The disclosure penalty - Mitchell Bryson
When products announce a feature is AI-powered, they don't build trust — they trigger an evaluation reflex that reduces it. The most adopted AI features in history are the ones nobody thinks of as AI.
Source feed
47 items
When products announce a feature is AI-powered, they don't build trust — they trigger an evaluation reflex that reduces it. The most adopted AI features in history are the ones nobody thinks of as AI.
Analysis of Google's interception of an AI-generated zero-day exploit and what divergent responses from OpenAI, Anthropic, and Microsoft mean for builders.
Three announcements share a thread that should make builders take notice: AI that works when nobody's watching. Anthropic's 'dreaming' lets agents learn from their own mistakes between sessions, Claude Code Routines ship finished PRs while developers sleep,...
AI makes you faster at your job today while quietly degrading your ability to know when the job was done wrong. The more you delegate, the less equipped you are to catch the mistakes that matter.
Humans telegraph uncertainty through hesitation, hedging, and tone. AI delivers hallucinated nonsense with the same polished authority as correct answers. Organisations built to read confidence as competence have no antibodies for this.
In a single week, OpenAI killed Sora ($15M/day burn, $2.1M lifetime revenue), blindsided Disney on a $1B deal, shelved its adult chatbot, renamed its product org to 'AGI Deployment,' moved safety oversight away from the CEO, and bet everything on a model...
Entities: OpenAI
Google launched tools to import your ChatGPT memories and chat histories. Apple is turning Siri into a marketplace where every AI assistant plugs in — for a 30% cut. OpenAI is wiring Codex into every work tool you touch. Shopify made every AI conversation a...
Topics: LLM Evaluation
Entities: LLM EvaluationOpenAIGoogleChatGPT
Anthropic's accidental Mythos reveal crashed cybersecurity stocks — but the market was catching up to a reality that was already here. On the same day, CISA warned of active exploitation of AI agent frameworks, researchers disclosed basic vulnerabilities in...
In a single 48-hour stretch, Apple revealed plans to open Siri to rival chatbots, Mistral shipped an open-source voice model rivaling ElevenLabs, Google launched studio-quality AI music generation, and IBM embedded voice AI into enterprise agents. The chat...
Topics: LLM Evaluation
Entities: LLM EvaluationGoogle
AI makes generating output almost free. But every AI output still needs checking — and checking doesn't scale with compute. The verification tax is the hidden cost most businesses ignore when deploying AI.
OpenAI's 17.5% guaranteed-return PE pitch, its 450,000 sq ft campus lease, and the Helion fusion deal all point to the same shift: the AI race is no longer about who has the best model — it's about who can lock in distribution, real estate, and energy...
Topics: Benchmarks
Entities: AnthropicBenchmarksOpenAI
In a single week, every layer of the AI agent stack advanced simultaneously: Microsoft shipped Agent 365 as an enterprise control plane for governing fleets of AI agents, Google open-sourced ADK for TypeScript so web developers can build multi-agent...