Launch Intel
Le

LetsClarify – A dead-simple API for Human-in-the-loop AI"

Hacker News

LetsClarify – A dead-simple API for Human-in-the-loop AI"

Hi HN, Most AI agent workflows today rely on "vibes" and prompt engineering to stay on track. We’re essentially trying to cage a chaotic system with natural language, which often fails when 100% reliability is required. After spending several thousand hours on the problem of deterministic layers for AI, I built LetsClarify.ai. It’s a dead-simple API designed to bring a human back into the loop without the overhead of building a custom frontend or notification system. The core idea: Instead of letting an agent guess when it hits an edge case, you trigger a clarification request. The human provides the missing intent via a minimalist interface, and the agent receives structured, type-safe JSON back. Key features: Zero Dashboard: You can generate your API key directly via curl. Ephemeral: No long-term data storage; it’s just a bridge for intent. Architecture-agnostic: It doesn’t matter if you use LangChain, AutoGPT, or a custom script. I believe the path to 100% reliability isn't more brute-force compute, but a mathematically sound way to translate human intent into code. I'm curious: How are you currently handling edge cases where your agents "hallucinate" a path forward instead of asking for help? URL: https://letsclarify.ai/

Visit productView on Hacker NewsFeb 26, 2026
Share card

Actual performance

1points
Did not reach leaderboard

Launch Intel predictions

Analyze your own launch →
Product HuntOn track for Day 1 leaderboard · Strong signals: agents, agent, code · Missing: mac, macos, cursor
85%85% predicted probability of success on Product Hunt, based on ML models trained on real launch data.
best fitHighest predicted score across all platforms for this description.
Indie HackersIH features products with proven revenue · Missing: supports, reddit linkedin, podcasting
45%45% predicted probability of success on Indie Hackers, based on ML models trained on real launch data.
TrustMRRLess likely to generate early MRR · Strong signals: way · Missing: mobile apps, ios, personal
35%35% predicted probability of success on TrustMRR, based on ML models trained on real launch data.
AppSumoMay struggle as an AppSumo deal · Strong signals: interface · Missing: plus, platform, intuitive
32%32% predicted probability of success on AppSumo, based on ML models trained on real launch data.
Hacker NewsMay not resonate with HN audience · Strong signals: ide, io · Missing: https docs, excited, just released
30%30% predicted probability of success on Hacker News, based on ML models trained on real launch data.
nativeThis product was originally launched on this platform.
Acquire.comPre-revenue stage for this audience · Missing: arr, mrr, revenue
22%22% predicted probability of success on Acquire.com, based on ML models trained on real launch data.
BetaListMay not resonate with beta-testers · Missing: web3, chat, crypto
0%0% predicted probability of success on BetaList, based on ML models trained on real launch data.

Correct prediction on native model

Similar products

De
Dead simple tracking API51%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Dead simple tracking API

Hacker News2
In
Inject Me Timbers – Dead simple dependency injection28%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Inject Me Timbers – Dead simple dependency injection

Hacker News1
De
Dead simple API for Retrieval Augmented Generation58%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Dead simple API for Retrieval Augmented Generation

Hacker News4
Minimaps
Minimaps28%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Simple roadmaps to keep everyone in the loop

Indie Hackers16design
De
Dead simple SMS API57%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Dead simple SMS API

Hacker News6
Hu
Human Lambdas – Create Human in the Loop queues and outsource them57%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Human Lambdas – Create Human in the Loop queues and outsource them

Hacker News107
Hu
HumanLayer – Human-in-the-Loop for AI Agents57%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

HumanLayer – Human-in-the-Loop for AI Agents

Hacker News5
Ke
Keygen – A dead-simple product licensing API built for developers63%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Keygen – A dead-simple product licensing API built for developers

Hacker News132
Ke
Keygen – a dead-simple product licensing API built for developers63%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Keygen – a dead-simple product licensing API built for developers

Hacker News2
Sa
Sales pitching made dead simple41%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Sales pitching made dead simple

Hacker News8
Browse all productsAnalyze your launch