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The Paradox of AI Development: Infinite Possibility Meets Necessary Constraint

Picture this: you ask an AI to "build me a user authentication system." What you get back could range from a simple username/password setup to a complex OAuth2 implementation with biometric support, rate limiting, and distributed session management. The AI didn't misunderstand—it filled in the blanks with its own assumptions. This is the fundamental challenge of AI-assisted development: what we leave unsaid often matters more than what we explicitly state.

The Architecture of Ambiguity

When Vagueness Breeds Chaos

Let me share a real example from production. A developer requested: "Add caching to impr

Building AI agents sounds simple: give an LLM tools and let it solve problems. In practice, you quickly discover that autonomous agents hallucinate actions, forget context mid-task, and confidently execute destructive operations. The gap between demo and production is vast.

Here's what actually works.

Architecture Patterns That Matter

ReAct Pattern (Reasoning + Acting)

The ReAct pattern remains foundational because it mirrors human problem-solving: think, then act, observe results, repeat. But here's the twist—research shows that simple ReAct with retries matches complex architectures at 50% lower cost.

Thought → Action → Observation → Thought

The magic isn't in the patt

The Core Idea

Intent-Driven Development (IDD) flips traditional programming on its head. Instead of writing code to achieve an outcome, you describe the outcome and let AI handle the implementation. You become the architect of intent, not the builder of syntax.

This isn't new—Charles Simonyi pioneered "Intentional Programming" at Microsoft Research in the 1990s. But AI transforms it from academic concept to practical reality. The shift is profound: from "how to do it" to "what needs to be done."

How It Actually Works

Real example: "Build a real-time chat that doesn't lose messages even if the server crashes."

Traditional approach: You'd architect WebSockets, implement Redis pub/su

Picture this: You're about to build something complex—maybe an authentication system or a real-time data pipeline. Instead of diving straight into code, you first tell the AI exactly what you want the end result to look like. Not how to build it, but what it should do when it's done.

That's Intent-Driven Development in a nutshell. You're essentially becoming a software architect who delegates implementation to AI while maintaining control over the vision.

Think of it like hiring a really smart contractor. You say: "I need an auth system that handles OAuth2, prevents brute force attacks, and refreshes tokens automatically." The AI then goes through this process:

1. **Thinks through the a

What I'm looking for:

• Quality and performant (should I go with C++ for this purpose?)
• Multiplayer-ready
• Battle tested, support (been released a while, lots of others using it in published games)
• Easily extended to add, for example, other aspects (possibly pre-made) such as vaulting, diving, swimming, wall running, etc.
• Easy to do procedural animations with animated BPs or control rig.

If I'm missing other important info about my case please tell me and I'll edit.

EDIT: this is not pre-dev, I've been building the game for the last 8 weeks, I'm not prematurely asking when I should be focusing on other stuff.

I'm basically looking for a system I can learn very well which I will th

I recently noticed a post on r/ProgrammerHumor equating web3 with MLM.

Seeing the nonsense in the thread I replied to one comment trying to bring a little clarity, saying nothing more than "web3 is blockchain integration with web technology", no mention of cryptocurrency, no pro/anti bias whatsoever, a simple sentence.

Big mistake. This spiralled into some of the most inane stuff I've ever read from apparent programmers. And I've spent the last couple of days challenging most of the drivel.

I've realised this is a problem across almost all tech forums. It's like there is a blind, emotional reaction to anything blockchain. People completely overlook that it is nothing more than a technol

EDIT: the word "shortcut" appears to have triggered some. I do not mean something to remove all the of the work, I am looking for ways to maximise the amount of time I put in as it would only be me and maybe one other person working on it.

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I've been in dev for a while (web, UI, backend services) though not much game development (about 100 hours in Unreal and Godot).

I am going to explore a few different ideas I've had by building demos. No real commercial interest it's mostly a hobby for now.

I'm not an artist and don't have the time to develop custom assets such as meshes for buildings. So the first shortcut I have taken is to purchase some of the fantastic asset packs on the ma

I am trying to build destructible environments with groups of static and fractured meshes. I have a bunch of modular building assets such as walls and doors and want to combine them into different prefabs.

I have tried grouping with:

• packed level instance
• packed level actor
• custom prefabricator plugin on marketplace
• custom blueprint (which might include ^^)

My question is about which of the above would work best, and how to make it optimized?

The two considerations I've had:

• fractured meshes without simulation turned on when spawned, no static mesh counterparts
• Static mesh which is switched for fractured mesh after it's damaged?

A place for members of r/devmesh to chat with each other

I am developing a basic ERC20 token which will integrate with my existing cryptocurrency research application and I cannot find any *active* chats anywhere.. does anyone have suggestions?

I've browsed some posts here and seen a few Discord channels mentioned but their focus isn't really token development. Can't find anything on Telegram.

I've been working on a platform to help with research into early cryptocurrency projects. I'm about to introduce more advanced features which will use costly 3rd party services.

Few examples:

• MythX for automated security auditing
• CoinMarketCap API with commercial license
• Infura/Quicknode

I was going to create a very simple ERC20 token which users are required to buy in order to access the more advanced features so I can cover the dev and service costs.

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I am also introducing a feature which allows users to pay for deep (manual) research into various projects. The research would be conducted by vetted experts.

I was going to use the same token as the one used for subscription/

I have a crypto research application I'm looking to expand (moonfactor.com) with:

• new contracts, similar to: https://etherscan.io/contractsVerified
• information about contract creators, what other contracts have they deployed?
• ability to run security analysis on contracts using for .e.g. https://github.com/ConsenSys/mythril
• number of holders and distribution for a given token
• txn count for a token
• full transaction history of a given wallet with accurate token/ethereum balances
• performant querying on the above (should I export data into a database? would I need to export a

Hey! I've been working on some customisation features for MF and revamped the filters. Feel free to leave any feedback or suggestions for other features you'd like to see!

Breakdown of changes:

1. custom views - saved filters, incl. saving search query, per page, sort and visible columns
2. custom views are stored in local storage and persisted to server if you are signed in
3. separate custom views for your portfolio (holdings sort/filter still under development)
4. quick filters will show above table (with value previews), platform/mcap/volume always show, search query never shows (as can be filtered on search input on table)
5. dynamic range sliders (upper bounds change as you drag) — e

The site is here: https://moonfactor.com

I've spent the last 6 months on and off building out a few features and recently pushed a major update which allows users to create their own customised tables (may expand to dashboards).

It was originally inspired by a subreddit (/r/CryptoMoonShots) which is a community of people looking for new crypto projects which have the potential to greatly increase in value. The MF community has slowly grown on Telegram (have 139 members) and I seem to be doing something right as the stats show 100+ users are on the site every day. I've had one of the largest crypto youtubers mention the site in a couple of videos (ReadySetCrypto).

Bit sick of companies shafting us all and am thinking of spending a good few years pushing a major platform to help expose them. This reddit is a great start but I'd really like to expand it onto every platform for increased exposure. Open to ideas which you think would genuinely help to make a difference.