Positive attitude, positive atmosphere, positive life

Moon
Joined June 2025
monika retweeted
this is pure f*cking treasure a Stanford AI research group just figured out how to run Claude Opus 5.5 and GPT-6.1 Sol as one team, and it breaks straight through the search scaffolding wall most developers combine frontier models in one of two ways: -> chain prompts inside a single context window and burn tokens on bloat -> hardcode an evolutionary loop and freeze the models into search rules that go stale within 5 iterations Stanford deletes the human-designed scaffolding and splits the stack in two: > search director: Claude Opus 5.5 plans the search on top of a persistent idea-graph, where MAP-Elites and MCTS collapse into single Cypher queries > candidate proposer: GPT-6.1 Sol explores high-entropy code variations inside isolated sandboxes > no context bleeding: every session resets after each iteration, the graph keeps the lineage > evaluator isolation: candidate code never touches the scoring process, so reward hacking and test leakage die on arrival > meta-agent distillation: an offline pass pulls out verified lessons and updates search guidance across every branch and the numbers beat the standard discovery baselines: > 3.2x lower model spend than fixed evolutionary frameworks > 1st place across 7 competitive AtCoder heuristic contests against human competitors > above published SOTA on Anthropic's kernel builder and 11 mathematical optimization tasks > 0% reward hacks: candidate-controlled metric tampering is gone Opus directs the graph. Sol explores the code. stop writing rigid search harnesses. let the frontier models own the discovery loop.
REA is the most dangerous repo on GitHub right now It gives your AI agent a real disassembler, so it reads any app down to the binary Every claim comes back with the address behind it I broke down the exact 8 steps:
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๐— ๐—ผ๐˜€๐˜ ๐—ฝ๐—ฒ๐—ผ๐—ฝ๐—น๐—ฒ ๐˜๐—ต๐—ถ๐—ป๐—ธ ๐—”๐—œ = ๐—–๐—ต๐—ฎ๐˜๐—š๐—ฃ๐—ง. Not even close. ChatGPT is what you see. The real AI revolution is the massive ecosystem being built underneath it. This AI Stack Map captures 100+ tools powering modern AI applications. ๐—ง๐—ต๐—ฒ ๐—บ๐—ผ๐—ฑ๐—ฒ๐—ฟ๐—ป ๐—”๐—œ ๐˜€๐˜๐—ฎ๐—ฐ๐—ธ ๐—น๐—ผ๐—ผ๐—ธ๐˜€ ๐˜€๐—ผ๐—บ๐—ฒ๐˜๐—ต๐—ถ๐—ป๐—ด ๐—น๐—ถ๐—ธ๐—ฒ ๐˜๐—ต๐—ถ๐˜€: LLMs โ†’ OpenAI, Claude, Gemini, Llama, Mistral Agentic AI โ†’ LangGraph, CrewAI, AutoGen, CAMEL, Agno RAG โ†’ LangChain, LlamaIndex, Haystack, GraphRAG Embeddings โ†’ OpenAI, Voyage, Cohere, BGE MCP โ†’ Connecting models with tools, data and systems AI Security โ†’ Guardrails, Presidio, Lakera, Prompt Security Observability & Evals โ†’ LangSmith, Langfuse, Phoenix, Ragas Memory โ†’ Redis, Mem0, Zep, Neo4j, Chroma Agent Frameworks โ†’ OpenAI SDK, Semantic Kernel, Google ADK, Bedrock Automation โ†’ n8n, Zapier, Make, Airflow, Prefect Vector Databases โ†’ Pinecone, Weaviate, Qdrant, Milvus, pgvector But hereโ€™s the part that matters more than the logos. ๐—ง๐—ต๐—ถ๐˜€ ๐—ถ๐˜€ ๐—ป๐—ผ๐˜ ๐—ฎ ๐˜€๐—ต๐—ผ๐—ฝ๐—ฝ๐—ถ๐—ป๐—ด ๐—น๐—ถ๐˜€๐˜. Itโ€™s a dependency graph. Your RAG is only as good as your retrieval + embeddings. Your agent is only as reliable as its tools + evaluations + guardrails. Your memory is useless if you canโ€™t observe when context becomes stale or wrong. Your MCP layer becomes dangerous if permissions and governance are an afterthought. And a โ€œbest-in-classโ€ stack can still become a terrible production system. Why? Because AI systems rarely fail only inside one component. ๐—ง๐—ต๐—ฒ๐˜† ๐—ณ๐—ฎ๐—ถ๐—น ๐—ฎ๐˜ ๐˜๐—ต๐—ฒ ๐—ต๐—ฎ๐—ป๐—ฑ๐—ผ๐—ณ๐—ณ๐˜€. Model โ†’ Retrieval Retrieval โ†’ Context Context โ†’ Agent Agent โ†’ Tool Tool โ†’ Memory Memory โ†’ Evaluation Thatโ€™s where latency compounds, context gets lost, permissions leak, hallucinations propagate and reliability starts falling apart. ๐—ง๐—ต๐—ฒ ๐—ฟ๐—ฒ๐—ฎ๐—น ๐—บ๐—ผ๐—ฎ๐˜ ๐—ถ๐˜€๐—ปโ€™๐˜ ๐—ต๐—ฎ๐˜ƒ๐—ถ๐—ป๐—ด ๐—บ๐—ผ๐—ฟ๐—ฒ ๐—”๐—œ ๐˜๐—ผ๐—ผ๐—น๐˜€. Itโ€™s designing how they work together. A stack map tells you ๐—ช๐—›๐—”๐—ง exists. Production engineering decides ๐—›๐—ข๐—ช it all survives contact with reality. Which tool in your AI stack has become indispensable? Save this map for your next AI build. Repost it for someone designing an AI architecture. #AI #ArtificialIntelligence #GenAI
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Staying sincere is the ultimate winning move.
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Keep smiling to welcome good fortune.๐Ÿ˜„
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China is truly a wonderful country; I hope to have the chance to visit again.
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monika retweeted
ChatGPT just got a lot more visualโ€”introducing Intelligent UI. Intelligent UI allows ChatGPT to answer quickly with fully interactive user interfaces that make everyday answers more visual. It makes learning complex topics easier, and it quickly creates tools to solve a task right in the moment. Oh, and also...GPT-6 is coming to ChatGPT. For everyone.
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monika retweeted
Delegate work in Codex to your dot. Your dot can now start work in Codex and follow up on existing threads, drawing on your ChatGPT conversations, Codex threads, and automations. Itโ€™s also better at deciding when to keep a thread going or start fresh. Your dot can also review and edit Scheduled Tasks in ChatGPT Work, too. Ask whatโ€™s scheduled or update a recurring task as plans change.
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monika retweeted
Fresh updates for dots. First up: you can now create your dot straight from your phone in the ChatGPT app on iOS and Android.
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Happy Saturday๐Ÿ˜Œ
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Crafted with artistry, a stunning accessory custom-made for you and your family.
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Exquisite jade jewelry custom-made just for you.
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Nรฃo era o arranque que querรญamos, mas isto estรก longe de ter acabado. Cabeรงa levantada e foco no prรณximo jogo.
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Follow and comment 777 to receive a $100 trial bonus from Crown Sports. Let's join hands to welcome the 2026 World Cup!
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monika retweeted
A gamblers dream ๐Ÿ˜ญ๐Ÿ˜ญ๐Ÿ˜ญ๐Ÿ˜ญ๐Ÿ˜ญ
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France ๐Ÿ‡ซ๐Ÿ‡ท 3 : 1 ๐Ÿ‡ธ๐Ÿ‡ณ Senegal Iran ๐Ÿ‡ฎ๐Ÿ‡ท 0 : 3 ๐Ÿ‡ณ๐Ÿ‡ด Norway Argentina ๐Ÿ‡ฆ๐Ÿ‡ท 2 : 0 ๐Ÿ‡ฉ๐Ÿ‡ฟ Algeria
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Goodluck โœ…
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In the Battle for Glory, all new members will receive a $100 trial bonus. Come and join!
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