Guerilla developer. Fuck the war! Mastodon: https://xitter.cf/t.co/xNCw3B1rJ9

Czech Republic
Joined February 2009
Jan Novotný 🇺🇦 retweeted
🚨 CRITICAL: GitLab flaw (CVSS 10.0) affects 12 years of releases. CVE-2026-110264 could allow unauthenticated remote code execution on self-managed servers. Read - thehackernews.com/2026/10/cr…
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A horrific Russian strike in the Kharkiv region. A “shahed” struck people directly – in a park near an ordinary café. Pure atrocity. Six people were killed, including children. A little girl was killed in a stroller – her name was Angelina, she was just over a year old, born in August 2025… Her mother’s name was Inna. She died in the hospital… Another girl who was killed was 11 years old. My condolences to their families and loved ones. Another 14 people were injured, including six more children. I am grateful to everyone who supports Ukraine under these circumstances and helps us shoot down “shaheds,” shoot down missiles, and stop Russian assaults. These are horrific photos, but behind them are shattered lives and the truth about this war. Lives must be protected. Ukraine needs air defense. You can't think about making money with Russia as long as it continues its asinine war. We ask that sanctions on Russia stay in place as long as the killings continue. We ask America to be strong, and we ask it to apply the Lindsey Graham law. We ask Europe to continue its support. We ask that everything possible be done to bring peace and guarantee security. Ukraine wants peace. It is Russia that has insisted on continuing the killing all this time. The world has enough strength to stop the war. That strength must finally be used – against the murderers.
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Jan Novotný 🇺🇦 retweeted
I turned @googlegemma EmbeddingGemma 2, an embedding model, into a speech-to-text model, and it turned out to be one of the fastest STT models you can run on device. On a base M3 MacBook Air it transcribes an hour of audio in about 13 seconds: 288× real time. The idea came in March with Gemini Embedding 2. It puts text, images, audio and video into one shared space, so a spoken word lands right next to the written word. If that's true, you should be able to read a transcript straight out of the embedding model. I couldnt tried it then, but last week EmbeddingGemma 2 came out as an open model, so I tried it.
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Jan Novotný 🇺🇦 retweeted
If confirmed, this is telling: Russian data centres get hit, and online activity around AfD suddenly plummets. 📉 So much talk about German patriotism… then the connection from Russia goes down. 🤔🇷🇺
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Jan Novotný 🇺🇦 retweeted
THIS IS BIG! The Cancer Cells That Changed Their Minds A KAIST team just reversed cancer without killing a single cell — and the method may matter more than the result. For a century, oncology has had exactly one strategy: find the cancer and destroy it. Chemotherapy poisons it. Radiation burns it. Surgery cuts it out. Immunotherapy teaches the body to hunt it. Every weapon differs in precision, but not in philosophy. The tumor is an enemy. You win by killing. Now a team at South Korea's KAIST has proposed a heresy: *what if the tumor doesn't need to die?* In a study led by Professor Kwang-Hyun Cho of the Department of Bio and Brain Engineering, published in Advanced Science ("Control of Cellular Differentiation Trajectories for Cancer Reversion," DOI 10.1002/advs.202402132), researchers took colon cancer cells and — without poisoning, irradiating, or cutting them — turned them back into normal cells. Not dead. Not damaged. Just normal again. The tumors, grown in mice, shrank dramatically. The surrounding tissue was left intact, because there was never an attack to survive. This is early research — cell lines and animal models, no human trials, real obstacles still unsolved. But the conceptual break is the story. For the first time, cancer treatment has a second verb. Not just destroy. Also: convert. The digital twin of a cell The KAIST team's insight begins with a redefinition of what cancer is. The conventional view treats cancer as a pile of broken machinery: mutations accumulate, checkpoints fail, cells proliferate. Cho's group looked at the same evidence and saw something different — a trajectory. During oncogenesis, they observed, normal cells don't just break. They regress, sliding backward along the differentiation path they followed when they matured. A colon cell becomes, in effect, a confused stem cell: immature, proliferative, lost. If cancer is a wrong turn on a developmental road, then the treatment question changes. You don't blow up the road. You build a map and find the turn. That map is what the team calls a digital twin — a complete computational model of the gene network governing a cell's differentiation. Using data from 4,252 intestinal cells, they reconstructed a network of 522 interacting components, capturing how genes regulate one another as a cell matures or degrades. Then they did the audacious thing: they asked the simulation which levers, flipped together, would push a cancer cell back down the road toward normalcy. The answer came through a system they built called BENEIN (Boolean Network Inference and Control), which models gene interactions as logical relationships and systematically tests which interventions redirect the network's state. The simulation pointed to three master regulators — the genes MYB, HDAC2, and FOXA2 — acting together as the switch that holds the cancerous state in place. Turn all three off simultaneously, the model predicted, and the cell would stop proliferating and differentiate into something resembling a normal intestinal cell. They tested it, and it worked. In three colon cancer cell lines, suppressing MYB, HDAC2, and FOXA2 together strongly induced differentiation into normal-like cells. The cancer cells began expressing markers of healthy intestinal tissue. Proliferation collapsed — not because the cells died, but because they grew up. In animal models, tumors formed from the reprogrammed cells were dramatically smaller than controls, and under the microscope they looked far more like normal tissue. The signature achievement, and the one that would matter most to any patient reading this: there was no collateral damage. Nothing was poisoned, burned, or irradiated. The healthy tissue never came under fire, because there was no fire. 1 of 2
Readers added context they thought people might want to know
The KAIST 2024 study showed that inhibiting MYB, HDAC2 and FOXA2 induced differentiation in colon cancer cells to a normal-like state in cell and mouse experiments. No human trials have been done. The before-and-after scan is not from this research. doi.org/10.1002/advs.2… eurekalert.org/news-releases/…
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Jan Novotný 🇺🇦 retweeted
Videozáznamy z přednášek #JOSCZ26 jsou k dispozici na našem YT kanále: youtube.com/playlist?list=PL… Děkujeme všem partnerům i účastníkům 💕, za rok nashledanou.
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Jan Novotný 🇺🇦 retweeted
To make your agent produce high-quality output, equip it with a way to check its work. Tests are part of that. Here are some of the ones I think are worth investing in. - Write end-to-end tests that simulate real user flows and act as the ground truth - Use property-based testing to specify what should never happen and generate thousands of test cases that attempt to break those constraints - If replacing a system, compare the old and new versions using randomly selected inputs - Require tests to run quickly and deterministically, which reinforces the agent to retry when the loop is slow or unreliable (the agent may learn to retry, not fix the problem) Example tests say what should happen; properties say what must not.
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Jan Novotný 🇺🇦 retweeted
Ne-konference #JOSCZ26 včera skončila. Na fotce jsou autoři tří letošních nejlepších přednášek podle hodnocení ostatních účastníků. Záznamy na youtube.com/@jopenspace budou k dispozici v průběhu tohoto týdne.
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6 orchestrating agents and multiple sub-agents and my laptop now look like this all day long.
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Jan Novotný 🇺🇦 retweeted
České @dativeryHQ propojuje aplikace. jOpenSpace propojuje lidi. A obojí funguje nejlíp, když do toho není potřeba každých pět minut ručně zasahovat. 😄 Díky Dativery za partnerství! ❤️ #JOSCZ26
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Jan Novotný 🇺🇦 retweeted
V @Cimpress vědí, že každý kus může být originál. Přesně tak to máme i s každým jOpenSpace. 😄 Díky za partnerství a podporu! ❤️ #JOSCZ26
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Jan Novotný 🇺🇦 retweeted
Internet pamatují skoro od začátku. A jOpenSpace už taky není žádný nováček. 😄 Asi proto si s @Forresti tak dobře rozumíme. Díky za dlouhodobou podporu a partnerství! ❤️ #JOSCZ26
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Jan Novotný 🇺🇦 retweeted
kubectl apply -f jopenspace-partnership.yaml Status: Ready ✅ Díky @ondrejsika, že letos zase běžíš v našem clusteru partnerů. ❤️ #JOSCZ26
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Jan Novotný 🇺🇦 retweeted
Do roadmapy @productboard nevidíme. Ale máme radost, že se na ní letos někde objevil i #JOSCZ26. 😄 Díky za partnerství! ❤️
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Jan Novotný 🇺🇦 retweeted
V @morosystems věří, že spolupráce vede k mimořádným výsledkům. My taky. Jen tomu navíc říkáme jOpenSpace. 😄 Díky za partnerství! ❤️
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Jan Novotný 🇺🇦 retweeted
Když někdo dlouhodobě spojuje lidi kolem technologií, je nám hned sympatický. ❤️ Díky @Commity_cz, že podporujete #JOSCZ26 a pomáháte budovat komunitu i mimo ní!
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Jan Novotný 🇺🇦 retweeted
Kolik řádků kódu vzniklo díky IntelliJ IDEA, raději počítat nebudeme. 😄 O to raději počítáme JetBrains mezi partnery #JOSCZ26. Díky! ❤️ Nejlepší řečníci se opět mohou těšit na licence @intellijidea
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Jan Novotný 🇺🇦 retweeted
Opus 5.5 performs at the level of Fable 5.1. It's ~30% faster and ~40% cheaper than Opus 5 per task. In Claude Code: - 5-hour session limits increase 20% today - Opus 5.5 is priced lower, so it goes 25% further within limits - Pro, Max, and Team users get a reset to use anytime
Introducing Claude Opus 5.5, the first model in our new Claude 5.5 family. It performs at the level of Claude Fable 5.1 for most tasks, and costs 40% less to run than Opus 5.
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Jan Novotný 🇺🇦 retweeted
Introducing the terminal-browser claude code plugin! You can now open terminal-browser directly inside claude code
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