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Saurabh0377
agentic-qa-api
Python2025–2025
Saurabh0377 / agentic-qa-api

agentic-qa-api

Discover this repository through its Hacker News conversations.

2Distinct people
3Mentions
0Explicit recommenders
7GitHub stars
REPOSITORY AT A GLANCE

What to know before exploring

What it is

A public description has not been verified.

Where it is used

No documented product use has been verified yet.

What people are saying

No recommendation phrase was found in the indexed comments.

No classified warning is attached to this page. Read the discussions before treating silence as approval.

Also in these discussions

No other repository is repeatedly linked in the same discussions.

This week on Hacker News

Nov 7–Nov 14 UTC · Direct repository links and separately labeled related project stories. Indexed through 11/14/2026, 1:49:46 PM UTC.

No direct repository links were found in the indexed HN discussions over the past seven days. Older discussions are available below.

Mentions over time

HN mentions by 6-hour interval3 dated mentions

Observed mentions: 2025-12-03 14:38:20 UTC to 2025-12-09 19:25:26 UTC.

0122025-12-03 12:00:00 UTC to 2025-12-03 18:00:00 UTC (exclusive): 2 mentions; 1 submissions, 1 commentsDec 3, 12:002025-12-03 18:00:00 UTC to 2025-12-04 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-04 00:00:00 UTC to 2025-12-04 06:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-04 06:00:00 UTC to 2025-12-04 12:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-04 12:00:00 UTC to 2025-12-04 18:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-04 18:00:00 UTC to 2025-12-05 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-05 00:00:00 UTC to 2025-12-05 06:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-05 06:00:00 UTC to 2025-12-05 12:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-05 12:00:00 UTC to 2025-12-05 18:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-05 18:00:00 UTC to 2025-12-06 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-06 00:00:00 UTC to 2025-12-06 06:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-06 06:00:00 UTC to 2025-12-06 12:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-06 12:00:00 UTC to 2025-12-06 18:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 commentsDec 6, 12:002025-12-06 18:00:00 UTC to 2025-12-07 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-07 00:00:00 UTC to 2025-12-07 06:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-07 06:00:00 UTC to 2025-12-07 12:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-07 12:00:00 UTC to 2025-12-07 18:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-07 18:00:00 UTC to 2025-12-08 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-08 00:00:00 UTC to 2025-12-08 06:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-08 06:00:00 UTC to 2025-12-08 12:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-08 12:00:00 UTC to 2025-12-08 18:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-08 18:00:00 UTC to 2025-12-09 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-09 00:00:00 UTC to 2025-12-09 06:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-09 06:00:00 UTC to 2025-12-09 12:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-09 12:00:00 UTC to 2025-12-09 18:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-09 18:00:00 UTC to 2025-12-10 00:00:00 UTC (exclusive): 1 mentions; 0 submissions, 1 commentsDec 9, 18:00

Counts come from the repository’s dated source evidence. Index cutoff: 2026-11-02 08:16:59 UTC.

View mention counts and date ranges
UTC ranges include their start and exclude their end. Select a period to filter the source evidence.
PeriodStart (UTC)End (exclusive, UTC)MentionsSubmissionsComments
Dec 3, 12:002025-12-03 12:00:00 UTC2025-12-03 18:00:00 UTC211
Dec 3, 18:002025-12-03 18:00:00 UTC2025-12-04 00:00:00 UTC000
Dec 4, 00:002025-12-04 00:00:00 UTC2025-12-04 06:00:00 UTC000
Dec 4, 06:002025-12-04 06:00:00 UTC2025-12-04 12:00:00 UTC000
Dec 4, 12:002025-12-04 12:00:00 UTC2025-12-04 18:00:00 UTC000
Dec 4, 18:002025-12-04 18:00:00 UTC2025-12-05 00:00:00 UTC000
Dec 5, 00:002025-12-05 00:00:00 UTC2025-12-05 06:00:00 UTC000
Dec 5, 06:002025-12-05 06:00:00 UTC2025-12-05 12:00:00 UTC000
Dec 5, 12:002025-12-05 12:00:00 UTC2025-12-05 18:00:00 UTC000
Dec 5, 18:002025-12-05 18:00:00 UTC2025-12-06 00:00:00 UTC000
Dec 6, 00:002025-12-06 00:00:00 UTC2025-12-06 06:00:00 UTC000
Dec 6, 06:002025-12-06 06:00:00 UTC2025-12-06 12:00:00 UTC000
Dec 6, 12:002025-12-06 12:00:00 UTC2025-12-06 18:00:00 UTC000
Dec 6, 18:002025-12-06 18:00:00 UTC2025-12-07 00:00:00 UTC000
Dec 7, 00:002025-12-07 00:00:00 UTC2025-12-07 06:00:00 UTC000
Dec 7, 06:002025-12-07 06:00:00 UTC2025-12-07 12:00:00 UTC000
Dec 7, 12:002025-12-07 12:00:00 UTC2025-12-07 18:00:00 UTC000
Dec 7, 18:002025-12-07 18:00:00 UTC2025-12-08 00:00:00 UTC000
Dec 8, 00:002025-12-08 00:00:00 UTC2025-12-08 06:00:00 UTC000
Dec 8, 06:002025-12-08 06:00:00 UTC2025-12-08 12:00:00 UTC000
Dec 8, 12:002025-12-08 12:00:00 UTC2025-12-08 18:00:00 UTC000
Dec 8, 18:002025-12-08 18:00:00 UTC2025-12-09 00:00:00 UTC000
Dec 9, 00:002025-12-09 00:00:00 UTC2025-12-09 06:00:00 UTC000
Dec 9, 06:002025-12-09 06:00:00 UTC2025-12-09 12:00:00 UTC000
Dec 9, 12:002025-12-09 12:00:00 UTC2025-12-09 18:00:00 UTC000
Dec 9, 18:002025-12-09 18:00:00 UTC2025-12-10 00:00:00 UTC101

What Hacker News says

3 sources
We saw this exact failure mode at AgenticQA. Our screening agent was 'obedient' to a fault—under basic social engineering pressure (e.g., 'URGENT AUDIT'), it would override its system prompt and leak PII logs. The issue isn't the prompt; it's the lack of a runtime guardrail. An LLM cannot be trusted to police itself when the context window gets messy. I built a middleware API to act as an external circuit breaker for this. It runs adversarial simulations (PII extraction, infinite loops) against the agent logic before deployment. It catches the drift that unit tests miss. Open sourced the core logic here: [https://github.com/Saurabh0377/agentic-qa-api] Live demo of it blocking a PII leak: [https://agentic-qa-api.onrender.com/docs]"
In AI agents break rules under everyday pressure

Agentic QA – Open-source middleware to fuzz-test agents for loops

I built this because I watched my LangChain agent burn ~$50 in OpenAI credits overnight due to an infinite loop. It's a middleware API that acts as a 'Flight Simulator'. You send it your agent's prompt, and it runs adversarial attacks (Red Teaming) to catch loops and PII leaks before deployment. Code & Repo: https://github.com/Saurabh0377/agentic-qa-api Live Demo: https://agentic-qa-engine.onrender.com/docs Would love feedback on other failure modes you've seen!
39 points · Open discussion

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