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🧠 LLMs Draft Conference Papers
AI Prompt Engineering: YC Secrets for AI Agents
In partnership with
Read time: 5 minutes
AI agents aren't just answering questions anymore - they're pitching original research ideas. We put four top prompt-engineering agents through a startup-style test, and the results might surprise you. One nailed novelty, another mastered feasibility, and the insights could change how you use AI at work…
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AI INSIGHTS
Large‐scale language models now propose research ideas that stack up against real conference papers. AI Idea Bench 2025 tests four leading “idea-generator” agents the same way investors vet startups: Do they target the right problem, offer something new, and look buildable?
🔍 Stand-Out Numbers
3,495 brand-new AI papers from top conferences = ground truth
Zero data leak - every paper appeared after GPT-4o’s 3 Oct 2023 cutoff
Two-step score:
Alignment with the real paper
Novelty + Feasibility via citation-weighted math
AI-Scientist hit a perfect 5.0 alignment on motivation and experiment design
AI-Researcher posted the best feasibility per step ( 17 × 10⁻³ ) while AI-Scientist topped novelty
🚀 What This Means for Operators
Quality has layers. A model can nail relevance yet miss implementable detail.
Citation-aware scoring = market pulse. High feasibility tracks methods already moving the field — a handy proxy for commercial traction.
Post-cutoff data slays “training-set echo.” If you depend on LLM brainstorming, demand tests against truly unseen work to gauge fresh thinking.
Pick the right tool. AI-Scientist inspires bold ideas; AI-Researcher surfaces plans you can ship. Match model to task instead of chasing one “best” agent.
Why It Matters: When your marketing, product, or investment team taps generative AI for ideation, apply this two-step lens - Is it on-target? Can it be built? Filter noise faster, spot winners sooner.
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TODAY IN AI
AI HIGHLIGHTS
🤖 Amazon is building an AI brain for its Proteus robots so they’ll follow plain-English orders. New Wellspring sharpens delivery routes, and an upgraded SCOT model moves stock to the right shelf at the right time. See details here.
💊 Isomorphic Labs says AlphaFold 3 can predict protein shapes and unlock faster, safer drug design—even for today’s “undruggable” diseases. Listen to the podcast here.
💼 OpenAI just hit 3 million paying business users and added Drive-style Connectors plus Record Mode to transcribe and summarize meetings inside ChatGPT. Details here.
⚖️ Anthropic CEO Dario Amodei calls for a national AI transparency law instead of a 10-year regulation freeze, warning that powerful models need public oversight. Read his op-ed here.
🚗 Volvo’s coming EX60 EV debuts an AI-driven multi-adaptive seat belt that tunes itself to 11 crash profiles—aiming to save a million more lives. More info here.
🛡️ Anthropic named security veteran Richard Fontaine to its long-term benefit trust, giving him a say in board picks and safety policy as AI meets defense needs. Story here.
📱 HONOR’s upcoming HONOR 400 5G (AI Phone Animates Old Photos) turns static childhood photos into lifelike videos with on-device AI. It launches in the Philippines on June 17. Details here.
💰 AI Daily Fundraising: Thrive Holdings and ZBS Partners just invested $100 million to launch Shield Technology Partners, an AI-enabled managed IT services platform. Shield has already acquired ClearFuze Networks, IronOrbit, Delval Technology Solutions, and OneNet Global, and will embed engineers to build shared AI agents that automate routine IT support and boost sales and marketing.
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NEW EMPOWERED AI TOOLS
1.📊 Rillet streamlines finance with an AI-native ERP that closes the books faster and smarter.
2.🔩 Cognichip Inc. speeds up chip design through ACI®, bringing advanced semiconductors to every innovator.
3.🎬 Creatify turns any product link into a ready-to-run video ad—built, tested, and optimized in minutes.
4.🧠 Samaya AI surfaces hidden insights with a knowledge-discovery platform made for domain experts.
5. 🔎 Chat4Data lets you scrape any webpage in Chrome using plain-language prompts.
AI QUICK HITS
🎙️ ElevenLabs drops Eleven v3 — text-to-speech with emotion tags, multi-speaker chat, 70 + languages.
🛡️ PwC rolls out the first assurance service that audits AI models for trust and compliance.
🔎 Anthropic introduces a tool that shows exactly where your LLM output breaks.
🚫 X changes its dev terms, blocking any API or content use for AI model training.
📉 Backing growth-stage AI startups now comes with higher risk and trickier terms.
AI JOBS
Hewlett Packard Enterprise: HPC AI Sales Specialist
Pinterest: Sr. Staff Software Engineer, ML Platform - Remote
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