Want a self-improving AI Agent that actually takes user feedback? ๐คโจ
Hereโs how you can build one (step-by-step):
1๏ธโฃ Create an AI Agent using your favorite platform.
2๏ธโฃ Add a tool that can write to a txt-file, database, or JSON.
(Doesnโt matter whichโjust make sure it stores feedback!)
3๏ธโฃ Set up a prompt template that reads from the same file.
This way, your agent can learn and adapt as feedback comes in.
4๏ธโฃ Teach your agent to recognize user feedback/preferences and update the file.
Example preferences:
๐ Always use emojis ๐
๐ Shorten lengthy replies โ๏ธ
๐ Stop yapping๐
5๏ธโฃ Test it in real-time!
Interact, give feedback, and watch the agent grow smarter with every interaction ๐
6๏ธโฃ Be impressed by how simple yet effective this process is ๐
Came across this and wanted to share. Cloud cost awareness is hitting the developer workflow via IDEs and AI coding agents, showing real-time pricing for IaC changes. This helps developers see cost impacts before PRs, shifting cost ownership earlier. What do you think about embedding cost intelligence into dev tools?
https://t.co/tjoNF5Wnvm
Quick tip for AI users: Windows Voice Access. It's always listening, so you can just talk prompts without activation clicks. Keeps my AI flow state solid, leading to faster ideation & more output. A small win for operators maximizing AI.
Stop wasting time with AI outputs that aren't quite right.
I found the key: ask your AI questions.
Not just commands, but: 'Do you understand?' 'What do you need?' 'Is this good?'
It turns frustration into precise outcomes, saving valuable time for my lean team. Think of it as guiding, not just telling.
AI is now autonomously making scientific discoveries, leading to real-world treatments. Two papers in Nature show how:
1. Supervisor Agent: Parses human goals into tasks.
2. Generation Agent: Brainstorms hypotheses.
3. Reflection Agent: Critically reviews ideas.
4. Ranking Agent: Evaluates hypotheses.
5. Tool Agent: Executes experiments.
This multi-agent system uncovers novel discoveries.
https://t.co/ACfIoX81TR
@itsolelehmann Super important topic! Thanks for highlighting this, Ole!
I think lowering electricity costs and innovating in this area is one of the best options. It lifts all tides, and we could potentially create new energy-related products to export.
Throwing flour and water together and expecting bread is insanity.
But somehow, we think throwing a prompt into ChatGPT should produce the perfect output.
One perfect prompt in.
One perfect answer out.
But in my experience...
Working with AI is more like kneading dough.
Sometimes you add more flour:
more context, more data, more examples.
Sometimes you add more water:
clearer direction, sharper constraints, better prompts.
Then you fold it.
Stretch it.
Compress it.
Refine it.
Back and forth. Again and again...
The best AI results donโt come from a single genius prompt.
They come from collaboration, iteration, and refinement.
Taste-testing the output until it finally rises into something great.
Tech founders will spend all week building cutting-edge software, only to spend their weekends downloading PDF invoices.
I realized this while doing my own quarterly tax prep.
Log into Stripe. Log into AWS. Hunt down that one missing software receipt.
Then comes the real headache.
You have to cross-reference bank statements to make sure the money actually moved, and figure out the exact tax categories.
Is this an EU vendor? Is it a reverse charge? Which exact row on the tax declaration form does this go into?
We usually just accept this friction because "that's how accounting works."
But Iโm officially tired of acting like a human data router for my own business.
When you actually look at the rules for tax declarations, itโs really just a basic decision tree.
So, I am currently mapping out a way to hand this entire process over to a script.
The plan is to build a system that automatically grabs the invoice, reads the vendor and amount, and runs the data through the tax rules.
It will categorize the expense and push the clean, structured data directly into an ERP.
The compliance will stay exactly the same, but the goal is to never spend my weekend clicking through folders again.
This should actually be basic free service from the government.
This software would easily pay for itself.
I am incredibly frustrated with the current tax software available for German companies. I am seriously considering just open-sourcing my own.
With the recent progress in:
- OCR
- AI-assisted coding
- LLM reasoning
...it should be almost trivial to create a tool for handling simple invoices and bills.
Honestly, I don't see a reason why something so rule-based and straightforward should even require an accountant.
The tax software I am currently using is so poorly designed that it doesn't even recognize the difference between dollar and euro signs on a bill.
I would bet that with existing swarm intelligence, we could build open-source software that simply solves this problem.
You could run it locally on your PC and just plug in an API key for LLM double-checking, proactive advice, and initial setup.
Would anyone else want that?
As someone who majored in Yapology, I can't wait to try this Wispr Flow & Granola alternative.
Website: https://t.co/n3AcwT59G0
Repo: https://t.co/0FgYCU1ENS
Full Article: https://t.co/YsgAdxBIzs
I am incredibly frustrated with the current tax software available for German companies. I am seriously considering just open-sourcing my own.
With the recent progress in:
- OCR
- AI-assisted coding
- LLM reasoning
...it should be almost trivial to create a tool for handling simple invoices and bills.
Honestly, I don't see a reason why something so rule-based and straightforward should even require an accountant.
The tax software I am currently using is so poorly designed that it doesn't even recognize the difference between dollar and euro signs on a bill.
I would bet that with existing swarm intelligence, we could build open-source software that simply solves this problem.
You could run it locally on your PC and just plug in an API key for LLM double-checking, proactive advice, and initial setup.
Would anyone else want that?
2026 will be humans defending the actions of their agents. Wild.
P.S. Who is the best lawyer for AI-agents, and where can I get API key leakage insurance? (I swear I don't need it...just in case)
Hmm, if you want, I can ping you once I have automated it?
I automatically download all invoices I get via mail, but unfortunately some tools make you use the browser. However, I am hoping to automate this as well.
So far it is mucchhh better, but yeah, it can be super annoying.