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Updated: May 7, 2026 at 10:37 AM

CODER_OFF

This is my personal blog. This blog is about Engineering, Enterprenership and Networking. I share here about new things I learn and experiment lately. Things I found cool. Topics that I find facinating.

@coder_off_blog is a growing community focused on engineering and share and related topics

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CODER_OFF

May 8, 2026, 08:19 AM

Topic: AI Agent reliability #agentreliability

MAKER, developed by Cognizant AI Lab with UT Austin, is an agentic system that completed a task with over one million steps and zero errors, addressing the reliability limits of current LLMs for long, chained reasoning. Unlike the usual focus on increasing model intelligence, MAKER uses extreme task decomposition: each tiny subtask is given to a dedicated microagent, and agent outputs are error-corrected by local multi-agent voting and red-flag filtering. This modular framework makes reliability scale logarithmically with the task length (Θ(s log s)), instead of suffering exponential error growth, enabling small and efficient models to outperform larger ones on extended tasks. The success of MAKER suggests that high reliability in large-scale AI can come from orchestration and structure, not just bigger models

Link: https://arxiv.org/abs/2511.09030v1

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May 8, 2026, 08:19 AM

📎 File

One of the most practical book to bulid RAG I have encountered lately. It shows challenges around RAG and how to address them step by step. One by one.

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CODER_OFF

May 8, 2026, 08:19 AM

Our current AI workflows keep facing new challenges. Manually updating workflows doesn't scale well.
I am researching around self learning agents lately.
I run into some interesting research papers that popped up lately.
I am reading the fllowing one currently.

https://arxiv.org/html/2508.00271v2

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CODER_OFF

May 8, 2026, 08:19 AM

To: Media Nerds

FFMPEG 8.0 has landed 🚀!
https://www.linkedin.com/pulse/ffmpeg-80-huffman-unleashed-generational-leap-forward-lee-erickson-tmtme/?trackingId=WN8hQ20TxjW1xLLRMx2R7Q==

- It brought good amount of Vulkan based Codec (Encoding and Decoding) support that brings amzing speed bump to your media processing workflow.
- There are new CUDA filters (a.k.a. transformers)

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CODER_OFF

May 8, 2026, 08:19 AM

Did you know that Toyota has a footprint in modern GenAI frontier?
Toyota Research Institute is one of the folks who is pushing the boundaries of Large Behavioral Models. Yeap, you have not missheard it. LBM - large models that are very similar to LLMs. They are trained on motions in 3D space if I put it simply.
You can fine tune those models and build your own robots that focus on Kitchen tasks, the ones that are specialized in yard tasks ect.
That is one of the reasons why they say that 2026 is Robotics era kick off .

https://www.tri.global/our-work/large-behavior-models

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CODER_OFF

May 8, 2026, 08:19 AM

🎥 Video

How I accedentally discovered Super Power of Comet browser.

I wrote an ADR(Architecture Decision Record) with Windsurf Claude Sonnet to change the feature we already have. I got a bit lazy and wanted somebody to read the ADR outloud.
I opened numeo Github Repo on my belowed browser Comet to check if it could read the MD file outload for me. Comet suprized me immediately by identifying the PR page, and failing CI steps. That triggered me to think... "Could I ask Comet browser to review our PRs??

So I tried.... It started going through all the PRs one... by... one....

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CODER_OFF

May 8, 2026, 08:19 AM

Hi folks. I am hiring Sr Staff Software Engineer. I would appreciate the repost:

https://www.linkedin.com/posts/bkodirov_hiring-activity-7351791921607946240-rbEF?utm_source=share&utm_medium=member_desktop&rcm=ACoAAAzP3TIB4pvnEUAvi_ABR6D5qCr_LxAIk0s

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May 8, 2026, 08:19 AM

There is a really cool book about Agent Development got dropped today. Check it out: https://docs.google.com/document/d/1rsaK53T3Lg5KoGwvf8ukOUvbELRtH-V0LnOIFDxBryE/edit?tab=t.0

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CODER_OFF

May 8, 2026, 08:19 AM

Come over if you want to hang out :)

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CODER_OFF

May 8, 2026, 08:19 AM

📷 Photo

31 июль, соат 19:00 да IMPACT. T да АҚШда логистика соҳаси учун AI агентлар яратаётган Numeo стартапи асосчилари — Beka Kodirov ва Otabek Yusupov иштирокида "AI стартаплар қандай қурилади?" мавзусида учрашув бўлиб ўтади.

Қуйидаги мавзулар муҳокама қилинади:
- Силикон водийсида AI стартапларини қуришда учрайдиган муаммолар
- Агент технологиялари қандай ишлайди?
- Voice AI имкониятлари
- Ўзбек дастурчилари ва фаундерлари учун АҚШ бозоридаги имкониятлар

Спикерлар:
Beka Kodirov (CTO) — Warner Bros. Discovery, Hulu ва fuboTV каби компанияларда 10+ йиллик тажрибага эга муҳандислик раҳбари булган. У Max ва Discovery+ учун Video SDK ишлаб чиқишни бошқарган. Ҳозирда Numeoда AI архитектураси ва маҳсулот стратегиясини бошқармоқда.
Otabek Yusupov (COO) — молия ва операцион фаолият соҳасида 14+ йиллик тажрибага эга. У 8 йил Deloitte ва 6 йил Amazon компаниясида ишлаган. Amazon’да глобал логистика жамоалари учун молиявий стратегия ва режалаштиришни бошқарган.

Жойлар сони чекланган — https://perfend.com/ru/events/seminar/ai

https://t.me/impactthub

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