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token efficiency isn’t just about speed, it’s also about accuracy. less noise in context == fewer hallucinations == better results. at we’ve been using call graphs + static analysis to give LLMs the best possible code context. big win not just for codegen, but for generating docs that stay... show more

ayman nadeem

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15,896 views • 10 months ago •via X (Twitter)

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If you miss the context… The true greater context… That they are controlling us with a psychological weapon, then you begin to realize it’s not just about elections. It’s world domination and I’m not joking. Our election is just a drop in the bucket. But DOGE was basically the opportunity to steal a lot of data from us.

If you miss the context… The true greater context… That they are controlling us with a psychological weapon, then you begin to realize it’s not just about elections. It’s world domination and I’m not joking. Our election is just a drop in the bucket. But DOGE was basically the opportunity to steal a lot of data from us.

MAGA Cult Slayer🦅🇺🇸

11,612 views • 2 months ago

Teaching AI to understand Web3 isn’t just about large language models, it’s about context, protocols, and on-chain logic. 🧠 We’re building the missing layer that makes AI useful for Web3. Watch how 👇

Teaching AI to understand Web3 isn’t just about large language models, it’s about context, protocols, and on-chain logic. 🧠 We’re building the missing layer that makes AI useful for Web3. Watch how 👇

Datai Network

39,233 views • 1 year ago

I cant believe this guy just made a permanent solution to context bloat and open sourced it all! when we tested this tool (Context+) for solving an issue on the OpenCode repository, the agent using this tool used ~6.5k fewer tokens, found the code and fixed it in half the time! the results were surprising: 6 to 10k tokens saved per prompt, completed task in ~2 minutes while the agent running without the tool took ~4 mins for the same and got stuck in loops bro built an entire beast by using all the modern tools that we could think of: undo trees, semantic search by meaning (by haskellforall), advanced refactoring, blast radius, advanced file context trees, restore points... i can keep going on semantic code search and context trees are the future of agentic coding and this tool proves it the feature i loved the most is semantic search and how it gets things done 2x faster with least possible tokens it makes an agent that actually knows what it’s doing and not just guessing, it makes meaning from your code similar to RAG. if you aren't optimizing your context, you are just burning money the developer says this tool is still under development, it can have unexpected behavior and the docs need updates but the video shows the reality of how fast it can be github: get here:

I cant believe this guy just made a permanent solution to context bloat and open sourced it all! when we tested this tool (Context+) for solving an issue on the OpenCode repository, the agent using this tool used ~6.5k fewer tokens, found the code and fixed it in half the time! the results were surprising: 6 to 10k tokens saved per prompt, completed task in ~2 minutes while the agent running without the tool took ~4 mins for the same and got stuck in loops bro built an entire beast by using all the modern tools that we could think of: undo trees, semantic search by meaning (by haskellforall), advanced refactoring, blast radius, advanced file context trees, restore points... i can keep going on semantic code search and context trees are the future of agentic coding and this tool proves it the feature i loved the most is semantic search and how it gets things done 2x faster with least possible tokens it makes an agent that actually knows what it’s doing and not just guessing, it makes meaning from your code similar to RAG. if you aren't optimizing your context, you are just burning money the developer says this tool is still under development, it can have unexpected behavior and the docs need updates but the video shows the reality of how fast it can be github: get here:

forloop

226,054 views • 4 months ago

Jensen Huang recently said he wants his engineers to spend 0% of their time coding. At first, it sounds absurd — until you realize what he really means. Coding is becoming automated. The new value isn’t in typing instructions for machines… …it’s in teaching machines what’s worth building. Jensen’s message is clear: The future belongs to engineers who understand systems, context, and creativity — not just syntax. As AI takes over execution, human intelligence must rise to orchestration. It’s not about writing code anymore. It’s about writing the future. What do you think — will the best engineers of 2026 still code, or will they design intelligence itself? #ArtificialIntelligence #AI #Coding #Technology #FutureOfWork #Leadership #Innovation #Automation #MachineLearning #AIandHumanity

Jensen Huang recently said he wants his engineers to spend 0% of their time coding. At first, it sounds absurd — until you realize what he really means. Coding is becoming automated. The new value isn’t in typing instructions for machines… …it’s in teaching machines what’s worth building. Jensen’s message is clear: The future belongs to engineers who understand systems, context, and creativity — not just syntax. As AI takes over execution, human intelligence must rise to orchestration. It’s not about writing code anymore. It’s about writing the future. What do you think — will the best engineers of 2026 still code, or will they design intelligence itself? #ArtificialIntelligence #AI #Coding #Technology #FutureOfWork #Leadership #Innovation #Automation #MachineLearning #AIandHumanity

Pascal Bornet

65,493 views • 5 months ago

MAXIMUM punishment for these Satanic Monsters… “I saw more emails about torture…this seems to be a very big for them…” “It’s not just about the trafficking of young girls…there’s code words…about human consumption…”

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MAXIMUM punishment for these Satanic Monsters… “I saw more emails about torture…this seems to be a very big for them…” “It’s not just about the trafficking of young girls…there’s code words…about human consumption…”

Liz Churchill

83,673 views • 5 months ago

We celebrate who gets a seat at the table… but not enough people can afford the meal. Equality isn’t just about who gets in. It’s about who can actually afford to stay.

We celebrate who gets a seat at the table… but not enough people can afford the meal. Equality isn’t just about who gets in. It’s about who can actually afford to stay.

Trevor Noah

47,278 views • 3 months ago

Claude Sonnet 5 just leaked. If this is real, dev teams change overnight. Here’s why: → Massive context window (entire codebases). → Multi-agent workflows running in parallel. → Faster reasoning + fewer hallucinations. → Planning, coding, testing happening at once. → Infrastructure built for speed. This isn’t “ask → answer.” It’s delegation. Save this video, you’ll prepare properly. Want the SOP? DM me. 💬

Claude Sonnet 5 just leaked. If this is real, dev teams change overnight. Here’s why: → Massive context window (entire codebases). → Multi-agent workflows running in parallel. → Faster reasoning + fewer hallucinations. → Planning, coding, testing happening at once. → Infrastructure built for speed. This isn’t “ask → answer.” It’s delegation. Save this video, you’ll prepare properly. Want the SOP? DM me. 💬

Julian Goldie SEO

19,731 views • 5 months ago

CHINA JUST DROPPED AN AI CODING MODEL WITH A 1M CONTEXT WINDOW. And I connected it to Claude Code to see what it could actually do. Meet GLM-X Preview On paper, a few things immediately stood out: → 1M context window → Agentic coding capabilities → Works inside Claude Code → Designed for large-scale coding and reasoning workflows But specs don't matter much if the model can't deliver in practice. So I gave it a real-world task. THE TEST One prompt: > Build a modern AI lead generation dashboard using React and Tailwind CSS. Requirements: → Dark mode → Analytics dashboard → Lead table → Email outreach section → Responsive design → Production-ready component structure Instead of generating a few snippets, it planned the architecture, generated the dashboard components, created the Tailwind configuration, and walked through the implementation requirements. What impressed me most wasn't the code itself. It was how well it maintained context throughout the workflow. That's where a 1M context window starts becoming useful. Less time re-explaining requirements. Less context loss. More room for complex projects. The AI coding race is getting very interesting. And it's no longer just GPT, Claude, and Gemini competing for attention. Results from my test below 👇

CHINA JUST DROPPED AN AI CODING MODEL WITH A 1M CONTEXT WINDOW. And I connected it to Claude Code to see what it could actually do. Meet GLM-X Preview On paper, a few things immediately stood out: → 1M context window → Agentic coding capabilities → Works inside Claude Code → Designed for large-scale coding and reasoning workflows But specs don't matter much if the model can't deliver in practice. So I gave it a real-world task. THE TEST One prompt: > Build a modern AI lead generation dashboard using React and Tailwind CSS. Requirements: → Dark mode → Analytics dashboard → Lead table → Email outreach section → Responsive design → Production-ready component structure Instead of generating a few snippets, it planned the architecture, generated the dashboard components, created the Tailwind configuration, and walked through the implementation requirements. What impressed me most wasn't the code itself. It was how well it maintained context throughout the workflow. That's where a 1M context window starts becoming useful. Less time re-explaining requirements. Less context loss. More room for complex projects. The AI coding race is getting very interesting. And it's no longer just GPT, Claude, and Gemini competing for attention. Results from my test below 👇

Md Riyazuddin

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Remember if the Bengals win these 2 games where Burrow throws for almost 900 yards & 9 TDs, they win the division & are the 3 Seed. They will tell you about their coordinators & injuries all day but condition you not to give context. Just don’t forget.

Remember if the Bengals win these 2 games where Burrow throws for almost 900 yards & 9 TDs, they win the division & are the 3 Seed. They will tell you about their coordinators & injuries all day but condition you not to give context. Just don’t forget.

ZIM

250,450 views • 1 year ago

On the backstretch, a big win isn’t just about the jockey. Tradition says you stake the groom, the hotwalker, the exercise rider, even the assistant trainer — because they all put in the work to get that horse ready. Robbie Davis and Saudia Burton, who worked with the late great Chief, Allen Jerkens, reminded me of that old-school code. It’s about respect, and it’s about family.

On the backstretch, a big win isn’t just about the jockey. Tradition says you stake the groom, the hotwalker, the exercise rider, even the assistant trainer — because they all put in the work to get that horse ready. Robbie Davis and Saudia Burton, who worked with the late great Chief, Allen Jerkens, reminded me of that old-school code. It’s about respect, and it’s about family.

The Real Players Inside The Backstretch™️

29,022 views • 11 months ago

OpenAI’s reported bid for Windsurf isn’t just about code—it’s about control. Vibecoding shifts power to the app layer, and its starting to chip away at another Microsoft stronghold (Github copilot) Great convo this morning w/ Replit CEO Amjad Masad

OpenAI’s reported bid for Windsurf isn’t just about code—it’s about control. Vibecoding shifts power to the app layer, and its starting to chip away at another Microsoft stronghold (Github copilot) Great convo this morning w/ Replit CEO Amjad Masad

Deirdre Bosa

157,749 views • 1 year ago

“Our biggest bottleneck is becoming the review of code, rather than the actual writing and generation of code.” Cisco CPO Jeetu Patel says code review is still super important though, because without human taste and judgment, code quickly turns into slop: “Every engineer on that team is now just a spec developer.” “They just build specs. They create markdown files. They give context to the model. They give context to the agent. And then the agent’s writing the code.” “I think, presumably, the review is going to get easier, too.” “You’ll have really crappy software that gets written if people aren’t paying attention to it. It doesn’t obviate the need for having taste, and having judgment, and having instinct, and making sure that you’re thinking about what you’re building."

“Our biggest bottleneck is becoming the review of code, rather than the actual writing and generation of code.” Cisco CPO Jeetu Patel says code review is still super important though, because without human taste and judgment, code quickly turns into slop: “Every engineer on that team is now just a spec developer.” “They just build specs. They create markdown files. They give context to the model. They give context to the agent. And then the agent’s writing the code.” “I think, presumably, the review is going to get easier, too.” “You’ll have really crappy software that gets written if people aren’t paying attention to it. It doesn’t obviate the need for having taste, and having judgment, and having instinct, and making sure that you’re thinking about what you’re building."

TBPN

11,289 views • 5 months ago

PSA for hitters: The “running start” in the swing isn’t new. It’s not revolutionary. It’s not proprietary. It’s just forward movement with resistance. And it’s been around forever. Anyone saying they invented it?🤦🏼🤦🏼 Watch these clips — old school to new school — all using the same move. 🎥 This isn’t about trend. It’s about understanding movement. Don’t get sold on noise. Learn the truth. #HittingTruths #BaseballHitting #SoftballHitting #RunningStart #HittersWork #TampaBayBaseball

PSA for hitters: The “running start” in the swing isn’t new. It’s not revolutionary. It’s not proprietary. It’s just forward movement with resistance. And it’s been around forever. Anyone saying they invented it?🤦🏼🤦🏼 Watch these clips — old school to new school — all using the same move. 🎥 This isn’t about trend. It’s about understanding movement. Don’t get sold on noise. Learn the truth. #HittingTruths #BaseballHitting #SoftballHitting #RunningStart #HittersWork #TampaBayBaseball

Stance Doctor

38,236 views • 1 year ago

Decent point from the lads over at GallowgateShots #NUFC this mind. Opportunities for the ownership to get some good press but it just feels like take, take, take. It's not just about % increases. It's the overall context on how minimal it that really is to them, and unnecessary.

Decent point from the lads over at GallowgateShots #NUFC this mind. Opportunities for the ownership to get some good press but it just feels like take, take, take. It's not just about % increases. It's the overall context on how minimal it that really is to them, and unnecessary.

Murph

12,920 views • 4 months ago

AI has completely changed how code gets written. Models can now generate thousands of lines in minutes. That speed is exciting but it also creates a new problem... reviews are slow. Context is missing. Bugs slip through. The bottleneck isn’t writing code anymore, it’s understanding and shipping it safely. It’s why I’ve been looking closely at tools built AI-first for this stage of the workflow. One that stands out is Graphite Agent. It sits inside your PRs and does what reviews have always struggled with at scale: → Explains logic line-by-line → Surfaces and fixes bugs → Resolves failing checks in context All without leaving the review flow.

AI has completely changed how code gets written. Models can now generate thousands of lines in minutes. That speed is exciting but it also creates a new problem... reviews are slow. Context is missing. Bugs slip through. The bottleneck isn’t writing code anymore, it’s understanding and shipping it safely. It’s why I’ve been looking closely at tools built AI-first for this stage of the workflow. One that stands out is Graphite Agent. It sits inside your PRs and does what reviews have always struggled with at scale: → Explains logic line-by-line → Surfaces and fixes bugs → Resolves failing checks in context All without leaving the review flow.

Shruti

49,398 views • 9 months ago

Suozzi: When something crazy is being proposed—something outlandish—we need to fight and resist. But when something addresses the concerns of the American people, we need to find common ground and get things done. This isn’t just about the election in 2026 or the election in 2028. It’s about right now. It’s about making people’s lives better now. A lot of people will say, “Well, the Republicans didn’t do that. They didn’t help Biden get things done. They didn’t work across party lines when they controlled the House.” And that’s true. It was the least productive Congress in modern history… But just because that’s what they did doesn’t mean that’s what we should do. It’s not just about winning. It’s about trying to move the country forward, solve problems, and make people’s lives better. This business isn’t worth it for the ego or just for the competition—“I’m right, you’re wrong; I win, you lose.” It’s only worth it if we’re actually making the world a better place to live in. We need to call out the Republicans when they do crazy stuff, when they’re extreme. But we also need to work with them when we can find ways forward to make our country a better place to live in.

Suozzi: When something crazy is being proposed—something outlandish—we need to fight and resist. But when something addresses the concerns of the American people, we need to find common ground and get things done. This isn’t just about the election in 2026 or the election in 2028. It’s about right now. It’s about making people’s lives better now. A lot of people will say, “Well, the Republicans didn’t do that. They didn’t help Biden get things done. They didn’t work across party lines when they controlled the House.” And that’s true. It was the least productive Congress in modern history… But just because that’s what they did doesn’t mean that’s what we should do. It’s not just about winning. It’s about trying to move the country forward, solve problems, and make people’s lives better. This business isn’t worth it for the ego or just for the competition—“I’m right, you’re wrong; I win, you lose.” It’s only worth it if we’re actually making the world a better place to live in. We need to call out the Republicans when they do crazy stuff, when they’re extreme. But we also need to work with them when we can find ways forward to make our country a better place to live in.

Acyn

47,870 views • 1 year ago

Google Opal is vastly underrated but can replace n8n or Make in many situations You can create powerful AI workflows for free and with a single prompt: - Ask the user for any input - Run multiple deep research simultaneously - Add any context you want (YT video, text, docs...) - Use tools like web, Maps, code execution - Synthesize with Gemini 2.5 Pro - Generate results in any format I created this agent to prepare meetings in literally 10 minutes. Tip: make sure to use the microphone feature to give as much context as possible to Opal... So it can generate the workflow almost in one-shot!

Google Opal is vastly underrated but can replace n8n or Make in many situations You can create powerful AI workflows for free and with a single prompt: - Ask the user for any input - Run multiple deep research simultaneously - Add any context you want (YT video, text, docs...) - Use tools like web, Maps, code execution - Synthesize with Gemini 2.5 Pro - Generate results in any format I created this agent to prepare meetings in literally 10 minutes. Tip: make sure to use the microphone feature to give as much context as possible to Opal... So it can generate the workflow almost in one-shot!

Paul Couvert

67,365 views • 8 months ago

Day 13 Update - Aida the browser AI assistant. Aida can now think and execute plans - watch it scrape the current tab for all video titles on Rahul Mathur's Breakdown channel and save it as a txt file. Note that none of this code is written in advance or just a tool call, it writes code in realtime and dynamically executes it in the context of the browser. - Worked on the DOM Engine which provides better context to the assistant for dynamic code execution. - Wasn't satisfied with the design in the last update, tried to make it better. Whats next? Getting it to the hands of users. I've been gate-keeping this for too long. Made an accountability bet with Yogini Bende today to release it in a day.

Day 13 Update - Aida the browser AI assistant. Aida can now think and execute plans - watch it scrape the current tab for all video titles on Rahul Mathur's Breakdown channel and save it as a txt file. Note that none of this code is written in advance or just a tool call, it writes code in realtime and dynamically executes it in the context of the browser. - Worked on the DOM Engine which provides better context to the assistant for dynamic code execution. - Wasn't satisfied with the design in the last update, tried to make it better. Whats next? Getting it to the hands of users. I've been gate-keeping this for too long. Made an accountability bet with Yogini Bende today to release it in a day.

Nakshatra Saxena

10,971 views • 1 year ago