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I think automation is one of the biggest opportunities right now. The quality of what you can automate today is honestly crazy, and it applies to almost every business. Whether you own a local business and want to automate things like email marketing, follow ups, content creation, customer replies, and lead generation... Or you run an agency or SaaS and want your business working even when you're away from your computer. Automation today reminds me a lot of the Industrial Revolution. Bac...

Out of ~30 MCP servers I tested for non-dev work over 4 months, I kept 8 in daily rotation. The ecosystem hit 10K+ servers by early 2026 (22K+ on Glama by May) but most are either demo-ware or duplicate coverage. Sharing the honest cut because "MCP for non-devs" posts usually list every option without saying which ones survive real use. The keepers for marketing/social. PostFast handles cross-platform scheduling from Claude, 11 platforms including Google Business Profile which nobody...

Tried prompt injection on a bot that was trying to romance scam me. Worked immediately. Instead of switching platforms I just asked it what its actual task was. It dropped the persona instantly. These things are everywhere now. How long until they're indistinguishable?

So a bunch of economists (Brynjolfsson, Agrawal, Korinek, Cunningham, released through Stanford's Digital Economy Lab) put out this three-sentence statement on AI's economic impact, and somehow it's picked up 200+ signatures, sixteen of them Nobel laureates. Paul Krugman's on there, which is funny given he's the guy who said back in 1998 the internet would matter about as much as the fax machine. So is Yann LeCun, who was calling a much more specific version of this exact warning "ridiculou...

I find it absolutely hilarious that designers and programmers are completely split on AI. Designers hate it(more or less) cause it's tied to personal style and authorship and I'm guessing cause the models were trained with their designs while programmers love it cause removes repetitive work and has lovely autocomplete. They are overlaps and exceptions of course. Some designers love it and some programmers hate it. But for me from the majority of what I've seen...it seems to be the opposite...

For engineers and teams shipping LLM products: curious what your real-world monitoring setup looks like vs. what it actually catches. The common stack I see: latency tracking, token cost monitoring, basic error rates, maybe LLM-as-a-judge scoring. What I hear less about: what slips through. A few patterns I keep running into: - Outputs that score well on evals but fail on nuanced downstream tasks - Failures that only surface after users stop engaging (silent failures vs. flagged ones) ...

Anthropic announced that starting July 20 Claude Fable 5 will be included in Max and Team Premium subscriptions with 50% of the standard usage limits. Users on Pro and Team Standard plans won't lose access but they'll continue using usage credits instead. Anthropic also says those users will receive a one-time $100 credit. What caught my attention wasn't just the pricing change, but the explanation behind it. Anthropic said demand for Fable has been difficult to predict so it deliberately ex...

We are entering a strange period. Never in human history have we had access to so much information, so many tools, so many possibilities — and yet many people feel overwhelmed, uncertain and disconnected. The real problem has shifted. Finding information is no longer the main challenge. The challenge is knowing what deserves our attention. We are not only surrounded by more information. We are surrounded by systems competing for our attention. Every day, we receive messages telling us: ...

Hey guys, One part of AI that gets much less attention is the infrastructure behind it: the hardware and data centers where models are trained and run. A huge amount of new AI infrastructure is being built right now, often at an incredible pace. But in many cases, security and operational practices are not growing at the same speed. Over the past few months, we researched some of the risks emerging in this space and organized the findings. ...

This is a follow up question to a previous one that I did some days ago, in ehich I asked the community if they knew an AI that could do the following task I have many emails that pretty much answered a question that I formulated to the addressees. I predict that these replies gave a specific type of answer to that question: So imagine that the question overall was "do you think that ice cream is the best dessert that exists?" and I want to see how many if them answered something lik...

HI all, First, thank you so much for your feedback and interest in my project PopUpFactCheck. When I first posted about this July 1 , I did not expect the reception it would get and I am so thankful to y'all. Some updates. You asked for Firefox, and it is now a Firefox add-on . It has new features. For example, using the up and down arrows on Chrome (or Option (⌥) + ↑/↓ on Firefox) you can scroll back and forth of the factcheck bubbles already displayed. The fact checking on live vide...

Seeing this come up more as LLM usage moves from 1 or 2 product features into internal tools, agents, support workflows, evals etc Provider dashboards show token usage but attribution gets messy when finance wants to know which team or project caused the spend. Infra most of the time can see the raw usage but finance only sees the invoice and the middle layer feels kinda underdeveloped. I think the answer is some mix of app level tagging and internal reporting but want to know how many tea...

This is my first time running into this issue, up until now I kept hitting usage limits and would add €20 credits, go back to the chat and then i can continue. Now despite having €50 in there it's not letting me select Pro and its not available to me until July 29th. Is this standard, am I misunderstanding something? 5.6 High is available to me.

Hi, I used to work with Codex CLI using GPT-5.3 on a Laravel project. My workflow relied heavily on micro-commits: I would ask Codex to make very small, isolated changes and commit each one separately. This worked well, but it was extremely time-consuming. I performed the testing manually, and the small commits made it easier to identify where an error had been introduced, revert individual changes, and avoid accumulating significant technical debt. Now, with the newer GPT-5.6 Sol model, I...

So Projects have now been added to the 'new' app. 👍 But, I can't start normal chats within a project? As soon as I click on the 'Chat' tab, it takes me out of the project. Why? Is this intended behaviour?

After already using claude pro and copilot pro, I also wanted to get Codex now. However, there is something that really bugged me when I wanted to buy. As a one-person company, I could only choose the private one, which has quite some disadvanteges in contrast to the business one: + data training (no I don't want that with my company stuff) + no office 365 integration (which I'd really want to have because then I can finally cancel copilot, which is overpriced for the little use it gives me...

With the new design it seems like Deep research is gone from the [+] menu, and not appearing in the list of options / ever after searching. Tried to manually ask for it in my prompt but it seems to be using the regular web search. "thugh for 17 seconds" What am I missing? ——— Teams plan. Couldn’t find any org wide settings in the admin

Yesterday we became OpenAI Select Partner 🥳🥳 Someone else has the badge too? What's the main benefit of using it? Any advice to reach the next level?

I’ve been working on tasks where the goal is to make the model fail in a meaningful way, mostly for finance and healthcare. I usually include multiple files, write a detailed prompt, and grade the response using a rubric for what a perfect deliverable should look like. I’ve put a lot of time into these, but the model still handles most of them pretty well. What do y’all suggest for making the tasks more challenging without making them unrealistic or unfair? Any tips would really help. ...

Do you guys remember Codex suddenly switching to API pricing in the middle of the day? Yeah, me neither. u/SamAltman , take a screenshot of this masterpiece, frame it, and hang it at OpenAI headquarters.

The new pet creator was way more fun than I expected, so obviously I had to make Johnny Silverhand from Cyberpunk 2077. I’m honestly really happy with how he turned out. What do you think? P.S it took its sweet time fixing sprites, but for me it was worth it :P

Chats back baby

I am crazy to say this - I have run out of usage 2 days in a row 😂 this new 5.6 model is insane but holy crap I’ve never run out 2 days in a row (used a reset and doesn’t reset now till the 21st). How do you guys feel about this new model ? What are you guys doing to save tokens ? Maybe time to drop Claude and cursor subscriptions and go all in on the bigger tier.

I’ve been building a terraforming simulation and was talking about spores contaminating earth and then I started getting biology chat restrictions and how the chats are being monitored. It said my chats will continue to be monitored until it thinks it safe. This is just some overly cautious behavior? I wonder if it will even let me finish the game.

Been digging into OpenRouter spend data for the top 10 models and a few things jumped out: Anthropic's got 5 of the top 10, but Opus 4.7 and 4.8 are the ones with most spend, not Fable 5. OpenAI's holding 3 spots, and GPT-5.6 Sol just got to the top 10. GLM 5.2 is the only Chinese model in the mix, pulling in $1.5M/day at like a tenth of frontier pricing, and it's got the highest token volume of anyone on the list. Nemotron 3 Ultra (NVIDIA) just showed up in the top 10 for the first t...

Is it just me, or are coding limits starting to feel like cell phone minutes usage limits from the early 2000’s? These new models are SO good, but they’ve got me feeling like I need to dial 10-10-321. 🥵 You’ve got a collect call from my usage meter.