Supercharge Your AI: Build Self-Evaluating Agents with LlamaIndex and OpenAI!
Analysis
Key Takeaways
“By structuring the system around retrieval, answer synthesis, and self-evaluation, we demonstrate how agentic patterns […]”
“By structuring the system around retrieval, answer synthesis, and self-evaluation, we demonstrate how agentic patterns […]”
“The goal was to evaluate whether large language models can determine causal and logical consistency between a proposed character backstory and an entire novel (~100k words), rather than relying on local plausibility.”
“Lately, when asking demanding technical questions for troubleshooting, I've been getting much more accurate results with ChatGPT Thinking vs. Gemini 3 Pro.”
“The project is built with a 'subtraction' development philosophy, focusing on only the essential features.”
“I built an evidence-first pipeline where: Content is generated only from a curated KB; Retrieval is chunk-level with reranking; Every important sentence has a clickable citation → click opens the source”
“Assuming the article points to lack of proof in AI applications, a relevant quote is not available.”
“N/A - The provided content lacks a specific quote.”
“I switched to Codex 5.2 (High Thinking). It fixed all three bugs in one shot.”
“”
“ExcelでCopilotは実用的でないと感じてしまう背景には、まず操作が「自然言語で指示する」という新しいスタイルであるため、従来の関数やマクロに慣れた技術者ほど曖昧で非効率と誤解しやすいです。”
“正直、もう横並びだと思ってる。(Honestly, I think they're all the same now.)”
“District Judge Yvonne Gonzalez Rogers said there was evidence suggesting OpenAI’s leaders made assurances that its original nonprofit structure would be maintained.”
“The article itself does not contain any specific quotes, only a reporting of an accusation.”
“Opus 4.5 is not the normal AI agent experience that I have had thus far”
“These findings suggest that simply watching AI reasoning is not enough to catch hidden influences.”
“Findings indicate that NCS students experience positive improvements in behavioural and emotional engagement, motivation and learning outcomes, highlighting the potential of integrating novel technologies in language education.”
“Nadella wants us to think of AI as a human helper instead of a slop-generating job killer.”
“Has anyone here actually taken one of these and used it to switch jobs?”
“One of the inventors of the transformer (the basis of chatGPT aka Generative Pre-Trained Transformer) says that it is now holding back progress.”
“submitted by /u/Well_Socialized”
“Guys my father is adapting to AI”
“Submitted by /u/soremomata”
“N/A (Article content is just hashtags and a link)”
“Why do you use Gemini vs. Claude to code? I'm genuinely curious.”
“"I don't know how to code."”
“The Future on Margin (Part I) by Howe Wang. How three centuries of booms were built on credit, and how they break”
“So obviously I got dragged over the coals for sharing my experience optimising the capability of grok through prompt engineering, over-riding guardrails and seeing what it can do taken off the leash.”
“I can never stop creating these :)”
““I’ve been noticing a strange shift and I don’t know if it’s me. Ai seems basic. Despite paying for it, the responses I’ve been receiving have been lackluster.””
“In 2026, here's what you can expect from the AI industry: new architectures, smaller models, world models, reliable agents, physical AI, and products designed for real-world use.”
“Tweet from a DeepMind RL researcher outlining how agents, RL phases were in past years and now in 2026 we are heading much into continual learning.”
“"全てを実装しない」「無闇に行動しない」「動きすぎない」ということについて考えていて"”
“Blocking GenAI bots can have adverse effects on large publishers by reducing total website traffic by 23% and real consumer traffic by 14% compared to not blocking.”
“The exact impact AI will have on the enterprise labor market is unclear but investors predict trends will start to emerge in 2026.”
“Codex cloud is now called Codex web”
“CPJ significantly improves performance: using GPT-5-mini captions, GPT-5-Nano achieves +22.7 pp in disease classification and +19.5 points in QA score over no-caption baselines.”
“ModEn-Hub-style orchestration sustains about 90% teleportation success while the baseline degrades toward about 30%.”
“Financial incentives increase daily steps, whereas charitable incentives deliver a precisely estimated null.”
“Dating apps and AI companies have been touting bot wingmen for months.”
“Cost Sensitivity and Behavioral Intention are the strongest positive predictors of adoption.”
“The study provides additional evidence that high-$M_A$ regions of coronal shock surface are instrumental in energetic particle phenomenology.”
“No statistically significant evidence for postmerger echoes is found.”
“R-Debater achieves higher single-turn and multi-turn scores compared with strong LLM baselines, and human evaluation confirms its consistency and evidence use.”
“The paper provides direct experimental evidence of a pseudo-electric field that results in an unusual dynamic strain-induced Hall response.”
“The high precision of this technique allows us to observe power-law temperature dependence of $λ$, and to measure the anomalous nonlinear Meissner effect -- the current dependence of $λ$ arising from nodal quasiparticles. Together, these measurements provide smoking gun signatures of nodal superconductivity.”
“AI agents apply performance optimizations across diverse layers of the software stack and that the type of optimization significantly affects pull request acceptance rates and review times.”
“The paper proposes a Layer-by-Layer Hierarchical Attention Network (LLHA-Net) to enhance the precision of feature point matching by addressing the issue of outliers.”
“The study allowed us to conclude that spontaneous fields in the BTRS superconducting state of Sr2RuO4 appear around non-magnetic inhomogeneities and, at the same time, decrease with the suppression of Tc.”
“Data synthesis is the most effective technique for improving functional correctness and reducing code smells.”
“The spectral evolution shows a transition from thermal (single BB) to hybrid (PL+BB), and finally to non-thermal (Band and CPL) emissions.”
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