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Automating Threads prospecting for Shopify brands - looking for feedback

Hi, Product Hunter

I m developing a tool for Shopify store owners that automates the search for potential customers on Threads.

Measure what users perceive in 500ms

Perceptra is a visual perception lab built on real user data (currently from Italy). Show a UI for 500ms and collect instinctive reactions before conscious thinking. Let me know on: www.perceptra.it
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1yr ago

Building real multi-agent AI: 5 lessons from the trenches (+ questions for you)

I built a multi-agent orchestration system and turned the dev exhaust (tests, Git commits, CLI docs) into a free ebook. It s not theory: it documents the architecture, failures, refactors and ops decisions that made it production-ready. 5 lessons that actually moved the needle 1. Architecture > prompts. The wins came from memory, quality gates, orchestration, and service layers not better prompts . 2. Hire teams dynamically. A Recruiter AI assembles the right agent team per goal/domain; hard-coding roles doesn t scale. 3. Unify orchestration. Consolidating multiple orchestrators into a Unified Orchestrator cut conflicts and latency, and improved completion rates. 4. Production readiness is a discipline. We built a Production Readiness Audit to stress security, scalability, and performance beyond it works on dev . 5. Load reveals truth. A load-testing shock forced pragmatic quality thresholds and better prioritization systems get smarter under stress. Questions for the community How are you deciding when to use structured vs adaptive orchestration at runtime? What s your bar for quality gates so you don t stall progress? Would you find more useful: a starter repo + checklists, or deeper chapters on monitoring/telemetry & cost control? Link (free beta): books.danielepelleri.com P.S. The ebook was compiled automatically from the project s tests, commits, and CLI-generated docs so the narrative mirrors the real workflow, not a cleaned-up case study.
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6mo ago

Game Designer's new Tool - Itembase.dev

Hey everyone

I m building itembase.dev a tool for game designers to structure and manage item data, progression, and economy systems more cleanly.

The idea came from a simple problem: a lot of game design workflows around items, balancing, and progression still end up spread across messy spreadsheets, docs, and ad hoc systems. That makes iteration slower and harder than it should be.

With itembase.dev I want to make it easier to:

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6mo ago

I built a Telegram bot because I keep forgetting everything

You know that moment when you think "I need to remember this" but opening a reminder app, tapping through date pickers, and saving it takes longer than the thought itself?

Yeah. I built something for that mostly because I keep forgetting everything myself. I even forgot to use the reminder apps I already had.

Just open Telegram and type or send a voice message:

- "remind me tomorrow at 9 go to shop"

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6mo ago

Curing AI 'Context Amnesia': A $659k Audited Blueprint (Built from a phone)

Hi Product Hunt. I'm Rafael, an AI Architect from El Salvador. I am introducing the Morpheus Protocol Manifesto. Full transparency: This is not a launched SaaS yet. This is a completed, independent architecture (SHINRA) audited and valued at $659,160 USD under IFRS standards. Current LLMs suffer from severe 'Context Amnesia' in complex workflows. Morpheus is designed to be the first true Session Intelligence OS a control plane that governs and persists memory across multiple agents. I am currently raising a $125k Seed Round to acquire the hardware/cloud infrastructure to bring this blueprint to production. I ve architected this entire thesis from a mobile device (Galaxy A17) to prove that sovereign AI starts with pure engineering logic, not just massive resources. I am looking for feedback from serious builders on the architecture, and I'm open to connecting with investors who see the multi-billion dollar gap in AI memory. Read the Strategic Vision here: https://morpheus.raigekilabs.com/ "
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6mo ago

Verso Day 16 — everything is now real-time. All of it.

Day 16 of building Verso (projectoye.com) a workspace OS replacing your fragmented tool stack with one AI-native environment.

Real-time collaboration week is complete.

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7mo ago

We completed a Product Hunt Projects Website Security Analysis

Overview

We scanned 1000 random Product Hunt project URLs using the DLX7 free security scanner. The results were highly consistent. Most applications landed between C and B. At a glance, that appears acceptable. It is not.

What the Scores Actually Reflect

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6mo ago

Kobin Ai's CRM : The proactive alternative to HubSpot for agencies

Hey PH

We just published a deep breakdown of what "proactive CRM" actually means in practice vs the standard HubSpot reactive database model.

The short version: Kobin's CRM runs 4 automated AI intelligence routines you don't configure or trigger manually:

Risk Detection (multiple times/day): flags deals stuck 21+ days AND blocked tasks in the same client relationship simultaneously

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7mo ago

We couldn't find an open benchmark for AI-generated API tests, so we built one

Every API testing eval we found either required source code access, relied on rich documentation, or measured output format rather than whether a test would catch a real failure.

So we built APIEval-20. Twenty scenarios across e-commerce, payments, auth, scheduling, and user management. Each scenario gives a model exactly two things: a JSON schema and a sample payload. No implementation details, no docs, no further context. The model has to generate a test suite from that alone.

The bugs are planted in live reference implementations. A bug is only caught if a generated test produces a response that deviates from correct behavior when run against the implementation.
Submit through the hosted eval harness and get a score back.

Scoring weights bug detection at 70%, API surface coverage at 20%, and test efficiency at 10%.

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