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A transcript attributed to DeepSeek founder Liang Wenfeng from a closed-door investor meeting has been circulating widely in Chinese tech media. What stood out to me was not just Liang’s reported view of the next generation of AI, but how that roadmap appears to explain DeepSeek’s long list of things it does not currently want to prioritize. His reported roadmap was roughly: Chain-of-thought reasoning → agents → continual learning → AI self-improvement → embodied intelligence The centr...

Basically these past few hours every chat I make with the ai mode the ai has a memory of just 1 message,I for example ask it "how are you doing" and then ask what is my first message and it says "what is my first message".It completely forgets everything in just 1 message how do I fix this?

For years, I took pride in being the person who could quickly scan a codebase, navigate the terminal efficiently, and find the right information faster than most developers I worked with. Lately, though, I've realized AI agents outperform me in many of those areas. The answers I used to get by crafting Google searches and digging through Stack Overflow can now be found by AI in minutes. Some models are much faster than I am at identifying bugs, and they're often right. In my experience, GPT-...

Article URL: https://cosmastech.com/2026/07/22/ai-truisms.html Comments URL: https://news.ycombinator.com/item?id=49022103 Points: 3 # Comments: 2

knowledge = data + memory We already pay for Claude subscriptions at Hedgy, so I built a company brain that doesn't spend extra tokens. Setoku is a self-hosted MCP server (a ClickHouse data lake plus a knowledge layer about that data) that gives your AI the data it needs to understand your business/life. No inference happens in the box itself, all the thinking runs in the AI you already pay for, so the total bill is a cheap VPS and there's no new vendor holding a copy of your data. Ours ingests ...

Article URL: https://juliahub.com/blog/frontier-models-physical-ai-evaluation Comments URL: https://news.ycombinator.com/item?id=49022265 Points: 2 # Comments: 0

Article URL: https://twitter.com/TrustKernelTech/status/2077035288799449092 Comments URL: https://news.ycombinator.com/item?id=49022433 Points: 2 # Comments: 0

Article URL: https://github.com/sunglasses-dev/sunglasses Comments URL: https://news.ycombinator.com/item?id=49022547 Points: 2 # Comments: 0

Over past 2 years I have been creating content, but I noticed that all my videos have similar editting.So, I built an batch AI video editor that allows me to upload multiple videos at once and get them editted. Comments URL: https://news.ycombinator.com/item?id=49022604 Points: 3 # Comments: 1

Article URL: https://github.com/timtoole02/Camelid Comments URL: https://news.ycombinator.com/item?id=49022720 Points: 2 # Comments: 0

Article URL: https://badboylabs.com/articles/chinese-ai-models-cheap-benchmark-receipts Comments URL: https://news.ycombinator.com/item?id=49022734 Points: 6 # Comments: 2

The current state of in-market autonomous AI is “want something done; trust that they do it”. The operation running the models hold all of the logs, and 1st party logs are inherently not the strongest. It’s: “I did my homework, I graded my homework.. my homework got a passing grade. Trust”. Cinchor is the lightweight tool that operations can use to share verifiable records of autonomous agents’ context, instructions and output. The proofs are anchored and retrievable in a tamper-evident manner (...

Article URL: https://fourforks.riskgaming.com/ Comments URL: https://news.ycombinator.com/item?id=49022825 Points: 3 # Comments: 0

Article URL: https://www.theregister.com/security/2026/07/23/one-chatgpt-link-could-smuggle-a-rogue-ai-agent-into-your-company/5275116 Comments URL: https://news.ycombinator.com/item?id=49022854 Points: 6 # Comments: 0

Hi HN, we are Marcos and Harrison, cofounders of Palmier ( https://palmier.io ). We are building Palmier Pro, an open source macOS video editor, with built-in AI generation and a local MCP server that connects to your agent. Demo: AI transitions: https://www.youtube.com/watch?v=hbM_-eR1GX4 Multicam editing with Codex: https://www.youtube.com/watch?v=SjS2q2LT1q8 Cutting long form clips into shorts: https://www.youtube.com/watch?v=PR66eN2ouuQ Repo: https://github.com/palmier-io/palmier-pro ...

Article URL: https://github.com/CoreGrowthLabs/CoreGrowthPrompting/blob/main/README.en.md Comments URL: https://news.ycombinator.com/item?id=49022930 Points: 3 # Comments: 0

Article URL: https://ai.meta.com/blog/using-ai-to-bring-childrens-drawings-to-life/?_fb_noscript=1 Comments URL: https://news.ycombinator.com/item?id=49022975 Points: 2 # Comments: 0

Article URL: https://medium.com/@henry.fisher.n/how-i-killed-an-ai-generated-essay-during-its-defence-50f3b869f660 Comments URL: https://news.ycombinator.com/item?id=49022991 Points: 4 # Comments: 0

Article URL: https://a14a.org Comments URL: https://news.ycombinator.com/item?id=49023027 Points: 4 # Comments: 1

Article URL: https://thenextweb.com/news/dark-traits-problematic-ai-use-psychology Comments URL: https://news.ycombinator.com/item?id=49023122 Points: 6 # Comments: 0

Article URL: https://www.youtube.com/watch?v=OWaq1rI4D6w Comments URL: https://news.ycombinator.com/item?id=49023157 Points: 1 # Comments: 0

hey HN, Jonathan and Guy here, creators of OneCLI. OneCLI is an open source vault for AI Agents. traditional vaults are used to store your secrets and, on demand, provide them to you all in a secure way, trusting the person to keep them safe. we figured that in the agent's world, this is not the case, as you don't know what happens with the secret after it's delivered to the agent, or where it was saved. or maybe someone even manipulated them to hand them over? from that understanding, we decide...

After Google's recent AI announcements, one thing stood out to me. A lot of the discussion online is about Gemini's capabilities, but Google also spent considerable time talking about TPUs, AI Hypercomputer, networking, data infrastructure, and enterprise deployment. It made me wonder whether the long-term competitive advantage for businesses is shifting. Choosing between GPT, Gemini, Claude, or another model is becoming easier every year. Building reliable AI systems—with clean data, go...

People say just use AI to dub your videos with absolutely zero cost detail, so I priced out the full pipeline for my own channel. Sharing the math because I couldn't find it anywhere. A real dubbing pipeline is two API costs, not one: Voice (ElevenLabs) - cloning your voice + generating the translated track. Credit-based; for talking-head content budget roughly a few dollars per finished minute depending on plan. (check their current tiers, this moves.) Lipsync (the part everyone forg...

so we started an experiment this week. every few days we take one of the biggest markets on polymarket thats about to expire, ask chatgpt, claude, gemini and grok to commit to a call before it resolves, then score every model when it does. no hedging, one call each with reasoning and a confidence number, locked in public before resolution. first two markets are in. the fed decision next week, market prices 75% no change, all four models said hold, though confidence ranged from 72 to 86. and st...

this model is the goat!