frontpage.
newsnewestaskshowjobs

Open Source @Github

fp.

Open in hackernews

Show HN: Ensure actionable Google Forms responses using automatic feedback

https://workspace.google.com/marketplace/app/ai_response_feedback_for_forms/1081979139028
1•komlan•1h ago
Hi HN!

Collecting form responses is one thing, but once you try to use them, a lot of them turn out to be unusable. Some are missing critical information or answering the wrong question (think but report with no steps to reproduce, support queries suffering from the XY problem [1], etc.). Classic required fields and regex validation help with syntax, but they can't tell you whether the answer actually makes sense for what you need to do with them.

I built a Google Forms add-on that lets you describe what a good answer looks like in plain text ("should say what they were doing when the issue happened", "should explain what they tried before reaching out", "should be specific, not just say it doesn't work") and then automatically emails gentle feedback to each respondent after they submit, with a submission update button. If the next submission still falls short, they hear from it again. It stops when you say it's good enough, or when you turn it off.

Of course, this doesn't prevent computer-generated SPAM, if the spammers learn to automatically send actionable and clear responses, but see [2].

A couple surprising things:

- Responders are more willing to update their submissions than you'd expect, as long as the feedback is tailored and specific, which this helps with.

- Some people engage with AI feedback more readily than with human comments. Maybe because it doesn't feel personal?

- Writing the feedback instructions in the setup wizard is useful by itself. You frequently realize that you were asking the wrong questions on the form, and didn't make yourself clear enough.

The AI writes the email based on your instructions. You can calibrate on a few test submissions to make sure you're not being too lax or too annoying. You can bring your own Gemini key, but it is not required. It hooks into the Forms submit trigger and sends email through the Gmail service by default. It's available on the add-on directory [3].

[1] https://xyproblem.info/

[2] https://xkcd.com/810/

[3] https://workspace.google.com/marketplace/app/ai_response_fee...

The Most Interesting Articles on Wikipedia

https://www.mostdiscussed.com
1•vismit2000•2m ago•0 comments

Are Memories Transferable – Or Edible?

https://www.quantamagazine.org/are-memories-transferable-or-edible-20260605/
1•doener•4m ago•0 comments

Ask HN: Best Hetzner Alternatives?

1•king_zee•5m ago•0 comments

DEC Alpha

https://en.wikipedia.org/wiki/DEC_Alpha
1•tosh•5m ago•0 comments

Physicists Have Measured "Negative Time" in Quantum Experiment

https://scitechdaily.com/physicists-have-measured-negative-time-in-bizarre-quantum-experiment/
1•bryanrasmussen•6m ago•0 comments

Photograph Is Now Guilty Until Proven Innocent

https://winphotoio.substack.com/p/sunday-submission-04-the-burden-of-proof
2•winphoto•11m ago•0 comments

Kino, a high-performance Ractor web server for Ruby 4.0

https://github.com/yaroslav/kino
1•riffraff•12m ago•0 comments

General-purpose LLMs outperform specialized clinical AI tools

https://www.nature.com/articles/s41591-026-04431-5
1•hdvr•13m ago•0 comments

Understanding the rationale behind a rule when trying to circumvent it

https://devblogs.microsoft.com/oldnewthing/20260611-00/?p=112415
3•tosh•21m ago•0 comments

China's universities cut 12,000 'obsolete' degrees amid race to embrace AI era

https://www.scmp.com/economy/china-economy/article/3356913/chinas-universities-cut-12000-obsolete...
2•spwa4•24m ago•0 comments

Users cry foul after AMD stripped memory crypto from its consumer CPUs

https://arstechnica.com/security/2026/06/users-cry-foul-after-amd-stripped-memory-crypto-from-its...
3•u1hcw9nx•25m ago•0 comments

Why did I create my own PaaS as indie hacker and made it open-source?

https://github.com/sumon-ohid/better-paas
2•sumonoahid•36m ago•1 comments

Making a Metasearch Engine (2024)

https://matdoes.dev/metasearch
2•ethanhawksley•38m ago•0 comments

The History of How School Buses Became Yellow

https://www.smithsonianmag.com/history/history-how-school-buses-became-yellow-180973041/
2•thunderbong•39m ago•0 comments

Pure-Dart I2P: decentralized file sharing

https://github.com/geograms/i2p-dart
1•nunobrito•44m ago•0 comments

Greed Is Learned: Visible Incentives as Reward-Hacking Triggers

https://arxiv.org/abs/2606.16914
2•Timofeibu•45m ago•0 comments

Show HN: Kitchen Rush, Overcooked inspired LLM tool calling benchmark

https://github.com/bassimeledath/kitchen-rush
2•bombastic311•46m ago•0 comments

Movebound: The Art of Zugzwang

https://www.thearticle.com/movebound-the-art-of-zugzwang
1•Pamar•47m ago•0 comments

Discovery debt: The debt that doesn't slow you down

https://www.leadinginproduct.com/p/discovery-debt
2•benkan•47m ago•0 comments

The US government's Anthropic models ban was never about an AI jailbreak

https://techcrunch.com/2026/06/15/the-us-governments-anthropic-models-ban-was-never-about-an-ai-j...
2•SilverElfin•47m ago•1 comments

Why do South Koreans love AI so much?

https://www.technologyreview.com/2026/06/15/1138983/why-do-south-koreans-love-ai-so-much/
1•joozio•53m ago•0 comments

Cross-Language Data Types

https://ekxide.io/blog/cross-language-data-types/
1•birdculture•54m ago•0 comments

Show HN: A spreadsheet where your code never reads B7

https://github.com/logisky/LogiSheets/discussions/415
1•JeremyHe•56m ago•0 comments

Show HN: GitHits Public Beta 0.9

https://githits.com/
2•skvark•56m ago•0 comments

Correlated LLM Name Priors and Their Haunting of the Web and Academic Publishing

https://arxiv.org/abs/2606.02184
1•wise_blood•58m ago•0 comments

Adobe's record year couldn't save its stock

https://www.artificialstudio.ai/blog/adobe-record-year-couldnt-save-its-stock
1•artificialstudi•59m ago•0 comments

OpenAI spending hit $34B last year ahead of planned IPO

https://www.ft.com/content/e15b0d7e-ff6b-4f16-ba7a-4068feddb828
2•merksittich•59m ago•1 comments

Vulnerability Forecast Update: Navigating the AI Epoch

https://www.first.org/blog/20260615-vulnerability-forecast-update
1•jruohonen•59m ago•1 comments

Mythos/Fable-5 is a greedy Depth First Search system

https://ankitmaloo.com/fable/
2•ankit219•1h ago•0 comments

Show HN: DocShrink – An offline image and PDF optimizer in your Chrome sidebar

https://github.com/Aditya5556/Shrinkk
1•Aditya_5556•1h ago•1 comments