On The Spot Development

Hey, weโ€™re On The Spot.

As part of our engineering culture, we drive TechSpot โ€” tech events with top engineering minds covering a wide range of topics in software systems design.

We also host the @137-Podcast โ€” conversations with CTOs, engineers, and tech leaders about the realities of the tech industry.

Basically, our playlists are the results of these activities. Enjoy.

As our main full-time job, we build R&D teams for disruptive tech startups, giving engineers a front-row seat to shaping the next big thing. Translation: weโ€™re hiring for these tech companies. onthespotdev.com/careers



On The Spot Development

Today (Oct 30) is the last day of ๐ž๐š๐ซ๐ฅ๐ฒ-๐›๐ข๐ซ๐ ๐ญ๐ข๐œ๐ค๐ž๐ญ๐ฌ for our Cloud Security meetup.

๐ŸŽŸ 70 PLN โ†’ onthespotdev.com/techspot/cloud-cicd-security (or link in bio)

๐€๐ ๐ž๐ง๐๐š:
โ€ข Two hands-on talks on cloud security risks and how to fix them
โ€ข A panel on how AI is shaping product security
Plus engineering community, networking, and the essentials (๐Ÿ•+ ๐Ÿบ).

๐Ÿ“ Nov 7 โ€” Google for Startups Campus, Warsaw
๐Ÿš€ ๐‚๐ฅ๐จ๐ฎ๐ & ๐‚๐ˆ/๐‚๐ƒ ๐’๐ž๐œ๐ฎ๐ซ๐ข๐ญ๐ฒ ๐“๐ž๐œ๐ก๐’๐ฉ๐จ๐ญ

2 months ago | [YT] | 0

On The Spot Development

๐๐จ๐ฏ๐ž๐ฆ๐›๐ž๐ซ ๐Ÿ• โ†’ ๐“๐ž๐œ๐ก๐’๐ฉ๐จ๐ญ ๐ฆ๐ž๐ž๐ญ๐ฎ๐ฉ ๐ข๐ง ๐–๐š๐ซ๐ฌ๐š๐ฐ ๐ŸŽฏ
Weโ€™re planning a huge get-together โ€” 100+ engineers, snacks, beer, and hands-on talks.

The topic this time is cybersecurity.
๐Ÿ‘‰ Two talks: security threats in GitHub Actions and CI pipelines
๐Ÿ‘‰ A panel on AI tooling and product security

Weโ€™ll leave enough room for networking โ€” you make sure you have room for pizza :)

โœ… ๐“๐ข๐œ๐ค๐ž๐ญ๐ฌ: website link in bio

2 months ago (edited) | [YT] | 1

On The Spot Development

๐ŸŽ™ ๐Ÿ๐Ÿ‘๐Ÿ• ๐๐จ๐๐œ๐š๐ฌ๐ญ ๐ข๐ฌ ๐ง๐จ๐ฐ ๐ก๐ž๐ซ๐ž โ€“ ๐จ๐ง ๐ญ๐ก๐ข๐ฌ ๐ฏ๐ž๐ซ๐ฒ ๐œ๐ก๐š๐ง๐ง๐ž๐ฅ!
Youโ€™ll find it in the โ€œ๐๐จ๐๐œ๐š๐ฌ๐ญ๐ฌโ€ playlist.

After some back and forth, we realized: this kind of content doesnโ€™t deserve to sit in a quiet corner of youtube. It deserves proper attention ๐Ÿ’ซ

๐Ÿ๐Ÿ‘๐Ÿ• ๐๐จ๐๐œ๐š๐ฌ๐ญ is a series of tech talks where Anton, our founder, sits down with his friend from Google to talk to people who build and scale systems in production.

The latest episode is already live:
๐Ÿ”— https://youtu.be/6-pNjqwNibs

In it, a search expert breaks down how modern search systems are built, what BERT is (and why itโ€™s still around), whether bigger models beat better data, and why thereโ€™s no use waiting for the AGI revolution.

This is just the first episode in a ๐ฐ๐ก๐จ๐ฅ๐ž ๐ฌ๐ž๐ซ๐ข๐ž๐ฌ ๐จ๐Ÿ ๐œ๐จ๐ง๐ฏ๐ž๐ซ๐ฌ๐š๐ญ๐ข๐จ๐ง๐ฌ ๐š๐ซ๐จ๐ฎ๐ง๐ ๐‹๐‹๐Œ๐ฌ โ€“ from foundational AI integrations like search and orchestration to multimodal models, enterprise workflows, and AI security.

If that sounds like your thing, hit the bell and be ready for the next drop ๐Ÿ””

5 months ago (edited) | [YT] | 0

On The Spot Development

Friendly reminder that a fresh podcast episode is out on โ€ช@137-podcastโ€ฌ ๐Ÿ™‚
๐Ÿ“Œ https://www.youtube.com/watch?v=biLt-...

Why should you watch it? Well, first of all, we actually put effort into it, and we think youโ€™ll feel it ๐Ÿ˜

Still not sold? Fine. Then here are the hard facts we took from chatting with Roman Grebennikov:

๐Ÿ’ก Ops break search more often than AI โ€“ scaling, index changes, and observability cause most headaches.
๐Ÿ’ก Good data > bigger models โ€“ relevance matters more than sheer size.
๐Ÿ’ก Semantic similarity isnโ€™t always relevance โ€“ โ€œtomatoโ€ โ‰  โ€œketchupโ€ without user context.
๐Ÿ’ก Reโ€‘ranking makes results actually useful โ€“ smarter layers after fast retrieval.
๐Ÿ’ก Selfโ€‘improving models are on the horizon โ€“ refining search quality over time.

Solid stuff, right? And thatโ€™s just scratching the surface.

Go on, learn more
๐Ÿ“Œ https://www.youtube.com/watch?v=biLt-...

5 months ago | [YT] | 1

On The Spot Development

๐Ÿฅ ๐“๐š๐๐š๐š๐š๐ฆ! ๐„๐ฉ๐ข๐ฌ๐จ๐๐ž ๐Ÿ ๐จ๐Ÿ ๐ญ๐ก๐ž ๐Ÿ๐Ÿ‘๐Ÿ• ๐๐จ๐๐œ๐š๐ฌ๐ญ ๐ข๐ฌ ๐ฅ๐ข๐ฏ๐ž.

๐ŸŽง Full video โ†’ https://youtu.be/biLt-ItoSHk

Yes, it took us 5 months to release it โ€“ which is practically real-time if youโ€™ve ever shipped production search.

Jokes aside, this time weโ€™re really discussing LLM-powered search systems ๐Ÿ˜ƒ

The hosts Anton and Dima are joined by Roman Grebennikov โ€“ Principal Engineer at Delivery Hero & Founder of Nixiesearch.
A guest weโ€™re not hesitating to call a โœจsearch industry expertโœจ

๐“๐จ๐ฉ๐ข๐œ๐ฌ ๐œ๐จ๐ฏ๐ž๐ซ๐ž๐:
โ€“ Designing and evaluating semantic search architectures
โ€“ Fine-tuning, training data, and infra trade-offs
โ€“ Whatโ€™s possible in multimodal, and whatโ€™s usually not worth it
โ€“ PostgreSQL vs. vector databases
โ€“ And why common sense beats AGI hype

๐ŸŽง Full episode โ†’ https://youtu.be/biLt-ItoSHk

5 months ago | [YT] | 2

On The Spot Development

๐—ง๐—ฒ๐—ฐ๐—ต๐—ฆ๐—ฝ๐—ผ๐˜ ๐˜๐—ฎ๐—น๐—ธ: ๐‘๐ฎ๐ง๐ง๐ข๐ง๐  ๐†๐ž๐ง๐€๐ˆ ๐ฐ๐ข๐ญ๐ก๐จ๐ฎ๐ญ ๐ญ๐ก๐ž ๐œ๐ฅ๐จ๐ฎ๐ ๐Ÿ’ป ๐›๐ฒ ๐€๐๐ซ๐ข๐š๐ง ๐๐จ๐ ๐ฎ๐ฌ๐ณ๐ž๐ฐ๐ฌ๐ค๐ข

During the last TechSpot, we saw Adrian Boguszewski break down how Intelโ€™s open-source tools (OpenVINO, Optimum Intel) enable developers to deploy GenAI applications locally, with no internet connection required and zero cloud dependency.

โšกUnderstanding AI PC architecture: CPU vs GPU vs NPU for different AI workloads
โšกOpenVINO toolkit basics and its integration with popular frameworks (PyTorch, TensorFlow, ONNX)
โšกPractical tips for model optimization and quantization (INT4, FP16)
โšกLive demos: text-to-image generation in <1 second, image-to-image pipelines, and inpainting

We got our bunch of โ€œwait, what?โ€ moments โ€“ now your turn ๐Ÿค“

๐Ÿ‘‰ https://www.youtube.com/watch?v=Crt4N...

7 months ago (edited) | [YT] | 4

On The Spot Development

๐—ง๐—ฒ๐—ฐ๐—ต๐—ฆ๐—ฝ๐—ผ๐˜ ๐˜๐—ฎ๐—น๐—ธ: ๐—•๐˜‚๐—ถ๐—น๐—ฑ๐—ถ๐—ป๐—ด ๐—ฝ๐—ฟ๐—ผ๐—ฎ๐—ฐ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—บ๐˜‚๐—น๐˜๐—ถ๐—บ๐—ผ๐—ฑ๐—ฎ๐—น ๐—”๐—œ ๐—ฎ๐—ด๐—ฒ๐—ป๐˜๐˜€ ๐Ÿง  ๐—ฏ๐˜† ๐—ฆ๐—ต๐—ฎ๐—ถ ๐—”๐—น๐—ผ๐—ป

At our recent TechSpot, Shai Alon (the one that already won over the hearts of the TechSpot community last year โœจ) revealed how AI is evolving into truly intelligent, autonomous agents that understand and act across text, images, video, and audio.

๐Ÿ“Œ https://youtu.be/4qsfz7-ubvI?si=yRzEB...

In his talk Shai covers:

1๏ธโƒฃ The critical differences between basic chatbots and sophisticated AI agents.
2๏ธโƒฃ The 'Agent Spectrum': From Generative AI to truly autonomous, multimodal intelligence.
3๏ธโƒฃ How Google's cutting-edge GenMedia (Imagen 3, Veo 2, Lyria, Chirp 3) and Gemini models are enabling the next generation of AI.
4๏ธโƒฃ The transformative potential of Voice AI and Multimodality, including the Live API for human-like conversations.
5๏ธโƒฃ Actionable strategies for building intelligent AI agents, including a live demo using Google's AI Studio for a car insurance renewal agent.
6๏ธโƒฃ Key considerations like safety, reliability, and the power of open-source tools (ADK, A2A Protocol) in agent development.

Big thanks for Google for Startups Campus in Warsaw for hosting TechSpot ๐Ÿค—

#aiagents #multimodalai #generativeai #futureofai #techtalk #techspot #onthespotdevelopment

Get inspired ๐Ÿ‘‡
https://youtu.be/4qsfz7-ubvI?si=yRzEB...

7 months ago (edited) | [YT] | 3

On The Spot Development

TechSpot is coming back ๐Ÿš€ With an overhyped yet interesting topic to discuss - AI Systems in practice

For those of you based in Warsaw - we'd love to see you in person on May 15.


We're bringing together 200 engineers for hands-on talks, live demos, and real-world AI insights.

๐Ÿ• And yes โ€“ pizza and beer included. Wouldn't be TechSpot without them.


Talks:

- Multimodal AI โ€” how next-gen systems process multiple inputs and take initiative
- AI risks and failures โ€” what can go wrong and how to prepare
- Panel talk โ€” real-world challenges in AI security implementation
- Running GenAI locally โ€” using OpenVINO to bring GenAI to your own hardware
- Infrastructure for AI โ€” designing scalable, resilient systems

๐Ÿ“… May 15, 16:00 CEST
๐Ÿ“ Google for Startups Campus, Warsaw
๐ŸŽŸ Grab your ticket: onthespotdev.com/techspot/ai-systems-in-practice


Not in Warsaw? Don't worry โ€“ we'll be streaming the event too. Right here :) Stay tuned for details!

8 months ago | [YT] | 3

On The Spot Development

Hey guys ๐Ÿ‘‹
Have you seen that we launched @137-podcast?

This is going to be a mix of tech talks & good vibes in conversations with engineers, CTOs, and tech experts about the industry, engineering, and AI. Because letโ€™s face it, no tech podcast is complete without a bit of AI.

In the first episode, we sit down with Roman, CTO of Flo Health, and discuss how to build a high-performing tech culture, including.

๐Ÿš€ How to win the "best invention" award as a result of engineering response to a privacy challenge.
๐Ÿ› ๏ธ The hiring playbook that brings in 10 engineers in a day (and actually works).
๐Ÿ”ฅ "Oh no" moments: Handling media storms and sudden relocations.
๐Ÿ“Š The science of running 400 experiments per quarter
๐Ÿค– Future: $200kk in RnD, AI (obviously), wearables, and the fine-tuning of everything.


Watch the full video => https://youtu.be/e-75lKvvtug?si=xlsWw...

10 months ago (edited) | [YT] | 0

On The Spot Development

You might've seen these faces at our TechSpot events and โ€“ ๐Ÿฅ the drum baseโ€”now, theyโ€™re launching a podcast!

๐ŸŽ™ 137 Podcast โ€” raw, honest, slightly chaotic, and bullshit-free conversations with engineers about challenges of the industry, engineering culture, and, of course, AIโ€”because letโ€™s be honest, no tech podcast is complete without a bit of AI.

๐Ÿš€ The first episode drops tomorrow!


With Roman Bugaev, CTO at Flo Health, they talk about engineering culture, scaling teams, architectural decisions and the realities of hiring top developers.

Youtube: www.youtube.com/channel/UCHze...
Spotify open.spotify.com/show/1kV5F7BRuBjZQHkidvmKAb
Apple Podcasts: podcasts.apple.com/us/podcast/137-podcast/id179701โ€ฆ


And subscribe to our Twitter: x.com/137_podcast

10 months ago | [YT] | 1