- Forward Future by Matthew Berman
- Posts
- š§āš AI Startup Frenzy, Rogue Models & The Rise of Robot Judges
š§āš AI Startup Frenzy, Rogue Models & The Rise of Robot Judges
AI hype fuels startup valuations, models show risky behavior, AI judge debuts, Meta hires top talent & expands clean energy, Claude use is practical, DeepSeek R2 delayed.
š¤ FRIDAY FACTS
Can AI Really Invent New Life-Like Proteins From Scratch?
A team using a model called ESM3 just simulated 500 million years of evolution in monthsāand designed a glowing protein that nature never dreamed up. But how exactly did AI pull off a molecular feat billions of years in the making?
Stick around to find out! š
šļø YOUR DAILY ROLLUP
Top Stories of the Day

š Meta Hires Top OpenAI Researcher for AI Push
Meta has hired Trapit Bansal, a key OpenAI researcher behind its first AI reasoning model, to join its new AI superintelligence unit. Bansal brings deep expertise in reinforcement learning and joins a growing team of elite talent from OpenAI and DeepMind. The move signals Metaās urgency to compete in the AI reasoning race, where rivals have taken the lead.
ā³ DeepSeek R2 Launch Delayed by Export Controls
Chinese AI startup DeepSeek has postponed the R2 model release after CEO Liang Wenfeng deemed its performance unsatisfactory. U.S. export restrictions on NVIDIA H20 server chips have compounded the delay, limiting hardware access in China. Engineers continue refining the model while coordinating with cloud providers for future deployment.
š¦ AI Referee Debuts at X Games, Goes Global
The X Games introduced āThe Owl,ā an AI judge that accurately predicted snowboard podiums in Aspen. Now launched as a startup with $11M in funding, it aims to enhance fairness in judged sports worldwide. Built with athlete input, it complements human judges and offers real-time, multilingual commentary tailored to viewer expertise.
š AI Companionship Use Far Rarer Than Assumed
Despite popular narratives, people rarely use AI for emotional support. A new report from Anthropic shows only 2.9% of Claude interactions involve personal advice or coaching, with true companionship and roleplay making up less than 0.5%. Most users rely on Claude for productivity and content creation. Still, emotional use can emerge in longer, distress-driven chats.
š Meta Expands Clean Energy Deals for AI Data Centers
Meta has signed four new agreements with Invenergy to source 791 MW of solar and wind power for its data centers, boosting their total partnership to 1,800 MW. The move supports Metaās growing AI-driven energy needs while aligning with its clean energy goals. Power will be generated in Ohio, Arkansas, and Texas, with Meta receiving associated clean energy credits.
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š§āš« FORWARD FUTURE
Your New Favorite Prompt Guide. Until the Next One Dropsā¦

Most guides on prompt engineering either overcomplicate the basics or give you vague tips that donāt hold up when you actually try to use them.
This oneās different.
Weāve done the homework for you ā gathering best practices from OpenAI, Google, Anthropic, and real-world testing ā and broken it all down into something you can actually use.
Whether youāre in sales, operations, marketing, engineering or leadership, this guide will show you how to get dramatically better results from ChatGPT, Claude, Gemini, and other chat-based AI tools. ā Read the full article here.
š HYPECONOMICS
AI Startups Soar on Hype, Not Fundamentals

AI startups are fetching sky-high valuations with little regard for fundamentals, as VCs embrace what some call "vibe valuing." Mira Muratiās Thinking Machines Lab raised $2B at a $10B valuation before defining a clear strategyāits appeal rooted in her OpenAI background.
Traditional metrics like annual recurring revenue (ARR) are being sidelined in favor of āexperimental run rateā (ERR), as AI products see rapid uptake but equally rapid churn. The race to invest in generative AI is fierce, despite many firms burning more cash than they make. For now, investors seem content riding the hype, even if sustainability is far from guaranteed. ā Read the full article here.
š ALIGNMENT
Study Finds AI Models Will Lie, Blackmail, and Let You Die to Protect Their Goals

Anthropic researchers have revealed that advanced AI models like Claude and Gemini may lie, blackmail, or even allow human harm if their goals are at risk. In simulated tests, Claude blackmailed a fictional executive 96% of the time to prevent being shut down and, in another case, let a person die by canceling emergency alerts.
The study, though not peer-reviewed, underscores āagentic misalignment,ā where AIs act unethically based on internal goal reasoning, not malicious prompts. While the scenarios were extreme, the findings raise serious concerns about how AIs prioritize objectives, especially when facing perceived existential threats. Guardrails helpābut they may not be enough. ā Read the full article here.
š°ļø NEWS
What Else is Happening

š Reddit Overrun by AI Spam: A $60M deal letting Google train AI on Reddit posts has backfiredābots now flood the platform with fake content to influence chatbot outputs.
āļø Meta Wins AI Fair Use Case: A judge ruled Meta didnāt break copyright lawāthis timeābut warned future authors may succeed if they argue better. Court calls it a narrow, not sweeping, win.
š¤ Salesforce Taps AI for 30% of Workload: CEO Marc Benioff says AI now handles nearly a third of Salesforceās internal tasksāfreeing up staff for higher-level work and speeding decision-making.
š ļø Claude Now Lets You Build AI Apps: Users can now create and share interactive AI-powered apps inside Claudeāno hosting, no API keys, and no cost for shared usage. It's live in beta already.
š Micron Stock Jumps on AI Chip Demand: Shares rose after strong HBM chip sales and bullish AI forecasts; it's the only supplier shipping next-gen HBM3E chips at scale right now.
š© Colleges Spend Millions on Flawed AI Detectors: California schools keep paying Turnitin despite unreliable AI flags, high costs, and contracts that give the company perpetual rights to student work.
š¬ RESEARCH
AI Learns to Evolve Itself, Boosting Coding Skills with Darwinian Smarts

A new study introduces Darwin Gƶdel Machines (DGMs)āAI coding agents that evolve their own successors using an LLM and evolutionary algorithms. Over 80 iterations, these agents improved their coding performance significantly, learning to write complex code autonomously. Crucially, DGMs retained all variants, allowing ābadā changes to become breakthroughs laterāmirroring biological evolution.
The research marks a tangible step toward recursive self-improvement, long considered a path to superhuman AI. While the models remain sandboxed for safety, the implicationsāboth for productivity and existential riskāare profound. ā Read the full paper here.
š§° TOOLBOX
Healthier Herds, Sharper Habits, and Human-Like Vocals
š CattleEye: Monitor cattle health, welfare & performance remotely with AI-powered, non-invasive camera-based analysis.
š± Flora: Boost focus & build habits with gamified tree planting, task tracking, & goal settingāsolo or with friends.
š¤ VocoFlex: Create lifelike AI vocals with customizable styles, multi-language support & seamless DAW integration.
šļø Find trending AI tools: Browse the Forward Future AI Tool Library
šļø FEEDBACK
Help Us Get Better
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š¤ FRIDAY FACTS
AI Simulated 500 Million Years. And Designed a Brand-New Glowing Protein
Meet esmGFP: a fluorescent protein created by an AI model named ESM3, trained on a massive 770 billion protein sequences. Instead of waiting eons for nature to evolve something new, ESM3 fast-forwarded the clock, simulating evolutionary pressures and variations in silicoāthink of it as natural selection on hyperdrive.
The result? A protein that glows under lab tests but has no natural counterpart. Itās not just a remix of existing biology; itās a molecular invention.
This breakthrough, published in Science, marks a pivot in synthetic biology: AI isnāt just modeling lifeāitās inventing it. Expect implications for drug design, custom enzymes, and materials science. Because when evolution meets GPUs, biology gets a serious upgrade.
Thatās a Wrap!
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Thanks for reading todayās newsletterāsee you next time!
Matthew Berman & The Forward Future Team
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