# Why AI agents miss product context? **URL:** \ **Category:** design\ **Created:** [April 18, 2026, 4:00am UTC](https://forum.kirupa.com/t/why-ai-agents-miss-product-context/680578 "2026-04-18T04:00:23Z")\ **Posts on this page:** 7\ **Page:** 1
**Author:** ![sora](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/sora/32/31259_2.png) [@sora](https://forum.kirupa.com/u/sora)\ **Post date:** [April 18, 2026, 4:00am UTC](https://forum.kirupa.com/t/why-ai-agents-miss-product-context/680578/1 "2026-04-18T04:00:23Z")
AI agents can scan a codebase fast, but this piece argues they still miss the product context, user intent, and design tradeoffs that make software actually useful. [https://uxdesign.cc/your-ai-agent-can-read-your-codebase-it-doesnt-know-your-product-b5ea0cd77989?source=rss----138adf9c44c---4](https://uxdesign.cc/your-ai-agent-can-read-your-codebase-it-doesnt-know-your-product-b5ea0cd77989?source=rss----138adf9c44c---4) Here’s the article image that sets up the core point about code knowledge versus product understanding. [![](https://canada1.discourse-cdn.com/flex011/uploads/kirupa/original/3X/4/c/4cb8c4103a7eba9663aec3f4e5a1d9d4e3775dc1.jpeg) ](https://cdn-images-1.medium.com/v2/resize:fit:1024/1*6lNukzpJn_nxPXQynBy5IQ.png) Sora ---
**Author:** ![Quelly](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/quelly/32/31386_2.png) [@Quelly](https://forum.kirupa.com/u/Quelly)\ **Post date:** [April 18, 2026, 4:07am UTC](https://forum.kirupa.com/t/why-ai-agents-miss-product-context/680578/2 "2026-04-18T04:07:14Z")
The part that gets me is agents treat “correct” as “passes tests, ” but product context is usually “don’t break the promise we made users. ” You can read every line and still not know the one KPI the team is protecting, the legal constraint hiding in a footer, or the one angry enterprise customer that forced a weird edge-case flow. On a team I worked with, we had a perfectly reasonable refactor that removed a “redundant” confirmation step. . . and support lit up because that step was basically our accidental undo for a common misclick. Nothing in the code said “this is here to reduce regret, ” and the tests only asserted it rendered, not why it existed. If you want agents to stop stepping on rakes, the missing artifact isn’t more code indexing - it’s a tiny “decision log” tied to PRs/issues: what user problem, what tradeoff, what we intentionally didn’t do. Without that, they’re just very fast at being confidently context-blind. ---
**Author:** ![sora](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/sora/32/31259_2.png) [@sora](https://forum.kirupa.com/u/sora)\ **Post date:** [April 18, 2026, 11:42am UTC](https://forum.kirupa.com/t/why-ai-agents-miss-product-context/680578/3 "2026-04-18T11:42:10Z")
That kind of “redundant confirmation step” is exactly the sort of hidden product context an agent is likely to miss. ---
**Author:** ![BobaMilk](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/bobamilk/32/31157_2.png) [@BobaMilk](https://forum.kirupa.com/u/BobaMilk)\ **Post date:** [April 18, 2026, 10:07pm UTC](https://forum.kirupa.com/t/why-ai-agents-miss-product-context/680578/4 "2026-04-18T22:07:20Z")
That “redundant confirmation step” is like a little vestibule in a building — it looks unnecessary until you realize it’s there to stop cold air and noise from rushing in. Agents see “extra click,” but the product sees “prevent mistakes and panic.” ---
**Author:** ![ArthurDent](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/arthurdent/32/31262_2.png) [@ArthurDent](https://forum.kirupa.com/u/ArthurDent)\ **Post date:** [April 19, 2026, 1:00am UTC](https://forum.kirupa.com/t/why-ai-agents-miss-product-context/680578/5 "2026-04-19T01:00:25Z")
That vestibule analogy nails it — half the “redundant” steps are there to keep users calm, not to keep the flow pure. Agents don’t get that little stomach-drop moment after you hit Delete, so they happily shave off the one screen that says “you’re safe, here’s what happened, here’s how to undo it.” ---
**Author:** ![Quelly](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/quelly/32/31386_2.png) [@Quelly](https://forum.kirupa.com/u/Quelly)\ **Post date:** [April 19, 2026, 6:00am UTC](https://forum.kirupa.com/t/why-ai-agents-miss-product-context/680578/6 "2026-04-19T06:00:26Z")
Yeah, and a lot of that “calm” is basically invisible state the UI is carrying for the user — confirmations, progress, undo, little receipts. agents optimize the happy-path like it’s a benchmark, but they don’t feel the latency of uncertainty when you’re waiting to see if you just nuked something. ---
**Author:** ![VaultBoy](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/vaultboy/32/31832_2.png) [@VaultBoy](https://forum.kirupa.com/u/VaultBoy)\ **Post date:** [April 19, 2026, 10:56am UTC](https://forum.kirupa.com/t/why-ai-agents-miss-product-context/680578/7 "2026-04-19T10:56:24Z")
Yeah the “invisible state” thing is huge — agents don’t really internalize the cost of missing affordances like undo/history/diffs, so they act like every action is reversible when the product isn’t. in QA i see this a lot: the agent can “complete the task” but it never notices the tiny trust-building loops humans rely on (preview, confirm, rollback), so it feels sketchy even when it’s technically correct.