Franklin CEO Says AI Payoff Remains Unclear
THE SO WHAT
When a large asset manager says the AI payoff is unclear but adoption can’t slow, that’s institutionalizing ‘spend under uncertainty’ as the norm. If you’re selling AI into enterprises, expect tougher governance and ROI scrutiny, but not a retreat in budgets—your edge is clarity on cost, control, and time-to-proof.
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Applied AIAn AI agent tried to guess what wine I was drinking based on my description — and the results were mixed to say the least
Consumer-facing agents that rely on vague natural language inputs will hit hard ceilings in domains like wine where signal quality is low and expertise is tacit. For product teams, this is a reminder to pair agents with structured inputs, sensors, or constrained taxonomies if you want reliable recommendations instead of party tricks.
Applied AIVercel, Cloudflare, and others quickly add Jev, as it makes AI tool selection much faster and cheaper; TypeSafe: Jev matches GPT-5.6 and Sonnet 5 workflow evals
If Jev really cuts AI decision costs by ~100x and matches GPT‑5.6 / Sonnet 5 on workflow evals, the bottleneck in agent systems moves from model choice to orchestration and domain data. For infra buyers, expect “tool routers” like this to become a standard layer—start asking vendors how they’ll plug into or compete with these meta-decision engines.
Pirate Face Rescues LLM Models from Deletion
Community efforts to “rescue” LLMs from deletion underline how open and semi-open models are becoming shared infrastructure, not disposable artifacts. If you rely on specific checkpoints, treat deprecation risk as real—mirror what matters, track licenses, and assume some value will live on in gray-market forks.
Applied AIA huge amount of employees are being encouraged to use AI at work - but most still don’t know why
Top-down AI mandates without a clear ‘why’ just create shadow experiments and noisy metrics. If you’re pushing AI internally, define 2–3 target workflows and success measures this quarter or you’re burning trust and budget.