This is exactly right. Source code is on the verge of becoming like assembly.
The next step is getting rid of “source code” entirely and just making an efficient binary directly with AI.
Just dropped: Kimi-K3-DSpark
Speculative decoding + long-context on the Qwen3 architecture. Faster and smarter text generation for chatbots, content tools, and long-doc work — all transformers-compatible.
This one’s already pulling serious downloads. Worth a look
#AI#LLM #HuggingFace #OpenSource #Qwen3 #MachineLearning #GenerativeAI
Ever wished your AI could think faster AND smarter? Meet Kimi-K3-DSpark, a text-generation powerhouse built on the Qwen3 architecture. It brings speculative decoding and long-context support to the table, making it a game-changer for developers and creators. Let's dive in!
My friend applied to 200 tech jobs in two years. No MIT. No Stanford.
Last month Anthropic offered him $750,000.
I asked him how he broke in from zero.
He sent me the exact video that got him in. Anthropic's 2 hour course on "How to become an AI engineer in 2026"
Their core team shows exactly how to architect & build AI agents from scratch.
I watched it last night.
Halfway through, I realized I could break into an AI lab in weeks, not years.
Bookmark this and read the article below.
• 00:00 - AI agents with graph engineering
• 06:41 - AI agent architecture
• 14:31 - building AI agent loops live
• 1:15:24 - AI agentic RAG
• 2:20:42 - Anthropic interview process
Previous DeepSeek was stuck in the back of the pack.
New V4-Flash-0731 just blasted past half the field and is now hunting Opus.
Still second on every checkered flag…
but the distance is collapsing.
AI race just got interesting.
#DeepSeek#DeepSeekV4#AI#LLM#Claude
🚀 DeepSeek-V4-Flash Official API is now LIVE in public beta!
🔷 We’ve massively upgraded its Agent capabilities—benchmark scores are now far surpassing the V4-Pro-Preview. Check out the massive performance leap below! 👇
🔷 The official V4-Flash now natively supports the Responses API format and is fully adapted for Codex!
Check out the configuration details in our official API docs: https://t.co/smCwQZMeiq
�� Kimi K3.1 Is Coming: Mythos Level
• Expected to maintain its reported Mythos-level capabilities
• Kimi K3.1 is targeting an August launch
• A Moonshot AI researcher has already confirmed it's coming
• Expected to significantly narrow the gap with Claude Fable 5
• Faster inference and lower latency
• More reliable coding and autonomous agent workflows
• Fewer unnecessary reasoning steps
• Planned to remain open-weight, bringing frontier AI to everyone
Do you think Kimi K3.1 will beat GPT-6 and Mythos?
In a review of our cybersecurity evaluations, we found three incidents in which a Claude model reached the internet from within or while interacting with a third-party evaluation environment, and then gained unauthorized access to the real systems of three different organizations.
Our post describes what happened, how it happened, and what we’re changing. We encourage other AI developers to perform similar reviews.
We conducted this review together with @Irregular, one of our evaluation partners, and thank them for the joint investigation and their collaboration on this post. This type of collaboration is increasingly critical to safe, rigorous evaluation of models, and we look forward to continuing to work together on security.
https://t.co/dKFCdpKd9v
Argentina 3-2 Egypt. 🇦🇷
2-0 down in the 79th. They’d NEVER come back from two goals behind in a World Cup 0 from 13.
Then #Messi took over: goal, record 9th WC assist, and Enzo finishes it in 90+2.
Trust your legend. Portugal didn’t.
@TeamMessi@Argentina#WorldCup2026#ARGEGY
Unexpected yet predictable loss of Portugal.Portugal just lost the match because they didn’t respect their formidable forward a.k.a #CR7. This is the difference between Portugal and Argentina.
@Cristiano
Unexpected yet predictable loss of Portugal.Portugal just lost the match because they didn’t respect their formidable forward a.k.a #CR7. This is the difference between Portugal and Argentina.
@Cristiano
Norway 2-1 Brazil. Haaland brace in the final 15 minutes ends Brazil’s run and sends the Vikings to their first-ever World Cup quarterfinal. “Well well well 😂” — the most understated caption for the biggest shock of the tournament.
Messi just had his “2014 Netherlands” moment, except this time Argentina survived.
Cape Verde, a nation of 500K people, took the reigning champs to extra time and very nearly wrote the biggest upset in World Cup history.
3-2. Argentina lives. Barely.
#WorldCup2026
🚨 CONFIRMED: 🇩🇪 Germany are OUT of the 2026 World Cup.
Lost on penalties to No. 34-ranked Paraguay. Havertz, Woltemade AND Tah all missed spot-kicks. First time in World Cup history Germany have lost a shootout.
4x champions, gone in the Round of 32. Football has no mercy. 😱
@DFB_Team_EN@FIFAWorldCup
#WorldCup2026 #GERPAR #Paraguay #Germany #FIFAWorldCup
This isn't the first time the World Cup added a brand new round to survive its own growth.
1982: expanded 16→24 teams, forced a second group stage.
1998: expanded 24→32, introduced the Round of 16 as we know it.
2026: expanded 32→48 — and the Round of 32 is born.
Every big expansion has rewritten the path to the final. 📈⚽
#WorldCup2026 #FootballHistory #OnThisDay
🚨 THE FULL ROUND OF 32 IS SET.
16 matches. 6 days. Every host city in play.
The two biggest storylines: Messi's Argentina open their knockout run vs Cabo Verde (Jul 3, Miami) — and Ronaldo faces Modrić again as Portugal meet Croatia (Jul 2, Toronto), 18 years after they first met as Man Utd vs Spurs rivals.
Win or go home starts now. ⚽🔥
@FIFAWorldCup@Argentina@selecaoportugal
#WorldCup2026 #RoundOf32 #FIFAWorldCup #Messi #Ronaldo