Vibe Coding Forem: With Attitude

I Mapped the Opus 4.7 Release to Your Role, Goals, and Real Workflows

With Attitude — Fri, 17 Apr 2026 08:05:45 +0000

Opus 4.7 Cheat Sheet for AI Learners, Writers, Knowledge Workers, Vibe Coders & System Builders

I see three main problems with the post‑launch flood of newsletters and media on new Anthropic models:

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Discounts for Premium Members (Q2 2026)

With Attitude — Thu, 16 Apr 2026 11:11:28 +0000

Your PwA subscription pays for itself in tool discounts and credits.

Updated April 2026· Actively maintained

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Everything I Can Offer You In Q2.

With Attitude — Thu, 16 Apr 2026 11:10:52 +0000

One year of building in public, 17K-member AI newsletter community, three built-in products, and discounts that make your Substack paid subscription a no-brainer.

When I started Product with Attitude 13 months ago, the goal was simple: learn in public by writing. Push further into AI product building. Research harder.

I was convinced I was writing for Product Managers, because who else would read this?

And then the first REAL writer joined our Community Chat.

I panicked.Was she lost? What could I possibly offer her?

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I Tested Atoms, Lovable, and Replit. One of Them Solves the Problem That Kills Most Apps.

With Attitude — Mon, 13 Apr 2026 19:23:51 +0000

A test-driven review of Atoms.dev, the multi-agent AI platform for solo founders. Includes Atoms vs Lovable vs Replit comparison and a live SEO/AIO/GEO experiment.

The failure data for vibe coded apps is brutal:

All of this gets defined before writing code and every platform that supports vibe coders from that perspective is more than useful - it’s overdue.

That’s one of the reasonsAtomscaught my attention even before their team reached out and asked for a test-driven review.

The other is that Atoms has been taking GitHub by storm. Despite launching in early 2026, it already has over 1M users.

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I Built a Claude Cowork Loop That Improves Itself. Here's the Exact Setup.

With Attitude — Thu, 09 Apr 2026 06:33:17 +0000

Anthropic slipped Cowork’s most interesting behavior into a support article. I turned it into a Karpathy-inspired system that gets smarter without writing a line of code.

TL;DR
Cowork Self-Improving Loop = Karpathy Auto-Research pattern + recurring tasks.

Somehow, Anthropic managed to hide Cowork’s best kept secret in a support article about recurring tasks.

Very few people seem to know about it, and I haven’t seen anyone intentionally building on top of it.

This guide is my attempt to change that.

By the end, you’ll be running a self-improving loop I built on top of Karpathy’s Auto-Research Pattern, adapted for Cowork.

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What AI Builders Are Shipping in the PwA Community Right Now

With Attitude — Tue, 07 Apr 2026 07:36:20 +0000

Product with Attitude is evolving from newsletter to builder lab. Here’s the new creator showcase format spotlighting what this AI community ships.

I can’t keep up anymore.
There’s so much being built inside this community that deep dives on every project stopped being realistic weeks ago.

It’s a beautiful problem to have.

This publication has evolved into something bigger than a newsletter.
It's a lab now.
People testing ideas in the open, shipping real things, expanding what AI can be used for, beta testing for each other.

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Save Credits in Perplexity Computer: Advanced Guide, Part 2 (2026)

With Attitude — Tue, 07 Apr 2026 07:35:42 +0000

How to cut Perplexity Computer credit costs by 50% with thread management, scripting, and tiered automation. Tested workflow patterns for agentic AI builders in 2026.

It took me less than a month to burn through 45,000 Perplexity Computer credits.

It wasn’t accidental; I was deliberately stress-testing every workflow I could think of.

Vibe coding projects, visualizations, content pipelines, SEO audits.

I wanted to find the ceiling.

I found it faster than expected.

Then I went back through the wreckage and figured out what was burning credits, and what was burning them for no good reason.

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Your AI Agents Are Engineers Now. Manage Them Like It.

With Attitude — Mon, 30 Mar 2026 13:35:32 +0000

AI agents fail when management fails. Define-Deliver-Drive helps you manage agents like human teams: clear specs, WIP limits, and a delegation ladder.

The moment you add AI agents to your workflow, you’re no longer just a builder.

The creative maker part of the work evolves into something that looks a lot like engineering leadership.

Because it is.

We already know what happens when badly-led teams ship without specs, onboarding, decision architecture or reviews.

Agents just do it faster.

If your agent's work gets erratic, or the output goes sideways, the tech isn’t the problem. The management is.

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The Only Prompting Guide That Works On Reasoning Models (And Our Cognition)

With Attitude — Thu, 26 Mar 2026 12:24:01 +0000

19 prompting techniques tested on the same prompt. Organized into five tiers — foundational to multi-agent. Covers what hurts reasoning models, what still works, and a Design/Evaluate framework for 2026.

Model-agnostic by design. Tested on Claude 4.6 Opus with extended thinking.

Read the full guide → The Only Prompting Guide That Works On Reasoning Models (And Our Cognition)

Perplexity Hub (2026)

With Attitude — Thu, 26 Mar 2026 12:19:24 +0000

The independent Perplexity guide library. Computer workflows, Comet use cases, credit-saving strategies, and SEO/AIO optimization — built from months of daily testing.

Covers Perplexity Search, Files & Apps, Comet, and Computer with real workflows, not theory.

Browse the full hub → Perplexity Hub (2026)

The Tools I've Built (and What's Coming Next)

With Attitude — Sun, 22 Mar 2026 17:17:38 +0000

LinkSwap for trust-based backlink swaps. Vault for AI workflows and prompts. StackShelf for product discovery. Every tool built for the Product with Attitude community — and what's coming next.

Read the full article → The Tools I've Built (and What's Coming Next)

Claude Cowork Skills - Cheat Sheet (2026)

With Attitude — Sun, 22 Mar 2026 15:32:07 +0000

Everything you need to build Claude Cowork Skills on a single 2-page PDF. File structure, SKILL.md frontmatter, trigger formula, five advanced patterns, and a troubleshooting table.

Built from months of daily usage and 14K-subscriber feedback.

Get the cheat sheet → Claude Cowork Skills - Cheat Sheet (2026)