,"story_id":19144911,"title":"Discover/Map Engineering and Management Levels at Top Compaines","updated_at":"2024-09-20T03:43:22Z","url":"https://levelsfyi.com/"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"crysis"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"this is a throwaway account. I am 26 years old
I am a HN lurker since long, My problem is, I am financially broke due to a serious chronic illness of my parents. I have a real estate which i get rent from. that is all my income.
I have been laid off as a software tester. Currently i have saved up money + real estate income which will see me through atleast 2 years. Please suggest me some solid technology/programming domain which will give me a stable job. I have a BSc in CS, and I can get along with any language in a week or two. I just need a stable pay for 5-6 years, So that I can pay for my family's illness. This is kinda urgent, I am ready to learn anything. Please guide me to something which will be stable for atleast 5 years.
Edit: I am from India. (Nashik, Maharashtra)
Should i do certifications to get into outsourcing compaines?
or should i learn ruby and the rails framework?"},"title":{"matchLevel":"none","matchedWords":[],"value":"Ask HN: Programming jobs in India?"}},"_tags":["story","author_crysis","story_1961452","ask_hn"],"author":"crysis","children":[1961478,1961491,1961495,1961505,1961514,1961565,1961577,1961585,1961608,1961615,1961628,1961637,1961638,1961641,1961657,1961709,1961740,1961756,1961826,1962444,1963135,1963329],"created_at":"2010-12-02T08:04:39Z","created_at_i":1291277079,"num_comments":57,"objectID":"1961452","points":27,"story_id":1961452,"story_text":"this is a throwaway account. I am 26 years old
I am a HN lurker since long, My problem is, I am financially broke due to a serious chronic illness of my parents. I have a real estate which i get rent from. that is all my income.
I have been laid off as a software tester. Currently i have saved up money + real estate income which will see me through atleast 2 years. Please suggest me some solid technology/programming domain which will give me a stable job. I have a BSc in CS, and I can get along with any language in a week or two. I just need a stable pay for 5-6 years, So that I can pay for my family's illness. This is kinda urgent, I am ready to learn anything. Please guide me to something which will be stable for atleast 5 years.
Edit: I am from India. (Nashik, Maharashtra)
Should i do certifications to get into outsourcing compaines?
or should i learn ruby and the rails framework?","title":"Ask HN: Programming jobs in India?","updated_at":"2024-09-19T17:23:34Z"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"attozk"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Is there any PCI compliant service, which is not a payment gateway and allows storing credit cards?
There are many payment gateways that have the credit card 'vault' system but the country I need to make this work for is Pakistan and there are limited number of compaies that accepts credit cards in Pakistan. 2checkout.com works but they don't have a vault service and I don't want to get into the business of storing such information of my servers.
If you know of any such service then please share."},"title":{"matchLevel":"none","matchedWords":[],"value":"Ask HN: PCI compliant service for storing credit cards?"},"url":{"matchLevel":"none","matchedWords":[],"value":""}},"_tags":["story","author_attozk","story_10062028","ask_hn"],"author":"attozk","children":[10062155,10063064,10065386],"created_at":"2015-08-14T18:48:08Z","created_at_i":1439578088,"num_comments":4,"objectID":"10062028","points":6,"story_id":10062028,"story_text":"Is there any PCI compliant service, which is not a payment gateway and allows storing credit cards?
There are many payment gateways that have the credit card 'vault' system but the country I need to make this work for is Pakistan and there are limited number of compaies that accepts credit cards in Pakistan. 2checkout.com works but they don't have a vault service and I don't want to get into the business of storing such information of my servers.
If you know of any such service then please share.","title":"Ask HN: PCI compliant service for storing credit cards?","updated_at":"2024-09-19T22:13:16Z","url":""},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"mavci"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Think about you lost your all production and deployment servers, all your infrastructure, but you have latest DB, storage backups, code etc. How much time do you need to setup your project from scratch to get back live again?
For example I can setup my simple SaaS side project in ~40 minutes.
Also how about big compaines? Like Google or Facebook? Any guess how much time they need to recover?"},"title":{"matchLevel":"none","matchedWords":[],"value":"Ask HN: How much time do you need to setup your project from scratch?"}},"_tags":["story","author_mavci","story_22743235","ask_hn"],"author":"mavci","created_at":"2020-03-31T22:09:15Z","created_at_i":1585692555,"num_comments":0,"objectID":"22743235","points":5,"story_id":22743235,"story_text":"Think about you lost your all production and deployment servers, all your infrastructure, but you have latest DB, storage backups, code etc. How much time do you need to setup your project from scratch to get back live again?
For example I can setup my simple SaaS side project in ~40 minutes.
Also how about big compaines? Like Google or Facebook? Any guess how much time they need to recover?","title":"Ask HN: How much time do you need to setup your project from scratch?","updated_at":"2024-09-20T05:53:00Z"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"SMAAART"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Today I met with a supposedly top-notch career coach / executive coach.
We went over my resume, my linkedIN, my online presence, my experience, education, work....
In a nutshell I am an executive, in operations, with a long career in high-tech/Life Sciences.
I am very technical, a lot more technical than my peers. Besides the standard operations skills, I had deep knowledge and experience in "systems", and then, in the past decade or so, in data science/data analysis; and more recently AI/AI tools.
I have an online portfolio with tools that I built, papers I wrote, best practices, etc....
My present job search is not going well, kind of crickets so to speak.
So, the outcome of my session with my career coach was to dumb down my entire resume and collateral:
- downplay my title
- remove all the data skills, tools, and certification
- remove my online portfolio
- change my email from name(at)industry.ai to a generic gmail (he was very adamant about it)
He's probably right. Is he?
In a world where all companies/hiring managers are compaining that there are not qualified/good workers, here I am with a long career (yes I am old), stellar performance, proven and demostrable mastery of systems / data / AI tools (but I am not a SWE) and.... are all those skills too intimidating for a plan vanilla operations job, yet not enough for a real technical job?
What does HN think?
T.I.A."},"title":{"matchLevel":"none","matchedWords":[],"value":"Ask HN: Dumbing Down Resume?"}},"_tags":["story","author_SMAAART","story_45282012","ask_hn"],"author":"SMAAART","children":[45282170,45282206,45283385],"created_at":"2025-09-17T22:13:20Z","created_at_i":1758147200,"num_comments":3,"objectID":"45282012","points":3,"story_id":45282012,"story_text":"Today I met with a supposedly top-notch career coach / executive coach.
We went over my resume, my linkedIN, my online presence, my experience, education, work....
In a nutshell I am an executive, in operations, with a long career in high-tech/Life Sciences.
I am very technical, a lot more technical than my peers. Besides the standard operations skills, I had deep knowledge and experience in "systems", and then, in the past decade or so, in data science/data analysis; and more recently AI/AI tools.
I have an online portfolio with tools that I built, papers I wrote, best practices, etc....
My present job search is not going well, kind of crickets so to speak.
So, the outcome of my session with my career coach was to dumb down my entire resume and collateral:
- downplay my title
- remove all the data skills, tools, and certification
- remove my online portfolio
- change my email from name(at)industry.ai to a generic gmail (he was very adamant about it)
He's probably right. Is he?
In a world where all companies/hiring managers are compaining that there are not qualified/good workers, here I am with a long career (yes I am old), stellar performance, proven and demostrable mastery of systems / data / AI tools (but I am not a SWE) and.... are all those skills too intimidating for a plan vanilla operations job, yet not enough for a real technical job?
What does HN think?
T.I.A.","title":"Ask HN: Dumbing Down Resume?","updated_at":"2026-03-05T22:43:35Z"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"lewisbuildsai"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Hey HN!\nI'm Lewis. I've spent the last 4 months building Comp AI - an open source alternative to Drata & Vanta.
Those platforms can cost $10,000+ per year. We've seen how over the last 18 months AI has changed software development...
We want to change how quick it is to get compliant with frameworks like SOC 2, ISO 27001 and GDPR. Our goal is to help 100,000 companies get compliant by 2030.
You can check out our GH at https://github.com/trycompai/comp/"},"title":{"matchLevel":"none","matchedWords":[],"value":"Show HN: We made an open-source alternative to Drata and Vanta"},"url":{"fullyHighlighted":false,"matchLevel":"partial","matchedWords":["ai"],"value":"https://trycomp.ai"}},"_tags":["story","author_lewisbuildsai","story_43583766","show_hn"],"author":"lewisbuildsai","created_at":"2025-04-04T15:24:18Z","created_at_i":1743780258,"num_comments":0,"objectID":"43583766","points":3,"story_id":43583766,"story_text":"Hey HN!\nI'm Lewis. I've spent the last 4 months building Comp AI - an open source alternative to Drata & Vanta.
Those platforms can cost $10,000+ per year. We've seen how over the last 18 months AI has changed software development...
We want to change how quick it is to get compliant with frameworks like SOC 2, ISO 27001 and GDPR. Our goal is to help 100,000 companies get compliant by 2030.
You can check out our GH at https://github.com/trycompai/comp/","title":"Show HN: We made an open-source alternative to Drata and Vanta","updated_at":"2025-04-04T15:49:24Z","url":"https://trycomp.ai"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"zby"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"A year ago I started working on a agentic RAG idea [1]. I quickly decided that I don't like the existing frameworks and started writing everything from scratch. The agentic RAG is not yet ready - but I extracted the code for dealing with function calling and published it. It is a small library for generating schemas from function signatures and for calling these functions using parameters constructed by the LLM.
There is not much code in it - but it is not as trivial as it would seem when you try to cover all the possible cases.
I think it is now quite well tested and useful.
1 - https://zzbbyy.substack.com/p/ai-applications-for-question-a..."},"title":{"matchLevel":"none","matchedWords":[],"value":"Show HN: LLMEasyTools \u2013 Tools for LLM agents (Python lib)"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://github.com/zby/LLMEasyTools"}},"_tags":["story","author_zby","story_41223539","show_hn"],"author":"zby","children":[41224375,41226263,41233769],"created_at":"2024-08-12T12:14:16Z","created_at_i":1723464856,"num_comments":3,"objectID":"41223539","points":2,"story_id":41223539,"story_text":"A year ago I started working on a agentic RAG idea [1]. I quickly decided that I don't like the existing frameworks and started writing everything from scratch. The agentic RAG is not yet ready - but I extracted the code for dealing with function calling and published it. It is a small library for generating schemas from function signatures and for calling these functions using parameters constructed by the LLM.
There is not much code in it - but it is not as trivial as it would seem when you try to cover all the possible cases.
I think it is now quite well tested and useful.
1 - https://zzbbyy.substack.com/p/ai-applications-for-question-a...","title":"Show HN: LLMEasyTools \u2013 Tools for LLM agents (Python lib)","updated_at":"2024-09-20T17:35:42Z","url":"https://github.com/zby/LLMEasyTools"},{"_highlightResult":{"author":{"fullyHighlighted":false,"matchLevel":"partial","matchedWords":["ai"],"value":"ai_updates"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"I\u2019ve been experimenting with a simple idea: most AI performance problems are not model limitations, but task specification limitations.
Over the past months I\u2019ve tested a set of reasoning workflows that significantly improve output quality for both small and large models. They\u2019re not about \u201cprompt tricks\u201d \u2014 they\u2019re about structuring a task so the model can reason cleanly.
Here are the 6 core skills that consistently make the biggest difference:
1. *Decomposition* \u2013 splitting a vague task into constraints, context, steps, assumptions.\n2. *Constraint stacking* \u2013 defining what must be true and what must not happen.\n3. *Reasoning path control* \u2013 explicit \u201cthink aloud but check your assumptions\u201d steps.\n4. *Refinement loops* \u2013 generate \u2192 critique \u2192 adjust \u2192 regenerate.\n5. *Verification passes* \u2013 hallucination checks using independent re-reasoning.\n6. *Output benchmarking* \u2013 defining evaluation criteria before generating anything.
I wrote up an overview of these workflows, with examples and a full breakdown here:\nhttps://dailyaiguide.substack.com/p/ai-reasoning-workflows-t...
If anyone is interested, I can also share:\n- detailed decomposition frameworks,\n- verification chains,\n- or optimized workflows for specific tasks (analysis, learning, planning, writing)."},"title":{"fullyHighlighted":false,"matchLevel":"partial","matchedWords":["ai"],"value":"Show HN: AI Reasoning Workflows \u2013 The 6 Skills That Improve Model Output"}},"_tags":["story","author_ai_updates","story_46134396","show_hn"],"author":"ai_updates","children":[46134420],"created_at":"2025-12-03T13:44:52Z","created_at_i":1764769492,"num_comments":1,"objectID":"46134396","points":2,"story_id":46134396,"story_text":"I\u2019ve been experimenting with a simple idea: most AI performance problems are not model limitations, but task specification limitations.
Over the past months I\u2019ve tested a set of reasoning workflows that significantly improve output quality for both small and large models. They\u2019re not about \u201cprompt tricks\u201d \u2014 they\u2019re about structuring a task so the model can reason cleanly.
Here are the 6 core skills that consistently make the biggest difference:
1. *Decomposition* \u2013 splitting a vague task into constraints, context, steps, assumptions.\n2. *Constraint stacking* \u2013 defining what must be true and what must not happen.\n3. *Reasoning path control* \u2013 explicit \u201cthink aloud but check your assumptions\u201d steps.\n4. *Refinement loops* \u2013 generate \u2192 critique \u2192 adjust \u2192 regenerate.\n5. *Verification passes* \u2013 hallucination checks using independent re-reasoning.\n6. *Output benchmarking* \u2013 defining evaluation criteria before generating anything.
I wrote up an overview of these workflows, with examples and a full breakdown here:\nhttps://dailyaiguide.substack.com/p/ai-reasoning-workflows-t...
If anyone is interested, I can also share:\n- detailed decomposition frameworks,\n- verification chains,\n- or optimized workflows for specific tasks (analysis, learning, planning, writing).","title":"Show HN: AI Reasoning Workflows \u2013 The 6 Skills That Improve Model Output","updated_at":"2026-03-05T23:06:26Z"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"royreyes12"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"So we have created a website, and although its quite complete we have not really gotten much adoption. We are very busy and dont have much time to work on it. We need to fill it with content before we get users on. We believe it is quite a good platform, and that it can be very successfull. We are thinking of maybe just selling it rather than look for funding. How different would it be to try to sell it compaired to trying to get funding?"},"title":{"matchLevel":"none","matchedWords":[],"value":"Selling a company"},"url":{"matchLevel":"none","matchedWords":[],"value":""}},"_tags":["story","author_royreyes12","story_2447530","ask_hn"],"author":"royreyes12","created_at":"2011-04-14T16:54:37Z","created_at_i":1302800077,"num_comments":0,"objectID":"2447530","points":2,"story_id":2447530,"story_text":"So we have created a website, and although its quite complete we have not really gotten much adoption. We are very busy and dont have much time to work on it. We need to fill it with content before we get users on. We believe it is quite a good platform, and that it can be very successfull. We are thinking of maybe just selling it rather than look for funding. How different would it be to try to sell it compaired to trying to get funding?","title":"Selling a company","updated_at":"2024-09-19T17:40:45Z","url":""},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"13years"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"On our quest to create AGI, ASI, The Singularity. Containment and alignment issues must be solved. However, I struggle with what would seem to be an apparent contradiction of logic that I can't seem to find has been addressed directly other than to say something along the lines of "we will figure it out".
What is the best argument you have seen in response to the following concept?
"The goal of containment is too lock the super intelligence within a virtual cage from which it can not escape. Therefore, in order for this principle to be sound, we must accept that a low IQ entity could design an unescapable containment for a high IQ entity which was built for the very purpose of solving imperceptible problems of the low IQ entity."
This is a small excerpt from my own thought explorations that goes in far more detail here -
https://dakara.substack.com/p/ai-singularity-the-hubris-trap"},"title":{"matchLevel":"none","matchedWords":[],"value":"Ask HN: Is there an answer to the AGI intelligence paradox?"}},"_tags":["story","author_13years","story_34971221","ask_hn"],"author":"13years","children":[34971251,34971568,34973975],"created_at":"2023-02-28T16:30:37Z","created_at_i":1677601837,"num_comments":15,"objectID":"34971221","points":1,"story_id":34971221,"story_text":"On our quest to create AGI, ASI, The Singularity. Containment and alignment issues must be solved. However, I struggle with what would seem to be an apparent contradiction of logic that I can't seem to find has been addressed directly other than to say something along the lines of "we will figure it out".
What is the best argument you have seen in response to the following concept?
"The goal of containment is too lock the super intelligence within a virtual cage from which it can not escape. Therefore, in order for this principle to be sound, we must accept that a low IQ entity could design an unescapable containment for a high IQ entity which was built for the very purpose of solving imperceptible problems of the low IQ entity."
This is a small excerpt from my own thought explorations that goes in far more detail here -
https://dakara.substack.com/p/ai-singularity-the-hubris-trap","title":"Ask HN: Is there an answer to the AGI intelligence paradox?","updated_at":"2024-09-20T13:29:36Z"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"EntropyRaider"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"Empire Technologies LLC \u2014 Prior Art Flag (One-Time Publication)
Email: Empire.Technology@proton.me
We are releasing prior art documentation for a proprietary, real-world file compressor built by Empire Technologies LLC.
This system is not theoretical, benchmark-tuned, or optimized for small files. It was engineered for extremely large, high-entropy real-world data, and delivers major compression gains that are measurable, repeatable, and already in operation.
Claim
This is a prior public disclosure of capabilities and performance, to prevent future IP conflicts and establish existence. The compressor:
Is a custom file-agnostic universal compressor
Uses no GPU or hardware acceleration (CPU only)
Targets gigabyte \u2192 terabyte raw files (not synthetic toy datasets)
Achieves consistently measurable compression ratios on hard targets
Outputs fully decompressible results with full bit-matching (SHA-256)
Is real and independently testable
Verified Cryptographic Exhibits (select, timestamped)
ECC = Empire Compressed Container (public, neutral label replacing internal extension names). Each exhibit below corresponds to a file pair recorded in Empire timestamp manifests / Proof Pack (anchor: 2025-09-18) and is verifiable by SHA-256 and the recorded timestamps.
test_large_rebuild.bin \u2192 ECC\n10,485,760 bytes \u2192 41,180 bytes \u2014 99.607% reduction (\u2248254.6\u00d7)\nSHA-256 (orig): dc248188b5d92e9f6538f43aa3b6d248d41bb3cd20a1a0c44c1fcfba5df7d06e\nSHA-256 (comp): 6cf64fc57004de5b588c274ddf7468e8c9e4a324e388257c9b45f8a77e093fe5
logs_2gb.txt \u2192 ECC\n2,147,483,648 bytes \u2192 8,429,071 bytes \u2014 99.607% reduction (\u2248254.7\u00d7)\nSHA-256 (orig): a7c744c13cc101ed66c29f672f92455547889cc586ce6d44fe76ae824958ea51\nSHA-256 (comp): 2025a39d56e2c0ce92a66b466580d7a74591aafd907acc3409189d27aff7cec4
ai_model_2gb.safetensors \u2192 ECC\n2,147,483,648 bytes \u2192 6,322,575 bytes \u2014 99.71% reduction (\u2248339.7\u00d7)\n(SHA-256 orig/comp recorded in Proof Pack manifests)
title.basics.tsv \u2192 ECC\n1,028,297,196 bytes \u2192 336,963,580 bytes \u2014 reduction verified\nSHA-256 (orig): 9b08efac9f39f1362d839a20b900200c63a79ec048aed1083f4b9db5a7d542e4\nSHA-256 (comp): a53f0036f9deee3467f65983ed441f241942222453357bfdd4ab87fe8af11c79
GDELT_Full_Size_File_6.427GB \u2192 ECC reduced\n6,581,409,407 bytes \u2192 1,918,387,416 bytes \u2014 ~71.69% reduction\nSHA-256 (orig): 515c11ef23eb1d261cf9da3e2c0e323d22f7db07e41cd1545570407008de1812\nSHA-256 (comp): 98477ad0b84ee556519022473850f6ee63f6c3af675a5a6338fea0f780d8a849
Full Proof Pack JSONs and MASTER_PROOF are retained by Empire Technologies LLC and may be provided under NDA. The entries above are the minimal cryptographic anchors for public verification.
Consumer Rig Throughput Exhibit
Single NVMe lane sustained ~2.1 GB/s. Dual NVMe lanes sustained ~3.8 GB/s on a 95 GB continuous payload, with recorded peak spikes near 24 GB/s in isolated runs. I/O starvation, not compute limits, was observed. These consumer-rig runs produced the same ultra-collapse behavior on 2 GB-class inputs (254\u00d7\u2013339\u00d7; 99.60%\u201399.71% reduction). See Proof Pack speed manifests for telemetry.
Minimal Verification Steps
Compute SHA-256 of original and ECC outputs
Windows PowerShell:\nGet-FileHash -Algorithm SHA256 C:\\path\\to\\file
Linux/macOS:\nsha256sum /path/to/file
Compare with hashes listed above.
Decompress using Empire decompressor in sandbox:\nempire_decompress -i ECC_file -o recovered_file\nThen verify:\nsha256sum recovered_file (must equal SHA-256(original))
Timestamp linkage: Proof Pack JSON manifests contain matching SHA-256 values with timestamp marker 2025-09-18. Public posting date establishes external publication timestamp.
This is a single publication event. No further clarification will be issued.
Empire Technologies LLC \u2014 End of notice."},"title":{"matchLevel":"none","matchedWords":[],"value":"Show HN: Empire Compression \u2013 2GB \u2192 8MB (99.6% SHA-Verified, CPU Only)"},"url":{"matchLevel":"none","matchedWords":[],"value":"https://gist.githubusercontent.com/UndaPressure/0acd9225a053584c80c992bcd8b7c5c8/raw/64333bf0bbf9be3fb08faab5efda31b16f234d29/Empire.md"}},"_tags":["story","author_EntropyRaider","story_45578680","show_hn"],"author":"EntropyRaider","children":[45578854,45580563],"created_at":"2025-10-14T11:24:05Z","created_at_i":1760441045,"num_comments":4,"objectID":"45578680","points":1,"story_id":45578680,"story_text":"Empire Technologies LLC \u2014 Prior Art Flag (One-Time Publication)
Email: Empire.Technology@proton.me
We are releasing prior art documentation for a proprietary, real-world file compressor built by Empire Technologies LLC.
This system is not theoretical, benchmark-tuned, or optimized for small files. It was engineered for extremely large, high-entropy real-world data, and delivers major compression gains that are measurable, repeatable, and already in operation.
Claim
This is a prior public disclosure of capabilities and performance, to prevent future IP conflicts and establish existence. The compressor:
Is a custom file-agnostic universal compressor
Uses no GPU or hardware acceleration (CPU only)
Targets gigabyte \u2192 terabyte raw files (not synthetic toy datasets)
Achieves consistently measurable compression ratios on hard targets
Outputs fully decompressible results with full bit-matching (SHA-256)
Is real and independently testable
Verified Cryptographic Exhibits (select, timestamped)
ECC = Empire Compressed Container (public, neutral label replacing internal extension names). Each exhibit below corresponds to a file pair recorded in Empire timestamp manifests / Proof Pack (anchor: 2025-09-18) and is verifiable by SHA-256 and the recorded timestamps.
test_large_rebuild.bin \u2192 ECC\n10,485,760 bytes \u2192 41,180 bytes \u2014 99.607% reduction (\u2248254.6\u00d7)\nSHA-256 (orig): dc248188b5d92e9f6538f43aa3b6d248d41bb3cd20a1a0c44c1fcfba5df7d06e\nSHA-256 (comp): 6cf64fc57004de5b588c274ddf7468e8c9e4a324e388257c9b45f8a77e093fe5
logs_2gb.txt \u2192 ECC\n2,147,483,648 bytes \u2192 8,429,071 bytes \u2014 99.607% reduction (\u2248254.7\u00d7)\nSHA-256 (orig): a7c744c13cc101ed66c29f672f92455547889cc586ce6d44fe76ae824958ea51\nSHA-256 (comp): 2025a39d56e2c0ce92a66b466580d7a74591aafd907acc3409189d27aff7cec4
ai_model_2gb.safetensors \u2192 ECC\n2,147,483,648 bytes \u2192 6,322,575 bytes \u2014 99.71% reduction (\u2248339.7\u00d7)\n(SHA-256 orig/comp recorded in Proof Pack manifests)
title.basics.tsv \u2192 ECC\n1,028,297,196 bytes \u2192 336,963,580 bytes \u2014 reduction verified\nSHA-256 (orig): 9b08efac9f39f1362d839a20b900200c63a79ec048aed1083f4b9db5a7d542e4\nSHA-256 (comp): a53f0036f9deee3467f65983ed441f241942222453357bfdd4ab87fe8af11c79
GDELT_Full_Size_File_6.427GB \u2192 ECC reduced\n6,581,409,407 bytes \u2192 1,918,387,416 bytes \u2014 ~71.69% reduction\nSHA-256 (orig): 515c11ef23eb1d261cf9da3e2c0e323d22f7db07e41cd1545570407008de1812\nSHA-256 (comp): 98477ad0b84ee556519022473850f6ee63f6c3af675a5a6338fea0f780d8a849
Full Proof Pack JSONs and MASTER_PROOF are retained by Empire Technologies LLC and may be provided under NDA. The entries above are the minimal cryptographic anchors for public verification.
Consumer Rig Throughput Exhibit
Single NVMe lane sustained ~2.1 GB/s. Dual NVMe lanes sustained ~3.8 GB/s on a 95 GB continuous payload, with recorded peak spikes near 24 GB/s in isolated runs. I/O starvation, not compute limits, was observed. These consumer-rig runs produced the same ultra-collapse behavior on 2 GB-class inputs (254\u00d7\u2013339\u00d7; 99.60%\u201399.71% reduction). See Proof Pack speed manifests for telemetry.
Minimal Verification Steps
Compute SHA-256 of original and ECC outputs
Windows PowerShell:\nGet-FileHash -Algorithm SHA256 C:\\path\\to\\file
Linux/macOS:\nsha256sum /path/to/file
Compare with hashes listed above.
Decompress using Empire decompressor in sandbox:\nempire_decompress -i ECC_file -o recovered_file\nThen verify:\nsha256sum recovered_file (must equal SHA-256(original))
Timestamp linkage: Proof Pack JSON manifests contain matching SHA-256 values with timestamp marker 2025-09-18. Public posting date establishes external publication timestamp.
This is a single publication event. No further clarification will be issued.
Empire Technologies LLC \u2014 End of notice.","title":"Show HN: Empire Compression \u2013 2GB \u2192 8MB (99.6% SHA-Verified, CPU Only)","updated_at":"2026-03-05T22:52:14Z","url":"https://gist.githubusercontent.com/UndaPressure/0acd9225a053584c80c992bcd8b7c5c8/raw/64333bf0bbf9be3fb08faab5efda31b16f234d29/Empire.md"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"olegious"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"I can run PPC campaigns (AdWords, FB Ads), know Google Analytics well, can run survey compaigns (and analyse the results), conduct usability evaluations and can write good specs (and other similar skills)- is there a freelance market for people like me?"},"title":{"matchLevel":"none","matchedWords":[],"value":"Ask HN: is freelancing only for developers?"},"url":{"matchLevel":"none","matchedWords":[],"value":""}},"_tags":["story","author_olegious","story_3293081","ask_hn"],"author":"olegious","children":[3293116],"created_at":"2011-11-30T00:41:07Z","created_at_i":1322613667,"num_comments":2,"objectID":"3293081","points":1,"story_id":3293081,"story_text":"I can run PPC campaigns (AdWords, FB Ads), know Google Analytics well, can run survey compaigns (and analyse the results), conduct usability evaluations and can write good specs (and other similar skills)- is there a freelance market for people like me?","title":"Ask HN: is freelancing only for developers?","updated_at":"2023-09-06T20:43:51Z","url":""},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"JoshuaCraven"},"story_text":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"I spent a few hours today searching for available domain names for my latest project. Here is a list of 101 available domain names for you to use as you wish.
Hope someone can benefit from this!
fungozer.com\ncolunk.com\nkoldist.com\nforement.com\ntenebox.com\nvelvest.com\nselvana.com\ncrogic.com\nmunior.com\noliggi.com\ntechempo.com\nelecterla.com\nkneelli.com\nbrancia.com\nvagrato.com\nsackfun.com\nmomedge.com\nbizerne.com\ntromedge.com\nsubsapa.com\nelecterla.com\nkneelli.com\nbrancia.com\nvagrato.com\nsackfun.com\nmomedge.com\nbizerne.com\ntromedge.com\nsubsapa.com\nwhipha.com\nvectage.com\ncyberail.com\nmaturnia.com\nlisinger.com\nvelosk.com\nrobless.com\npatrolim.com\ninforeev.com\nsolippi.com\nhumanax.com\ntecnowl.com\nronate.com\nacolym.com\ntizzyme.com\ndisruxion.com\nzingamor.com\npursig.com\nvaluite.com\nrivaleg.com\ntelati.com\nmeeura.com\nbenetla.com\nprickcard.com\nransus.com\npostabra.com\nflaumph.com\ndopacity.com\ngeoraft.com\nmysimp.com\noverchy.com\ncorrist.com\npandant.com\ngonost.com\nfilmob.com\nzeidles.com\nsizarch.com\nsopolla.com\nfadetree.com\nbeneforia.com\nvisurm.com\nketive.com\nlentrina.com\npriverso.com\nvicerage.com\nbantrix.com\ncollota.com\nreamiter.com\nhostlig.com\ncompail.com\ncorprico.com\ndatalta.com\noptizia.com\naffillity.com\nzonfer.com\nvoorient.com\ngoosage.com\nwhirlia.com\ntabulumba.com\nbanfish.com\njuliba.com\nscoopai.com\nsensteer.com\npeeraci.com\ninvesee.com\njouros.com\nskirth.com\ndasheri.com\nlegetics.com\ndatalom.com\naptivor.com\nwondesi.com"},"title":{"matchLevel":"none","matchedWords":[],"value":"101 available 5-8 letter domain names"},"url":{"matchLevel":"none","matchedWords":[],"value":""}},"_tags":["story","author_JoshuaCraven","story_3257466","ask_hn"],"author":"JoshuaCraven","children":[3257485],"created_at":"2011-11-20T06:28:33Z","created_at_i":1321770513,"num_comments":2,"objectID":"3257466","points":1,"story_id":3257466,"story_text":"I spent a few hours today searching for available domain names for my latest project. Here is a list of 101 available domain names for you to use as you wish.
Hope someone can benefit from this!
fungozer.com\ncolunk.com\nkoldist.com\nforement.com\ntenebox.com\nvelvest.com\nselvana.com\ncrogic.com\nmunior.com\noliggi.com\ntechempo.com\nelecterla.com\nkneelli.com\nbrancia.com\nvagrato.com\nsackfun.com\nmomedge.com\nbizerne.com\ntromedge.com\nsubsapa.com\nelecterla.com\nkneelli.com\nbrancia.com\nvagrato.com\nsackfun.com\nmomedge.com\nbizerne.com\ntromedge.com\nsubsapa.com\nwhipha.com\nvectage.com\ncyberail.com\nmaturnia.com\nlisinger.com\nvelosk.com\nrobless.com\npatrolim.com\ninforeev.com\nsolippi.com\nhumanax.com\ntecnowl.com\nronate.com\nacolym.com\ntizzyme.com\ndisruxion.com\nzingamor.com\npursig.com\nvaluite.com\nrivaleg.com\ntelati.com\nmeeura.com\nbenetla.com\nprickcard.com\nransus.com\npostabra.com\nflaumph.com\ndopacity.com\ngeoraft.com\nmysimp.com\noverchy.com\ncorrist.com\npandant.com\ngonost.com\nfilmob.com\nzeidles.com\nsizarch.com\nsopolla.com\nfadetree.com\nbeneforia.com\nvisurm.com\nketive.com\nlentrina.com\npriverso.com\nvicerage.com\nbantrix.com\ncollota.com\nreamiter.com\nhostlig.com\ncompail.com\ncorprico.com\ndatalta.com\noptizia.com\naffillity.com\nzonfer.com\nvoorient.com\ngoosage.com\nwhirlia.com\ntabulumba.com\nbanfish.com\njuliba.com\nscoopai.com\nsensteer.com\npeeraci.com\ninvesee.com\njouros.com\nskirth.com\ndasheri.com\nlegetics.com\ndatalom.com\naptivor.com\nwondesi.com","title":"101 available 5-8 letter domain names","updated_at":"2024-09-19T18:07:18Z","url":""},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"mooreds"},"title":{"fullyHighlighted":false,"matchLevel":"partial","matchedWords":["ai"],"value":"AI;DR (AI; Didn't 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(AI; Didn't Read)","updated_at":"2026-10-07T03:11:48Z","url":"https://www.rickmanelius.com/p/aidr-ai-didnt-read"},{"_highlightResult":{"author":{"matchLevel":"none","matchedWords":[],"value":"rzk"},"title":{"fullyHighlighted":false,"matchLevel":"partial","matchedWords":["ai"],"value":"AI isn\u2019t outthinking mathematicians, it\u2019s out-remembering them"},"url":{"fullyHighlighted":false,"matchLevel":"full","matchedWords":["comp","ai"],"value":"https://davidepiffer.com/p/ai-isnt-outthinking-mathematicians"}},"_tags":["story","author_rzk","story_49312845"],"author":"rzk","children":[49312899,49312902,49312914,49312916,49312956,49312963,49312975,49312992,49312998,49313002,49313089,49313099,49313188,49313190,49313249,49313297,49313317,49313366,49313478,49313559,49313567,49313598,49313628,49313643,49313671,49313678,49313696,49313779,49313815,49313842,49313864,49314025,49314147,49314156,49314173,49314248,49314332,49314447,49314448,49314556,49314574,49314633,49314709,49314774,49314836,49314837,49315054,49315102,49315106,49315140,49315231,49315235,49315547,49315877,49315885,49315952,49316698,49316854,49316891,49317588,49317620,49317742,49317769,49318129,49318527,49318851,49318957,49319145,49320875,49321557,49322775,49322890,49323010],"created_at":"2026-08-15T18:13:02Z","created_at_i":1786817582,"num_comments":522,"objectID":"49312845","points":634,"story_id":49312845,"title":"AI 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