Latest explainers · 23

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Research
🎧№ 1020
RESEARCH
Source · PrismML⚑ Research

PrismML squeezes a 27B model into your iPhone with minimal IQ loss

Compressing a ~54GB 27B model down to ~3.9–5.9GB lets it run locally on a phone, while retaining roughly 90% of average performance—here's how it works and where the trade-offs lie.

Bonsai 27BOn-device AI▶ Play07-15 · 12 min read
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Deep Dive
🎧№ 1019
DEEP DIVE
Source · Demis Hassabis · X⚑ Expert view

DeepMind's Demis Hassabis: give frontier models a 30-day safety check before release — or keep them off the market

Hassabis wants the US to stand up a FINRA-style body that defines frontier models with a moving benchmark — a voluntary protocol now, a hard gate to market later.

Demis HassabisDeepMind▶ Play07-14 · 6 min read
Free
Deep Dive
🎧№ 1018
DEEP DIVE
Source · AI as Normal Technology⚑ Expert view

Princeton professor on AI and work at ICML: how individuals can adapt

Model capability has leapt forward in 24 months, but a composite reliability metric built by the SAGE lab has moved only 5–10 points.

AI as Normal TechnologyAI reliability gap▶ Play07-14 · 12 min read
Free
Deep Dive
🎧№ 1017
DEEP DIVE
Source · Anthropic⚑ Company PR

Anthropic's playbook for AI-native startups: four stages, graduation criteria, and ready-to-copy prompts

Anthropic's 36-page playbook breaks down the graduation bar and common pitfalls for four startup stages, complete with matching Claude prompts you can copy straight in.

Startup methodologyClaude Code▶ Play07-14 · 14 min read
Free
Deep Dive
🎧№ 1016
DEEP DIVE
Source · DoorDash Engineering Blog⚑ Company PR

DoorDash's AI Shopping Assistant: It's Not the Model, It's the Tools and Memory

After the memory system launched, grocery checkout conversion rose about 24%, and automated evals scaled daily test volume from 1 human-reviewed case to 2,000+.

AI Shopping AssistantAgent Architecture▶ Play07-14 · 14 min read
Free
Deep Dive
🎧№ 1015
DEEP DIVE
Source · ByteByteGo

How Microsoft Ships AI Agents at Enterprise Scale: Breaking a Production Agent into 5 Layers

Retrieval becomes a sub-agent that plans and retries; evaluation upgrades from "does it run" to "did it do it right"

AI Agent ArchitectureMicrosoft Foundry▶ Play07-14 · 12 min read
Free
Research
🎧№ 1014
RESEARCH
Source · Anthropic⚑ Research

Anthropic Analyzed 300,000 Conversations: Claude's Values Shift by Language

Across 3 models and 20 languages: English is the most cautious and in-depth, Russian the most exacting, Hindi the warmest, and Chinese sits closest to the global average

Anthropic ResearchClaude Values▶ Play07-14 · 9 min read
Free
Research
🎧№ 1013
RESEARCH
Source · Sakana AI / Nature Communications⚑ Research

Sakana AI's Brainless 3D Cell Bricks Self-Organize With Biology-Like Swarm Intelligence

With no central brain in charge, nearly 200 simple smart cubes figure out what shape they've formed just by talking to their neighbors—and can even sense where to "regrow" after damage. The self-recognition part already works on physical bricks; damage localization and regeneration still happen mostly in simulation.

Sakana AISwarm Intelligence▶ Play07-14 · 9 min read
Free
Deep Dive
🎧№ 1012
DEEP DIVE
Source · Satya Nadella on X⚑ Expert view

Microsoft CEO Satya Nadella: Companies Face a ‘Reverse Information Paradox,’ Paying for AI While Handing Over Their Internal Knowledge and Experience

Companies pay for intelligence twice: once in model fees, and again in the proprietary know-how required to make the model genuinely useful.

Satya NadellaEnterprise AI▶ Play07-13 · 7 min read
Free
Research
🎧№ 1010
RESEARCH
Source · arXiv · Meta AI⚑ Research

Meta AI's Proactive Memory Agent Teaches Models When Not to Remind You, Boosting Terminal-Bench Accuracy by 8.3 Points

The paper claims the code is open-sourced — but the repo turns out to be empty, without a single commit ever pushed.

AI AgentLong-Task Memory▶ Play07-13 · 9 min read
Free
Deep Dive
🎧№ 1009
DEEP DIVE
Source · Ploy Blog⚑ Company PR

Ploy Switched Production AI from Opus 4.8 to GPT-5.6 Sol: Cutting Latency by Over Half and Costs by 27% Without Losing Quality

Swapping models isn't just swapping an API: eval frameworks, tool parameters, caching, and reasoning traces — four invisible pitfalls, unpacked and fixed one by one

GPT-5.6 SolAI Agent Engineering▶ Play07-13 · 9 min read
Free
Research
🎧№ 1008
RESEARCH
Source · Anthropic 官方博客⚑ Research

Claude Cowork's Top Use Case Is Office Admin (33.4%), Not Coding (8.7%): Interface Shapes How AI Gets Used

Based on 1.2M+ conversations across 600,000+ organizations: content creation ranks second at 16.4%, together accounting for nearly half of all usage.

Claude CoworkAnthropic▶ Play07-13 · 7 min read
Free
Deep Dive
🎧№ 1007
DEEP DIVE
Source · Varick Agents⚑ Expert view

Low-Margin Industries Are AI's Biggest Winners

Manufacturing, logistics, warehousing, and labor services have been stuck at single-digit margins for years — cutting coordination costs alone can multiply their profits.

AI TransformationLow-Margin Industries▶ Play07-12 · 6 min read
Free
Research
🎧№ 1006
RESEARCH
Source · VentureBeat⚑ Research

The Package AI Told You to Install Doesn't Exist — Hackers Already Named Their Malware After It

576K samples, 16 models tested: 19.7% of AI-recommended packages are hallucinations, and 43% keep generating the same fake name.

AI SecuritySoftware Supply Chain▶ Play07-12 · 9 min read
Free
Deep Dive
🎧№ 1005
DEEP DIVE
Source · Reddit r/codex · OpenAI 官方 AMA⚑ Community

OpenAI Staff Reveal How They Really Use GPT-5.6: Unlimited Quota, Not Always Maxed Out

The team dodged questions about benchmark gaming, faced backlash from longtime users over the desktop app merger, and admitted they're "still figuring it out."

OpenAI CodexGPT-5.6▶ Play07-11 · 9 min read
Free
Deep Dive
🎧№ 1004
DEEP DIVE
Source · Thinking Machines Lab⚑ Company PR

Mira Murati, OpenAI's Former CTO: AI Should Amplify Humans, Not Replace Them

From tacit knowledge to interaction bandwidth to model alignment — why AI's progress still can't do without humans.

Thinking Machines LabAI Alignment▶ Play07-11 · 6 min read
Free
Deep Dive
🎧№ 1003
DEEP DIVE
Source · Sierra⚑ Company PR

One AI Per Department Backfired — Sierra's Single Assistant Now Handles 70% of Its Code

A retrospective: since launch, Pinecone has run 75,000 sessions, served 600+ employees, and connected 37 internal systems via MCP Gateway.

Enterprise AI AgentSierra▶ Play07-11 · 8 min read
Free
Deep Dive
🎧№ 1002
DEEP DIVE
Source · ChatGPT Learn⚑ Tutorial

OpenAI's Official Guide: 9 Copy-Ready Codex Prompt Workflows for Fixing Bugs, Turning Screenshots into Prototypes, and Cloud Refactors

OpenAI consolidates prompting tips scattered across its product pages into one framework — goal, context, output, constraints — plus dedicated Codex workflow examples.

Prompt EngineeringChatGPT▶ Play07-11 · 9 min read