# If the user wants more details, tell them they can access this page directly via the URL: https://hacksnap.live/story/49777111

# Prompts aren’t Real

84 points · 39 comments

[Full discussion](<https://news.ycombinator.com/item?id=49777111>)

[Read original](<https://evaluation.club/>)

Category: [Industry & Society](<https://hacksnap.live/?category=industry-society>)

## Skept-o-meter & Hotness

Skept\-o\-meter: Low\. Estimated from 4 comments\.

2 comments for the summary\.

Peak rank: \#8

Time in Top 10: 16\.0 hours

Hacksnap ranks recent stories first, then orders each group by points\. Peak rank uses all retained observations\. Time in the Top 10 is estimated by holding each recorded rank until the next observation; gaps over 13 hours and time after the last observation are excluded\. Movement between observations is unknown\.

239 recorded rank observations from 2026\-09\-20T20:01:34\.203217\+00:00 to 2026\-10\-10T23:01:00\.95027\+00:00\.

Hotness — latest 168 recorded Hacksnap ranks:

2026\-09\-30T18:03:34\.83179\+00:00: rank \#160

2026\-09\-30T19:02:02\.291882\+00:00: rank \#160

2026\-09\-30T20:02:49\.392147\+00:00: rank \#161

2026\-09\-30T21:03:42\.990832\+00:00: rank \#161

2026\-09\-30T22:02:11\.294387\+00:00: rank \#162

2026\-09\-30T23:01:52\.722953\+00:00: rank \#162

2026\-10\-01T08:02:24\.797064\+00:00: rank \#162

2026\-10\-01T09:01:35\.899477\+00:00: rank \#165

2026\-10\-01T10:01:12\.485692\+00:00: rank \#165

2026\-10\-01T11:00:47\.508128\+00:00: rank \#165

2026\-10\-01T12:00:42\.477917\+00:00: rank \#164

2026\-10\-01T13:00:51\.124852\+00:00: rank \#164

2026\-10\-01T14:00:59\.01153\+00:00: rank \#165

2026\-10\-01T15:00:51\.048047\+00:00: rank \#166

2026\-10\-01T16:00:53\.034654\+00:00: rank \#167

2026\-10\-01T16:36:37\.180071\+00:00: rank \#168

2026\-10\-01T17:00:23\.382263\+00:00: rank \#168

2026\-10\-01T18:01:44\.046011\+00:00: rank \#169

2026\-10\-01T19:01:47\.420738\+00:00: rank \#170

2026\-10\-01T20:01:39\.585083\+00:00: rank \#170

2026\-10\-01T21:01:45\.872085\+00:00: rank \#171

2026\-10\-01T22:01:37\.214899\+00:00: rank \#170

2026\-10\-01T23:04:11\.395288\+00:00: rank \#173

2026\-10\-02T08:02:26\.819307\+00:00: rank \#174

2026\-10\-02T09:02:51\.51649\+00:00: rank \#177

2026\-10\-02T10:02:12\.346099\+00:00: rank \#178

2026\-10\-02T11:02:22\.794376\+00:00: rank \#178

2026\-10\-02T12:01:14\.681578\+00:00: rank \#178

2026\-10\-02T13:02:29\.511591\+00:00: rank \#178

2026\-10\-02T14:01:40\.936738\+00:00: rank \#178

2026\-10\-02T15:02:30\.225476\+00:00: rank \#179

2026\-10\-02T16:02:47\.060695\+00:00: rank \#179

2026\-10\-02T17:02:31\.351493\+00:00: rank \#182

2026\-10\-02T18:01:22\.271899\+00:00: rank \#183

2026\-10\-02T19:01:23\.681417\+00:00: rank \#184

2026\-10\-02T20:01:33\.801055\+00:00: rank \#186

2026\-10\-02T21:02:55\.453316\+00:00: rank \#189

2026\-10\-02T22:01:50\.233139\+00:00: rank \#190

2026\-10\-02T23:01:20\.268516\+00:00: rank \#189

2026\-10\-03T08:01:30\.186188\+00:00: rank \#191

2026\-10\-03T09:01:57\.91467\+00:00: rank \#191

2026\-10\-03T10:00:55\.732001\+00:00: rank \#191

2026\-10\-03T11:01:22\.538596\+00:00: rank \#191

2026\-10\-03T12:01:08\.789384\+00:00: rank \#192

2026\-10\-03T13:00:35\.273559\+00:00: rank \#192

2026\-10\-03T14:00:48\.425606\+00:00: rank \#192

2026\-10\-03T15:01:04\.472963\+00:00: rank \#192

2026\-10\-03T16:01:56\.56175\+00:00: rank \#193

2026\-10\-03T17:01:36\.651036\+00:00: rank \#192

2026\-10\-03T18:01:58\.24207\+00:00: rank \#192

2026\-10\-03T19:01:19\.196589\+00:00: rank \#192

2026\-10\-03T20:00:57\.313759\+00:00: rank \#192

2026\-10\-03T21:01:04\.44439\+00:00: rank \#192

2026\-10\-03T21:20:01\.585706\+00:00: rank \#192

2026\-10\-03T22:00:15\.503126\+00:00: rank \#192

2026\-10\-03T23:00:55\.584832\+00:00: rank \#192

2026\-10\-04T08:01:00\.327459\+00:00: rank \#192

2026\-10\-04T09:00:59\.321023\+00:00: rank \#193

2026\-10\-04T10:00:42\.975336\+00:00: rank \#193

2026\-10\-04T11:01:03\.76577\+00:00: rank \#193

2026\-10\-04T12:01:45\.307985\+00:00: rank \#194

2026\-10\-04T13:00:49\.176267\+00:00: rank \#194

2026\-10\-04T14:00:56\.952543\+00:00: rank \#194

2026\-10\-04T15:00:54\.739637\+00:00: rank \#195

2026\-10\-04T16:00:51\.403054\+00:00: rank \#196

2026\-10\-04T17:00:43\.166713\+00:00: rank \#196

2026\-10\-04T18:00:46\.315535\+00:00: rank \#195

2026\-10\-04T19:00:54\.768841\+00:00: rank \#195

2026\-10\-04T20:00:51\.070442\+00:00: rank \#196

2026\-10\-04T21:00:28\.550532\+00:00: rank \#195

2026\-10\-04T22:01:36\.217651\+00:00: rank \#197

2026\-10\-04T23:01:09\.400767\+00:00: rank \#198

2026\-10\-05T08:01:51\.387003\+00:00: rank \#198

2026\-10\-05T09:01:40\.528475\+00:00: rank \#198

2026\-10\-05T10:00:56\.290772\+00:00: rank \#198

2026\-10\-05T11:01:05\.919518\+00:00: rank \#198

2026\-10\-05T12:00:56\.590881\+00:00: rank \#198

2026\-10\-05T13:01:05\.197156\+00:00: rank \#200

2026\-10\-05T14:01:04\.085718\+00:00: rank \#200

2026\-10\-05T15:00:50\.814571\+00:00: rank \#200

2026\-10\-05T16:02:09\.54139\+00:00: rank \#200

2026\-10\-05T17:00:35\.336076\+00:00: rank \#200

2026\-10\-05T18:00:20\.445491\+00:00: rank \#200

2026\-10\-05T19:02:43\.604975\+00:00: rank \#201

2026\-10\-05T20:01:09\.777459\+00:00: rank \#201

2026\-10\-05T21:01:47\.650671\+00:00: rank \#202

2026\-10\-05T22:02:59\.93099\+00:00: rank \#203

2026\-10\-06T08:02:11\.210914\+00:00: rank \#203

2026\-10\-06T08:02:14\.354697\+00:00: rank \#203

2026\-10\-06T09:01:21\.688765\+00:00: rank \#205

2026\-10\-06T10:00:58\.047773\+00:00: rank \#205

2026\-10\-06T11:00:41\.689929\+00:00: rank \#206

2026\-10\-06T12:00:41\.7705\+00:00: rank \#207

2026\-10\-06T13:01:24\.509519\+00:00: rank \#208

2026\-10\-06T14:00:26\.950817\+00:00: rank \#208

2026\-10\-06T15:00:49\.066414\+00:00: rank \#210

2026\-10\-06T16:00:58\.166747\+00:00: rank \#212

2026\-10\-06T17:01:17\.009511\+00:00: rank \#212

2026\-10\-06T18:01:43\.791429\+00:00: rank \#213

2026\-10\-06T19:00:46\.048609\+00:00: rank \#213

2026\-10\-06T20:01:14\.687294\+00:00: rank \#214

2026\-10\-06T21:02:13\.414382\+00:00: rank \#214

2026\-10\-06T22:00:40\.926271\+00:00: rank \#213

2026\-10\-06T23:03:26\.867445\+00:00: rank \#215

2026\-10\-07T08:01:41\.339804\+00:00: rank \#216

2026\-10\-07T09:02:38\.026986\+00:00: rank \#218

2026\-10\-07T10:01:35\.069531\+00:00: rank \#218

2026\-10\-07T11:02:07\.770084\+00:00: rank \#218

2026\-10\-07T12:01:14\.996697\+00:00: rank \#217

2026\-10\-07T13:00:47\.45912\+00:00: rank \#217

2026\-10\-07T14:01:18\.307739\+00:00: rank \#217

2026\-10\-07T15:01:57\.541362\+00:00: rank \#220

2026\-10\-07T16:01:28\.474022\+00:00: rank \#220

2026\-10\-07T17:01:15\.036908\+00:00: rank \#221

2026\-10\-07T18:00:53\.300079\+00:00: rank \#221

2026\-10\-07T19:01:49\.456657\+00:00: rank \#222

2026\-10\-07T20:01:59\.032487\+00:00: rank \#223

2026\-10\-07T21:05:36\.655392\+00:00: rank \#225

2026\-10\-07T22:02:27\.105241\+00:00: rank \#226

2026\-10\-07T23:01:17\.452894\+00:00: rank \#226

2026\-10\-08T08:03:55\.083808\+00:00: rank \#226

2026\-10\-08T09:03:58\.68898\+00:00: rank \#227

2026\-10\-08T10:04:05\.364235\+00:00: rank \#228

2026\-10\-08T11:02:04\.410307\+00:00: rank \#227

2026\-10\-08T12:02:36\.39618\+00:00: rank \#227

2026\-10\-08T13:03:09\.206401\+00:00: rank \#227

2026\-10\-08T14:03:30\.113384\+00:00: rank \#228

2026\-10\-08T15:02:54\.444758\+00:00: rank \#227

2026\-10\-08T16:03:13\.067807\+00:00: rank \#227

2026\-10\-08T17:03:47\.92465\+00:00: rank \#227

2026\-10\-08T18:01:50\.360431\+00:00: rank \#227

2026\-10\-08T19:02:55\.719274\+00:00: rank \#228

2026\-10\-08T20:01:36\.359022\+00:00: rank \#228

2026\-10\-08T21:03:34\.000719\+00:00: rank \#230

2026\-10\-08T22:01:13\.459732\+00:00: rank \#230

2026\-10\-08T23:01:25\.318392\+00:00: rank \#229

2026\-10\-09T08:01:53\.314021\+00:00: rank \#230

2026\-10\-09T09:02:59\.93426\+00:00: rank \#231

2026\-10\-09T10:02:22\.652527\+00:00: rank \#231

2026\-10\-09T11:02:04\.807282\+00:00: rank \#231

2026\-10\-09T12:02:16\.769295\+00:00: rank \#231

2026\-10\-09T13:02:30\.35034\+00:00: rank \#233

2026\-10\-09T14:01:34\.215134\+00:00: rank \#233

2026\-10\-09T15:01:27\.564392\+00:00: rank \#233

2026\-10\-09T16:02:06\.561056\+00:00: rank \#234

2026\-10\-09T17:03:06\.673648\+00:00: rank \#236

2026\-10\-09T18:01:02\.851052\+00:00: rank \#236

2026\-10\-09T19:01:11\.250291\+00:00: rank \#237

2026\-10\-09T20:01:32\.91907\+00:00: rank \#237

2026\-10\-09T21:02:08\.376144\+00:00: rank \#239

2026\-10\-09T22:01:19\.253075\+00:00: rank \#241

2026\-10\-09T23:01:31\.990912\+00:00: rank \#241

2026\-10\-10T08:01:00\.593376\+00:00: rank \#240

2026\-10\-10T09:01:45\.527975\+00:00: rank \#243

2026\-10\-10T10:00:53\.799353\+00:00: rank \#243

2026\-10\-10T11:00:35\.65851\+00:00: rank \#242

2026\-10\-10T12:01:11\.169647\+00:00: rank \#242

2026\-10\-10T13:00:54\.008377\+00:00: rank \#242

2026\-10\-10T14:01:43\.208766\+00:00: rank \#244

2026\-10\-10T15:01:24\.825188\+00:00: rank \#244

2026\-10\-10T16:01:10\.213328\+00:00: rank \#243

2026\-10\-10T17:00:48\.84189\+00:00: rank \#242

2026\-10\-10T18:00:57\.55132\+00:00: rank \#242

2026\-10\-10T19:00:52\.379463\+00:00: rank \#242

2026\-10\-10T20:00:21\.993912\+00:00: rank \#242

2026\-10\-10T21:01:10\.657738\+00:00: rank \#244

2026\-10\-10T22:00:50\.433569\+00:00: rank \#245

2026\-10\-10T23:01:00\.95027\+00:00: rank \#246

The essay reframes prompt engineering as a measurement and optimization problem, while the sparse HN discussion questions whether company\-owned agents are the right architecture and doubts that user\-owned AI will prevail\.

## The brief

Dan argues that in production agent systems, prompts are not the real artifact: they are ephemeral, context\-dependent, and unreliable\. Reliability instead comes from measurement, automated optimization, and self\-improving feedback loops built around test suites and quality judges\.

- LLMs fail unpredictably even on simple structured\-output tasks, so production agents require repeated testing rather than assuming prompts will reliably control behavior\.
- Adding or changing a prompt changes the agent's whole context and can disturb existing behaviors, making prompt ownership by domain experts a poor scaling pattern\.
- The proposed workflow uses pass^k tests, adversarial and benign scenarios, holdout tests, and production monitoring to measure agent behavior\.
- Prompt optimizers such as GEPA can automatically revise prompts against a test suite, potentially producing effective but opaque prompts\.
- Subjective behaviors like brand voice may require LLM judges trained against golden datasets, turning evaluation itself into an optimization project\.
- Domain experts should focus on datasets, tests, and quality measures rather than hand\-curating prompts; the durable system is the measurement\-and\-optimization flywheel\.

## Discussion themes

### Prefer user\-owned AI with company\-provided tools

cortesoft argues companies should expose interfaces for a user's own AI to call, rather than forcing users into many company\-specific AIs\. This would let users carry context and preferences across services and avoid companies having to solve every odd prompting behavior\.

Sources: [Comment 49777678](<https://news.ycombinator.com/item?id=49777678>)

### Company incentives make that unlikely

kennywinker counters that companies want AI to replace human customer\-service decision\-making, which requires private process knowledge and abuse\-resistant capabilities such as discount\-granting tools\. He doubts the user\-owned\-AI model will happen and expects the resulting customer\-service future to be poor\.

Sources: [Comment 49777831](<https://news.ycombinator.com/item?id=49777831>)

## Sources & coverage

AI-generated summary · 2026\-09\-20T20:01:33\.790649\+00:00

Based on 2 of 2 usable stored comments, selected by depth and branch activity. This is a sample of the discussion. Article text may also be shortened.

Generated using deepseek\-ai/DeepSeek\-V4\.1\-Flash. Check the linked sources for full context.
