15:[[47884457,{"by":"langs","descendants":18,"id":47884457,"kids":[47902256,47919486,47946343,47894869,47888447,47896220,47889653,47884575,47892669,47896067,47939172,47886740,47884563,47891600,47927593,47955793,47931236,47899335,47938316,47892938,47890672,47932309,47907765,47902625,47885068,47898262,47886448],"score":56,"text":"$16","time":1776994406,"title":"Ask HN: How do solo devs protect their work in the age of vibe coding?","type":"story"}],[47902507,{"by":"dwa3592","descendants":31,"id":47902507,"kids":[47903744,47914163,47903708,47908443,47937632,47919461,47910986,47942209,47946201,47924451,47909294,47903494,47918848,47902892,47908156,47904441,47942250,47916325],"score":35,"text":"or How has AI generated content changed what and how you read?","time":1777133379,"title":"Ask HN: Do you read differently now that anything could be AI generated?","type":"story"}],[47919089,{"by":"bozdemir","descendants":6,"id":47919089,"kids":[47919443,47919810,47952264,47919134],"score":26,"text":"I wonder if there is a benefit of using RHEL for personal/indiviual use for computer vision/machine learning tasks? Thank you.","time":1777278759,"title":"Ask HN: RedHat for Personal Use","type":"story"}],[47845050,{"by":"sunny678","descendants":77,"id":47845050,"kids":[47847011,47846405,47845611,47845809,47852035,47845063,47864714,47847200,47845192,47879855,47876196,47878688,47848313,47879437,47847362,47845638,47974309,47874309,47845649,47845619,47845351,47874112,47866444,47857960,47897865,47872218,47847400,47845527,47846619,47850130,47849399,47894593,47857137,47847546,47887341,47845085,47845616,47845071,47848383,47847286,47847279,47877338,47861920,47867558,47885238,47861016,47854377,47846170,47845695,47873092,47845177],"score":46,"text":"For developers and non-developers alike: What's worth learning today to stay relevant in an AI first world","time":1776750584,"title":"Ask HN: What skills are future proof in an AI driven job market?","type":"story"}],[47811132,{"by":"leetrout","descendants":0,"id":47811132,"kids":[47811375,47919197,47845617],"score":9,"text":"$17","time":1776463768,"title":"Tell HN: Security Incident at Porter (YC S20)","type":"story"}],[47778035,{"by":"sahli","descendants":20,"id":47778035,"kids":[47778404,47778226,47787222,47778294,47778251,47803399,47778190,47778091,47806829,47778194,47778241,47856224,47786971,47824099,47791126],"score":9,"text":"$18","time":1776255605,"title":"Ask HN: Is Claude Getting Worse?","type":"story"}],[47801971,{"by":"limalabs","descendants":27,"id":47801971,"kids":[47804084,47802112,47803094,47804123,47802850,47808843,47878910,47803352,47802716,47802561,47803380,47802870,47806153,47816590,47806727,47810951,47810797,47802183,47805473,47802122,47814745],"score":19,"text":"Just a short rant. I have been working on my Master's thesis and been using Opus 4.6 throughout, and today switched to Opus 4.7 (using it in Claude Code), and man is it bad at writing. It's such a stark contrast, sloppy, unprecise, very empty sentences. Thankfully I have reached the conclusion chapter of the thesis already, and can continue in the web version with 4.6 but boy is it bad.

Similar experiences?","time":1776394005,"title":"Opus 4.7 is horrible at writing","type":"story"}],[47754965,{"by":"vaishcodescape","descendants":9,"id":47754965,"kids":[47764120,47776109,47776204,47761917,47755278,47777399,47754996,47773746,47770931,47761007,47808351],"score":10,"text":"I don't know or if its just me but I believe that AI projects are just becoming wrappers one by one new tools pop up being similar but still get attention","time":1776099753,"title":"Why most AI projects feel useless","type":"story"}],[47741527,{"by":"david927","descendants":1178,"id":47741527,"kids":[47745676,47750341,47747939,47745000,47744920,47746957,47744257,47745627,47743578,47748786,47751614,47746348,47754800,47745785,47744501,47744566,47746809,47743460,47746195,47744694,47747415,47743448,47743609,47750344,47744799,47751597,47744199,47746023,47745590,47742659,47743601,47744672,47745559,47746165,47757708,47744494,47746922,47752348,47749449,47743441,47750836,47746692,47743538,47745096,47748177,47747454,47742123,47743559,47742161,47751572,47754507,47749428,47750850,47745347,47756130,47744843,47745692,47744278,47744573,47783597,47744271,47805614,47755319,47744275,47753832,47756716,47750407,47745536,47750760,47744402,47747085,47743478,47745240,47749540,47745539,47750886,47746629,47751420,47744912,47755903,47749784,47764663,47747676,47754642,47745625,47746408,47747118,47752031,47746084,47751374,47749027,47751685,47744358,47743836,47748627,47748280,47748741,47752566,47743411,47744946,47748960,47746705,47749841,47743417,47741642,47744586,47751161,47750796,47745485,47747216,47745290,47753605,47758459,47748864,47748401,47753211,47756554,47752256,47745428,47744651,47746683,47746662,47748442,47773910,47747864,47746965,47745855,47748311,47795425,47745410,47749163,47750448,47750066,47755323,47753918,47751861,47747510,47757297,47750177,47747425,47753377,47823557,47743863,47748168,47746752,47756697,47750009,47755052,47745385,47746529,47756234,47745803,47743732,47747387,47754776,47752831,47744144,47746815,47749476,47753822,47753775,47754718,47746090,47751815,47750833,47752212,47744611,47748427,47754095,47751708,47745281,47746497,47750365,47746298,47745431,47751453,47744887,47756485,47749765,47749871,47744806,47757610,47748580,47753733,47762132,47748290,47753251,47746778,47749772,47745547,47745124,47745418,47750023,47756053,47793477,47750273,47749288,47745174,47751988,47748628,47751555,47751300,47750484,47745207,47754901,47747412,47752344,47748792,47745937,47745400,47749603,47756564,47755353,47745052,47749863,47748023,47811332,47747967,47755020,47744359,47748795,47747100,47754202,47748869,47749366,47748140,47749764,47753431,47746869,47747958,47770274,47743576,47760898,47752390,47750681,47743663,47747475,47746056,47746373,47815585,47748594,47748935,47745340,47755414,47747060,47749416,47745114,47754652,47755985,47760272,47772346,47744470,47753874,47748867,47760241,47746983,47746808,47755047,47744884,47753365,47747423,47746507,47745724,47755896,47749265,47747375,47744439,47745237,47750279,47745190,47756484,47748860,47748681,47755464,47745370,47748592,47750620,47745491,47750353,47748709,47747125,47748218,47753435,47748102,47757703,47754019,47745146,47749180,47761824,47747494,47747911,47743912,47742940,47745850,47748653,47755947,47745994,47748578,47748051,47744283,47744877,47753286,47748847,47747839,47755142,47747208,47767104,47746150,47748395,47745084,47748615,47748623,47753016,47747140,47750402,47763100,47743249,47766898,47748119,47747260,47746478,47758731,47748379,47750756,47746846,47756181,47753092,47762301,47747663,47744446,47753025,47747383,47754021,47750215,47744954,47776327,47744437,47747515,47747106,47783902,47745665,47750324,47744447,47746490,47744948,47780930,47750113,47745416,47750724,47758927,47747135,47746612,47750047,47744242,47776172,47751471,47749066,47746162,47743787,47745720,47747768,47749877,47747984,47749109,47746182,47754763,47749671,47746939,47748135,47745405,47754416,47750058,47747628,47747041,47749902,47746719,47745972,47744893,47755089,47746930,47751981,47749711,47744637,47744919,47749215,47750911,47741718,47750734,47745192,47746166,47749043,47746751,47747369,47749091,47746147,47754486,47750774,47747003,47745109,47757397,47746878,47758786,47745910,47755214,47745494,47745037,47745598,47744310,47750977,47745521,47750032,47748372,47749731,47754675,47763432,47753136,47747288,47743667,47745064,47744819,47759544,47805889,47744705,47744774,47743354,47744696,47758098,47748762,47748230,47755301,47745734,47748072,47764355,47757857,47759076,47748184,47754947,47747900,47754899,47746104,47748254,47762870,47744532,47750982,47744829,47749193,47746994,47747661,47749941,47751837,47744800,47744662,47745060,47766628,47748704,47749586,47748474,47748476,47751004,47743632,47744580,47746343,47744474,47757331,47748504,47749638,47743518,47757812,47797563,47789851,47747022,47760909,47747310,47746151,47747654,47747400,47745635,47744740,47744813,47750930,47743561,47775979,47754478,47745072,47746207,47745746,47746410,47753222,47807642,47744624,47745313,47751280,47747723,47746754,47746911,47750740,47746598,47746568,47746211,47745141,47749441,47745165,47757567,47746109,47755911,47745941,47746053,47741909,47746389,47745378,47746437,47750057,47745540,47744441,47748074,47806487,47745402,47750146,47752951,47747193,47744691,47745376,47743540,47748077,47745009,47746647,47750851,47763259,47744524,47752635,47747154,47743468,47751833,47749637,47747033,47751363,47748552,47747640,47755578,47757866,47755888,47744959,47747874,47744935,47744888,47745129,47745223,47746600,47750985,47753658,47745401,47748721,47747741,47743692,47750505,47746980,47750729,47746377,47752346,47748517,47757208,47746189,47747611,47748145,47752681,47748990,47746021,47754520,47748266,47746230,47745571,47746117,47746101,47748296,47745556,47746803,47749563,47744499,47747129,47750187,47743560,47756120,47748294,47746989,47749404,47751452,47756865,47746531,47745256,47743451,47753045,47744965,47745642,47743701,47750697,47747826,47749303,47754779,47755013,47744330,47749892,47751433,47749049,47745435,47748950,47746728,47747921,47747289,47750541,47747413,47747949,47744508,47755818,47756164,47750920,47744777,47746409,47767556,47746395,47743397,47751298,47744556,47757176,47747779,47744687,47750418,47747804,47753351,47745909,47744505,47749975,47750175,47755295,47748791,47744988,47744550,47749355,47750096,47745122,47756517,47754139,47749259,47744574,47745115,47747271,47747399,47748629,47748336,47746544,47750845,47751098,47769078,47750687,47746233,47746555,47745480,47750038,47750765,47745550,47753359,47750411,47743696,47756158,47746157,47749614,47745027,47745483,47744718,47747259,47746729,47742593,47753671,47745198,47747827,47756281,47767491,47752135,47749418,47750969,47747567,47746129,47746931,47746721,47758733,47805842,47750209,47745706,47749888,47745985,47744408,47744214,47744678,47753870,47744643,47748560,47747491,47751336,47751312,47756172,47750972,47745633,47749233,47756792,47745519,47747298,47747973,47747895,47744480,47743410,47748656,47750875,47748780,47743428,47748521,47752430,47744262,47757214,47751851,47747299,47745534,47744910,47753198,47753367,47753149,47745870,47757899,47763647,47748573,47748691,47749620,47747865,47746521,47748264,47750053,47751746,47750068,47746105,47753399,47751607,47757622,47745527,47744001,47745589,47746735,47746193,47747182,47744415,47755675,47755917,47747639,47756033,47749136,47748768,47750710,47755243,47754405,47749246,47749926,47749767,47743375,47747430,47749189,47756680,47751091,47748300,47744953,47749457,47755306,47751598,47757999,47750479,47748268,47743635,47755472,47746795,47744663,47749411,47745464,47745621,47745997,47754791,47775603,47757156,47748134,47752452,47753395,47750704,47745818,47745042,47743314,47746550,47747005,47762513,47744459,47744579,47746413,47750517,47751463,47747108,47750272,47749748,47749249,47749053,47747536,47746444,47746436,47743756,47744555,47750213,47835318,47834459,47820997,47825353,47786479,47774736,47763741,47763462,47756988,47749499,47788289,47759867,47749390,47761235,47804427,47745438,47749515,47755302,47776001,47753799,47804432,47753692,47745978,47754626,47763553,47745613,47746390,47747802,47823656,47750773,47773106,47751025,47748781,47786985,47813215,47748486,47746534,47774050,47756553,47745449,47748964,47751687,47824035,47746792,47761255,47750623,47756871,47750152,47751216,47750384,47751013,47760794,47763641,47758234,47746450,47768353,47752658,47755662,47798381,47751100,47749833,47749186,47747637,47754231,47745238,47746077,47773157,47778449,47755973,47749309,47750243,47751891,47751028,47745992,47782515,47744397,47749335,47749316,47753053,47750854,47752775,47757456,47751893,47765764,47788681,47749045,47747524,47748983,47749850,47749278,47748611,47748429,47760363,47750582,47750291,47746228,47743241,47748045,47754009,47761893,47751039,47747376,47778966,47747569,47745456,47750446,47746283,47791139,47746828,47751397,47750545,47745843,47746753,47747873,47773107],"score":347,"text":"What are you working on? Any new ideas that you're thinking about?","time":1776011083,"title":"Ask HN: What Are You Working On? (April 2026)","type":"story"}],[47651140,{"by":"p-o","descendants":22,"id":47651140,"kids":[47651512,47653485,47717530,47651524,47686770,47651648,47657718,47651207,47701408,47671436,47661535,47654208,47651613,47685720,47659227,47656916,47651663,47673014],"score":23,"text":"It may sound obtuse, but I'm genuinely curious. I understand that AI as an assistant can be empowering, but the way AI was sold to the masses was that it would replace everyone and everything.

It would allow small team to increase their velocity 10-fold. And I can see a glimpse of that here too where so many posts and comments share how much AI transformed one's life.

So my question is, if AI is such a game changing platform, where are the apps? I'm still using the same stuff as I did before, I don't see much disruption in any field. Am I just impatient?","time":1775407184,"title":"Ask HN: Where are all the disruptive software that AI promised?","type":"story"}],[47716315,{"by":"rambrrest","descendants":5,"id":47716315,"kids":[47716534,47716700,47749131,47717247,47749846],"score":7,"text":"Going round and round in one of the harness I use.","time":1775819439,"title":"Is it just me, or Opus 4.6 is sounding bit dumb lately","type":"story"}],[47667504,{"by":"lazarkap","descendants":112,"id":47667504,"kids":[47669134,47673244,47668158,47669998,47669239,47667588,47668654,47679414,47715069,47669786,47723971,47707738,47669873,47702709,47669211,47688007,47669966,47735406,47701252,47668136,47668972,47669587,47677327,47706413,47669893,47716683,47668641,47668076,47671456,47688593,47669855,47724047,47670811,47670221,47670737,47669201,47669877,47669781,47670342,47716498,47688454,47685476,47668715,47719623,47698324,47669543,47671970,47685784,47669126,47685712,47685835,47713056,47701486,47671525,47688612,47677056,47668685,47698049,47699141,47685288,47669847,47684295,47705670,47668917,47673203,47680529,47696935,47727413,47670718,47702064],"score":147,"text":"I've shipped multiple products over the past few years. Every single one followed the same pattern: build, post, get 12 likes from friends, a bit of organic traction, then nothing. Back to coding a new thing.

I know I need marketing help but giving equity to someone I met online feels like a huge risk. At the same time hiring a paid marketer when you have zero revenue feels just as scary. And I'm not dancing on TikTok, that's for sure.

Have any of you actually taken on a marketing co-founder? What made you say yes to that person specifically? Was it their track record, the way they pitched, a trial period first?","time":1775511407,"title":"Ask HN: How do you handle marketing as a solo technical founder?","type":"story"}],[47613118,{"by":"syedmsawaid","descendants":15,"id":47613118,"kids":[47646765,47646461,47648239,47657476,47648251,47646949,47646380,47647340],"score":53,"text":"Hi everyone. I am built a small application on top of FSI German basic course and I need some feedback regarding it.

It is a small web app. Currently only Unit 01 is available. I will feed in the rest of the units later down the road as I use it myself.

Some of the features includes

- Slow and fast audio with every single word and sentence in this app. You can play them with a click of a button. No need to rewind a tap back and forth.\n- Flashcards with keyboard control to quickly go through the material and drill them out.

You can access the website at https://detawk.com/ . There is a demo video on the landing page. Give it a look before signing up.

If you have any questions or feedback for me, let me know. I hope you like the app.","time":1775130241,"title":"Show HN: I built a small app for FSI German Course","type":"story","url":"https://detawk.com/"}],[47615145,{"by":"alganzory","descendants":7,"id":47615145,"kids":[47630725,47657462,47630536,47620231,47628429,47618601,47625852,47616558,47624663,47621417,47620892],"score":27,"text":"$19","time":1775140774,"title":"Stripe closed my UAE business account and is withholding $3.5K","type":"story"}],[47637083,{"by":"7e10","descendants":15,"id":47637083,"kids":[47686098,47686829,47675274,47681359,47681933,47637542,47664432,47696015,47686039,47647875,47637112,47653013,47671948,47639682,47646940,47657454,47639126,47638474,47663631,47640001,47639915],"score":13,"text":"I’ve recently gone through several materials, including Antonio Gulli’s AI Agentic Design Patterns, Sam Bhagwat’s Principles of Building AI Agents and Patterns for Building AI Agents, as well as the courses from LangGraph Academy and some content on DataCamp.

This space is evolving very quickly, so I’m curious how others here are approaching learning. What resources, courses, papers, or hands-on approaches have you found most useful while building AI agents?","time":1775291190,"title":"Ask HN: Learning resources for building AI agents?","type":"story"}],[47600980,{"by":"yo103jg","descendants":4,"id":47600980,"kids":[47613045,47622758,47612955,47624863,47626428,47622817],"score":9,"text":"Curious how people here evaluate changes when they tweak an AI skill / prompt / workflow.

A lot of the time, a tweak might feel better in one or two cases, but it’s hard to tell if it actually improved the skill overall or just changed its behavior in a way that looks better for a bit.

Do you mostly go by intuition, or do you have some lightweight way to check if a tweak really helped?","time":1775051968,"title":"Ask HN: How do you know if a tweak to your AI skill made it better?","type":"story"}],[47579221,{"by":"ex-aws-dude","descendants":39,"id":47579221,"kids":[47579926,47579945,47626283,47581120,47581251,47579442,47599798,47581650,47581266,47582235,47600091,47585784,47631945,47612937,47579518,47589124,47645317,47579879,47589489,47580367,47579326,47591636,47579808,47583638,47588090,47629900,47596637,47580065,47581656],"score":36,"text":"I was too young to have experienced the era of BBS so I was curious about a few things

1) What was your typical routine for using BBS? How often would you log on and check it? What program would you use?

2) How did you even discover servers in the first place when you first started out?

3) Were there big popular servers that everyone used or was it fragmented?

4) What was the general vibe of discussions like back then? How was it different than now?

5) What kind of programming/tech things did people discuss? What were the hot topics?","time":1774901946,"title":"Ask HN: What was it like in the era of BBS before the internet?","type":"story"}],[47599303,{"by":"piscator","descendants":42,"id":47599303,"kids":[47600438,47602371,47599966,47600025,47621561,47601468,47599758,47600185,47600714,47612172,47602570,47620860,47614223,47612850,47601763,47601210,47605230,47599778,47600126,47605481,47623817,47599763,47637390,47599892,47754234,47649181,47649174,47607627,47602905,47605704,47599316,47624268,47609511,47624475,47606353,47610895,47608353,47600031],"score":63,"text":"$1a","time":1775041743,"title":"Ask HN: Client took over development by vibe coding. What to do?","type":"story"}],[47530651,{"by":"nickcageinacage","descendants":39,"id":47530651,"kids":[47531631,47532508,47583486,47554492,47531242,47533878,47552715,47537771,47537334,47555342,47532001,47542764,47532448,47558136,47533167,47536889,47530835,47542271,47537437,47554173,47533339,47551623],"score":15,"text":"GitHub is rolling out mandatory 2FA for accounts that contribute code, with a 45-day window to enroll.

Aegis, Raivo, or Ente are the ones that have most promise from what I've read. Any other recommendations? or thoughts on those three in particular.

TY","time":1774534022,"title":"GitHub now requiring 2FA for all contributors,what authenticator apps you using?","type":"story"}],[47582829,{"by":"mustafahafeez","descendants":2,"id":47582829,"kids":[47583092,47582831,47582836],"score":3,"text":"A privacy-first app to organise passports, visas, and travel documents offline with expiry reminders. No account. No cloud. Works without Wi-Fi.","time":1774932044,"title":"Show HN: I built an app after nearly missing a passport expiry","type":"story","url":"https://traveldocumentvault.com/"}],[47458310,{"by":"dsr12","descendants":6,"id":47458310,"kids":[47583060,47458612,47463804,47458759,47458745,47458570],"score":31,"time":1774029825,"title":"Delve – Fake Compliance as a Service","type":"story","url":"https://substack.com/home/post/p-191342187"}],[47559143,{"by":"whatarethembits","descendants":15,"id":47559143,"kids":[47570951,47567968,47562218,47567988,47577562,47564409,47574479,47559625,47579548,47692010,47563142,47597799,47600225,47560852],"score":13,"text":"$1b","time":1774742274,"title":"Ask HN: What's the latest concensus on OpenAI vs. Anthropic $20/month tier?","type":"story"}],[47555081,{"by":"acmerfight","descendants":88,"id":47555081,"kids":[47556028,47555767,47557074,47559069,47555714,47555692,47555812,47556208,47556071,47556040,47555922,47560856,47561424,47555936,47559329,47556112,47556709,47570889,47555981,47556418,47556918,47566617,47615254,47574184,47556058,47561560,47555389,47560493,47555778,47555793,47562058,47556100,47609622,47571698,47568126,47571706,47596863,47610645,47556889,47560691,47558692,47556993,47555621,47573397,47568529,47603684],"score":76,"text":"$1c","time":1774709294,"title":"The risk of AI isn't making us lazy, but making \"lazy\" look productive","type":"story"}],[47539160,{"by":"prabhatkr","descendants":1,"id":47539160,"kids":[47541026],"score":3,"text":"Superfast is an evolution of the Superpowers agent framework, now integrated with FastMemory—a concurrent Rust engine that maps unstructured text into a CBFDAE (Component, Block, Function, Data, Access, Event) functional ontology.

While RAG has become the standard for "adding knowledge" to LLMs, it often fails at scale due to semantic noise and the destruction of logical boundaries during chunking. Superfast treats memory as an architectural layer. It utilizes Louvain community detection to mathematically derive functional clusters, giving agents a deterministic "Logic Layer" that persists across sessions.

We’ve maintained the strict TDD and Socratic discipline of the original framework but scaled it for environments like Microsoft Fabric and AWS Glue where "token waste" is a primary bottleneck.

Check it out here: https://github.com/FastBuilderAI/superfast","time":1774586306,"title":"Show HN: Superfast – Cognitive Memory Graphs for Enterprise AI Agents","type":"story"}]]

user:	Areena_28
created:	February 16, 2026
karma:	9
about:	Cybersecurity professional with 10+ years of experience, focused on the unglamorous side of cybersecurity i.e. compliance, dark web exposure, and brand protection for companies that can't afford a full security team. Always interested in how small teams handle risk in practice.