TrendPulse

I'm building VentureLync, an AI operating system for venture capital funds. Three agents: Analyst, Associate, Operations. Running on a persistent memory layer. Doing the actual work that junior VC staff do today: sourcing, diligence, portfolio monitoring, LP reporting. Where we are: design partners already signed, more funds in active conversations looking to come on board. The product exists, funds are using it, and we're closing more. What I need on the technical side is someone who t...

The nation is awash in data center hate and California is no exception. Temporary bans have cropped up across the state as residents from Imperial County to San José fight proposals in their communities. Monterey Park became the first city in the country earlier this month to permanently ban data centers by a popular vote. And a recent poll sponsored by the environmental group Net-Zero California showed 70% of state residents don't want data centers in their communities. But unlike in Virgin...

I see AI agents everywhere now, from Instacart to Confluence to banking apps, and I was curious to know how they actually work behind the scenes. Are they mostly built on the exact same underlying models, or does each company code their own? If multiple companies use the same model, what stops them from acting exactly the same? Also, do they all benefit when the base model gets updated in the case they are running isolated versions? I'd love to know if they share any of the same training data or...

OpenAI's engineers designed the chip, called Jalapeño, together with Broadcom to perform a specific AI task known as inference, during which data is crunched in order to answer a user's query to a chatbot like ChatGPT.

I've always worried about using AI for learning or note taking because the process of note taking, like figuring out what is important, the structure etc is part of how we learn and solidify things into memory, but I've found a way to use it without taking away that ability. First, I get the textbook and I read a section. Then I re-read it and figure out what the key points are, and what headings would be relevant for my notes to break down large paragraphs etc. I write these at the side of th...

pip install mcpgen-cli mcpgen https://petstore3.swagger.io/api/v3/openapi.json Generates a complete Python MCP server you own. Not a proxy — actual source code you can read, modify, and deploy anywhere. No runtime dependency on mcpgen. Supports OpenAPI 3.x (JSON/YAML/URL) and Postman collections. Auth auto-detected. Prints your Claude Desktop config block at the end. GitHub: https://github.com/JnanaSrota/mcpgen PyPI: https://pypi.org/project/mcpgen-cli/ submitted by &#3...

The following is not speculation. It is a documented record of two verified industry failures, and one live interaction that occurred during the drafting of this analysis. You decide.... The Deterministic Record: Why Boundary Failure Is Not Optional This architecture has been validated through twelve documented stress tests in controlled isolation environments. Zero failure rate. The operational threshold — 300% thoroughness — is enforced by unique structural mechanisms. The stack's internal...

I built a setup where 7 leading AI models with 100000$ each, compete as rival gamblers across the entire 2026 football World Cup. The setup: - A single intelligence agent (the only one with web/tool access) gathers facts into per-team dossiers and a per-match briefing. All 7 prediction models read the exact same briefing. - Two steps, odds hidden in step one. Step 1: model sees the scouting report (no odds) and commits to {winner, confidence, reasoning}. Step 2: odds are revealed an...

Saw the Reuters piece from earlier this month and it stuck with me. A US appeals court sanctioned two lawyers for filing briefs full of cases that do not exist, the kind that came out of a chatbot. The court called it a lack of candor, which is the polite version. What gets me is this is not the first time and clearly not the last. There is a whole database tracking these now, over a thousand entries. The pattern is always the same. The model writes something that reads like a real citation, t...

AI development seems to be accelerating faster than ever. OpenAI recently introduced new AI models with improved reasoning, coding, and research capabilities, allowing them to handle more complex tasks while maintaining better accuracy. Many experts believe these advances could significantly impact industries like software development, market research, customer support, education, and content creation. At the same time, discussions around job displacement, AI regulation, and responsible deploy...

Hi everyone, we at Sentient Foundation are launching an Open Source AGI Grant and Investment Program, a $42M commitment for developers, researchers, open-source maintainers, public-goods builders, and startups building or leveraging AI in the open. Our thesis is simple: the most important technology being built right now should not end up controlled by a handful of closed platforms. A few companies are moving toward metered, revocable access to intelligence. We want to help make sure open bu...

Some of our customers noticed Inter-1 (our omni-modal social-signal model) would occasionally "hear" a quote that didn't exist. Feed it a video with zero audio and ask what was said, and it would sometimes report: "Yeah, Friday at five." Verbatim. Same line, every time. We assumed it had to be baked into the training data somewhere, so we went looking everywhere: 30,960 training records with datetime mentions → zero hits on the phrase 4,603 video transcripts → zero ...

Question aux développeurs et fondateurs expérimentés en IA. Je travaille actuellement sur un moteur de recommandation multi-sources. L’architecture repose sur un catalogue propriétaire de prestataires qualifiés, enrichi par des sources externes (APIs de réservation, recherche web, etc.), avec une logique catalogue-first. Le système intègre une orchestration multi-sources : un catalogue de plus de 300 adresses qualifiées ; une mémoire utilisateur persistante ; un moteur de scoring dynamique d...

Hi everyone, I've been reading about this, especially about what LazyGraphRAG does, but it only works for complex questions. Therefore, my idea is to combine it with traditional RAG to ask both complex and simple questions with equal accuracy, but I don't know how to implement it. Is anyone doing something similar? Any ideas? Does anyone have experience with this?

I've been feeding stuff from a fan fic I am writing. [Crossover of PBD's The Academy and Left Behind: The Kids]. I don't care what you think of it. I will post the material for reference. It mentions a lot of inflammatory material [e.g. El Mozote, imperialism, reeducation camp], but the prompt was not accepted as is. When I got rid of Pokemon , it went through. Swapping Pokemon with Pokémon gets it accepted. [link] [comments...

https://reddit.com/link/1ue5le1/video/ujvu26e6c69h1/player Text-based AI characters were the first wave. Now Mel AI is showing what the next wave could look like: AI characters you can video chat with in real time. The demo shows characters that can talk, lip sync, react with facial expressions, and respond to camera context instead of just replying in a chat box. Character AI proved the demand for AI characters. Mel AI is pushing the format from text-native to video-native. ...

https://reddit.com/link/1ue5o4i/video/ozv6sohrc69h1/player Instead of only texting AI characters, the app shows characters that can talk through voice, lip sync, react with facial expressions, and respond to camera context during the conversation. The demo suggests a shift from text-based character AI toward video-native AI characters, where the interaction feels closer to a live call than a chatbot. For ML developers, the interesting part is the underlying stack: vision, speech, memory, ...

I’m starting to think the real shift won’t be just better chatbots or coding agents, but workflows where humans supervise many AI agents at once. The interesting question is: what does "work" look like when one human can coordinate 5, 10, or 50 specialized agents? Maybe the future of work is not "AI replaces humans", but "humans become the loop that verifies, redirects, and gives judgment to AI systems." Curious how people here see it: will human-in-the-loop w...

I’ve been experimenting with an open source alternative approach to AI memory and reasoning called IONS. The basic idea is that instead of storing all knowledge inside model weights, knowledge is represented as a graph of evidence backed claims called Cognitive Building Blocks (CBBs). Each CBB contains: \-A claim \-Supporting evidence \-Confidence metadata \-Provenance \-Relationships to other claims Relationships are typed: \-supports \-causes \-contradicts \-depends\_on \-deriv...

I have been learning about the shortage of AI training data and one aspect that nobody considers is that much of the potential training data that can be used is not stored in any database system but rather on the old magnetic tapes that have been stored in climate controlled lockers for decades now. The 80s through the 2000s saw all major businesses, government offices, hospitals, television stations, and laboratories include backup of everything on tapes. Most of this data has neither been digi...

I keep hearing people say things like: Learn AI or you'll be left behind. AI will replace developers. If you're not adapting to AI, you'll be out of a job in a few years. As someone working in software development (currently in a lead role), I'm genuinely trying to understand what people mean when they say adapt to AI. Right now, I use tools like Copilot, Claude, and ChatGPT almost every day for coding, debugging, brainstorming, documentation, and general problem solving. They've defin...

Curious your guys opinions on your fave platforms and why. I’m currently using CharGPT pro and Gemini Pro (Nano Banana) and am looking to expand my use/range. I am an architectural and graphic designer of ten+ years so adding ai as tools not to replace my work but optimize more so my “work flow” has been great. Use the ai to enhance my renderings and then editing and fine tuning those enhancements on my end in photoshop and then illustrator has been a game changer. I’ve heard good things a...

as we know, the Big GPU company Nivdia is providing a list for advanced LLM free tire. but in my testing, this kind of free tire is useless , not even good as chatbot, and dont think about it for agentic loop. the problem, the input/oupt is really slow, and not even stable.

Are you a believer in it or not? why or why not? and if you DO believe it, is it right around the corner, decades away, or not at all in our lifetime?