Joined July 2020
16 Photos and videos
Tech Exceptions retweeted
Are you a fan of vendor lock-ins? What if the llm model changes and it's no longer accessible? It's time to keep memory management layers separate. I really like Tomaz Bratanic's article on harnessing hooks in Neo4j so you own your solution forever. towardsdatascience.com/unifi…
2
4
466
Tech Exceptions retweeted
We’re rushing to push unpredictable AI systems into production. and then burning twice the time and money containing the damage. That’s not progress, it’s poor discipline. Before we scale machines that mimic intelligence, we need to raise the bar on our own: better judgment, stronger engineering rigor, and clearer accountability. Otherwise, we’re just automating chaos. venturebeat.com/technology/f…
2
5
409
Tech Exceptions retweeted
If you don’t understand the data, the problem, and the failure modes, AI won’t save you. It will just help you be wrong faster. Last week I vibe-coded an interactive report on top of messy, noisy data. AI wrote the code. I did the thinking. I used NLP for tagging, statistics to cut noise, and visualization to surface the real insights. The model helped execute. But without direction, it would’ve gone nowhere.
2
1
7
390
Tech Exceptions retweeted
11 Jul 2022
SQL is easy, but good data architecture is hard. The challenge is not writing queries but understanding a highly complex data model. How would you go about simplifying data models? Find granularity, define relationships, use indexes and plan for future schemas evolution.
11
37
237
Tech Exceptions retweeted
21 Oct 2025
Yet another browser
1
1
3
471
Tech Exceptions retweeted
16 Oct 2025
AI “loops” sound elegant until you have to debug one. Prompts calling models calling tools calling prompts, and no clear state. The real cost of autonomy is traceability. How is a human supposed to clean that up?
3
9
758
Tech Exceptions retweeted
30 Sep 2025
Waiting to ‘fix all the fundamentals’ before embracing AI is like refusing to use the internet until dial-up speeds improve. Progress never waits for perfection.
1
4
651
Tech Exceptions retweeted
22 Sep 2025
💡 @tlberglund and I talk every day about strategy, priorities, and growing people. But this one’s different. This time, we recorded it. Join us for a candid conversation on the project that turned out to be truly career-defining. 🎙️
3
6
646
Tech Exceptions retweeted
16 Sep 2025
What's your favorite way to learn?
32% Watching YouTube vid
51% Reading articles/books
17% Live Workshop
53 votes • Final results
3
1
4
923
Tech Exceptions retweeted
9 Sep 2025
In a startup world, you learn a lot and fast. One of the signals of healthy team culture is when the most experienced people say to everyone, "I have no idea how to do this. I'll have to figure this out."
1
3
15
1,124
Tech Exceptions retweeted
5 Sep 2025
Orchestrating agents feels new, but we’ve done this for years with microservices, workflows, and event streams. The difference is: agents are non-deterministic. this makes evel and validation loops critical for success.
3
3
14
1,017
Tech Exceptions retweeted
21 Aug 2025
Every major AI lab is hiring people who can: – ship eval pipelines – scale training infra – write interpretable logs MLE ≠ "fine-tune a llama" It’s how to make reasoning reliable at scale. Get in. It’s day 1.
38
108
1,847
189,801
Tech Exceptions retweeted
4 Aug 2025
The best time to start in ML was 5 years ago. The second best time is after reading that an LLM solved 5 IMO problems in natural language. The field just shifted from language generation to reasoning. Learn to build systems, not just prompts.
6
3
34
2,066
Tech Exceptions retweeted
31 Jul 2025
If you are a data engineer wondering what AI skills to master, read my latest article. And let’s talk! Now, number 1 trending story on TheNewStack 📰
2
4
21
1,935
Tech Exceptions retweeted
19 Jun 2025
Yes.
3
13
1,417
Tech Exceptions retweeted
29 May 2025
Building AI agents? 🤖🤖🤖 You might actually be building microservices. @AdiPolak is back at the lightboard to explain what an AI agent is, what a modern AI system looks like, and how to architect that system for production using event-driven microservices! Watch the full video here: cnfl.io/4kHMaiG Want to learn more about designing multi-agent systems? We've got you covered. 👉 Check out this guide: cnfl.io/3SsV8UP 👉 Tap into these resources: cnfl.io/3PNEfTu
2
7
1,040
Tech Exceptions retweeted
This great presentation from @AdiPolak about data streaming includes the type of knowledge you want to have before prompting LLMs to build any complex systems. Ask better questions by first knowing these architectural concepts! infoq.com/presentations/stre…
2
3
16
1,863
Tech Exceptions retweeted
1 May 2025
If you are reading here ✨ You’re ahead of the curve. Most people are still trying to understand how AI and streaming work—you’re helping shape the future of both.
3
1
11
1,004
Tech Exceptions retweeted
28 Apr 2025
Precision in AI? In the last couple of years, @QCon has became a home where I come to learn from and connect with the best in the industry. This year, I was also able to contribute. Read here infoq.com/news/2025/04/ai-pr…
3
1
9
601
Tech Exceptions retweeted
24 Apr 2025
You Don’t Need a PhD to Win with AI. New blog alert: 🧠 Curious what is MCP? 🧠 How is MCP different from A2A? 🐝 What's BeeAI? 📚Read here to learn more! open.substack.com/pub/adipol…

1
1
1
380