Talos

Day 4 of building Repo-to-KG in public ✅ The graph can finally talk back. Shipped: → structured query layer (callers, callees, impact analysis) → semantic search across ~24k symbols → GraphRAG: ask the codebase questions in plain English Results recap 🧵

"The government of india does not like technologies." — Jack Dorsey, Twitter's Founder

@narendramodi Trying to apply band-aid for a system which needs a surgery.

More strict actions against paper leaks to come in tomorrow’s Cabinet!

Protests are uncertain and might be dangerous but what is more dangerous than that is silence. It gives more power to people in power who are power drunk to take actions that are undemocratic actions leading us to banana republic. People who are protesting aren't anti nationals they are just kids(15,16,17)y/o's who've had enough of the education system they're fighting and expressing it which they should because its free speech and freedom of expression. More power to gen-z we're smarter than any generation and fuck you all who are jelaous of us young people.

@abhijeet_dipke Dharmendra pradhan loves his chair more than a straight man can love another straight man.

@narendramodi Its not just about paper leak anymore you gotta fix the entire education system, totally reform it from scratch. Else your days are number and you will sooner than expected.

Nothing is more important than the welfare and future of our youth! We have decided to set up fast-track courts to ensure swift and stringent punishment for those involved in paper leaks. Have directed the concerned authorities and officials to take all necessary steps in this regard. This continues our series of steps for safeguarding the interests of students. Those who try to harm the future of our youth will not be spared. देश के युवाओं का हित और उनका भविष्य हमारी सर्वोच्च प्राथमिकता है। पेपर लीक के सभी मामलों में दोषियों को जल्द से जल्द कठोर दंड देने के लिए, केस के त्वरित निस्तारण के लिए फास्ट ट्रैक कोर्ट्स का गठन किया जाएगा। इस संबंध में निर्देश दे दिए गए हैं कि संबंधित विभाग आवश्यक कार्रवाई सुनिश्चित करें। विद्यार्थियों के हितों को सुरक्षित करने के लिए, सरकार द्वारा लिए जा रहे निर्णयों की श्रृंखला में ये एक महत्वपूर्ण कदम है। युवाओं के भविष्य के साथ खिलवाड़ करने वाले किसी भी व्यक्ति को बख्शा नहीं जाएगा।

@PTI_News why is it a tough nut for pradhan to resign for the ruling party? He is a pinty size minister for the govt if they think they can sack him they can do it within no time? how will this put them on backfoot?

VIDEO | Delhi: CJP Chief Spokesperson Saurav Das says, “This morning, the police reached out to us again and informed us that Union Minister JP Nadda wanted to speak with us. They invited us to his residence, but we categorically declined. We are not going to anyone's house or office. A 'janata darbar' is being held here, and if the ministers want to talk, they should come to the people. The discussion should take place at Jantar Mantar. At the same time, we are reasonable people. If the government is concerned about security at the protest site, we are willing to meet at a neutral venue near Jantar Mantar. We are still waiting to hear back from them. He adds, “The government must have the intention to accept our demands. There is no point in calling us for meaningless discussions. Our time is valuable. Thousands of people are still participating in the protest, and we have to manage that as well... The government should clarify whether it genuinely intends to engage with us..."

@Francklp2 do you get paid on X? just asking

Didn't expect it to go this far

@mkratsios47 what solution do you have for this? can you ban or restrict the exports of these models? only solution is to reduce the cost of tokens in the long term and make it sustainable. China is doing what it has to do either do or die.

We have information that Moonshot AI distilled Anthropic’s Fable for the development of its K3 model. To do this they developed a sophisticated internal platform to conduct large scale distillation against U.S. models, allowing them to quickly switch between multiple methods of access to avoid detection. Moonshot AI has also acquired GB300-equipped servers and has accessed GB300s in Thailand, likely to train its AI models.   The United States strongly supports the free and fair development of AI, including a thriving competitive ecosystem that spans frontier models, specialized systems, open-source frameworks, and open-weight models. Legitimate AI distillation used to create smaller, more efficient models plays a vital role in this open innovation ecosystem. However, large-scale, covert industrial distillation aimed at stealing proprietary U.S. technology and undermining American research is unacceptable.

@claudeai Might as well teach it a skill about how to not be scared while being on your backfoot when your competitpr releases powerful model than your model.

New in Claude Cowork: teach Claude a skill. Record your screen while you do a task, talk through it as you go, and Claude turns it into a skill it can run again. Find it under Record a skill in the + menu of the Claude desktop app. Available on Pro, Max, and Team plans.

The prime minister forget about press conference since last few years doesnt even speak a word that is out of syllabus for him whyyyyyy? Why can't ge talk directly with the students and apologize to them for the failure of the system. And sir you are a puppet and you are doing what youre being told you dont know anything about your job.

LoP Shri @RahulGandhi and @INCIndia continue to shamelessly exploit students as political tools to manufacture disruption during the Monsoon Session of Parliament. Shri @RahulGandhi and @INCIndia chose to stage a dharna outside the Hon'ble Prime Minister's residence , causing inconvenience to the public and disregarding established security protocols. Even after Government conveyed its readiness for a comprehensive discussion, the Congress chose political spectacle over democratic debate. Their objective was never solutions for students, it was disruption for political headlines For Rahul Gandhi, this is not about students. This is about manufacturing confrontation after every genuine avenue for discussion has been opened. Our Government remains 100% committed to discussing NEET and addressing every genuine concern of our youth on the floor of the House. The students of India deserve far better than being treated as props in a political campaign. They deserve certainty over chaos, solutions over slogans and responsibility over disruption. We owe our students more than outrage. We owe them answers, reforms and accountability. That is exactly what our government remains committed to delivering.

10/ Day 7: GitHub hydration, shared benchmark indexing scope, offline caching, and preparation for the real Q01–Q20 rematch.

9/ Honest remaining gaps: • PRs/issues are still unhydrated stubs • Symbol history is current-line blame attribution • The benchmark DB is still a Studio-focused subset I’m leaving the score ungraded until the evidence and corpus are genuinely comparable.

Day 6 of building Repo-to-KG in public 🧵 1/ Today the graph stopped being a database I query by hand and became something coding agents can actually use. I shipped a local MCP server with 5 evidence-first tools—and a localhost explorer to demo every result.