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Deep Dive
🎧№ 1087
DEEP DIVE
Source · Anthropic 官方博客⚑ Tutorial

The story behind Claude Design and 10 practical tips from its creator

The three most counterintuitive takeaways: ask for ten variations at once, stick to wireframes when details do not matter, and handle the final mile yourself.

Claude DesignAI design tools▶ Play07-27 · 9 min read
Free
Deep Dive
🎧№ 1086
DEEP DIVE
Source · Dex Horthy(HumanLayer)⚑ Expert view

Harness Engineering isn't enough: Why the software factory model fails

Telemetry tracking 22,000 developers over two years shows a 66% increase in output alongside a 242.7% surge in production incidents per PR.

AI codingSoftware engineering▶ Play07-27 · 12 min read
Free
Research
№ 1085
RESEARCH
Source · Google Blog / AI & Economy ATLAS v1.0⚑ Research

Google combed through 14.65 million Gemini chats — 86% weren't about work

The median occupation has AI touching just one-fifth of its tasks, 29% of jobs show zero AI use at all, and even in cognitive work, AI carries a task start to finish only 6.5% of the time.

GoogleAI and the Economy07-27 · 14 min read
Free
Deep Dive
🎧№ 1084
DEEP DIVE
Source · Anthropic 官方文档⚑ Tutorial

Anthropic's official guide to prompting Opus 5: subtract, don't add

Eight prompts you can copy straight into your workflow — plus one counterintuitive lesson: telling a review prompt to flag only high-severity issues can genuinely make it report less.

AnthropicClaude Opus 5▶ Play07-25 · 10 min read
Free
Practice
№ 1083
PRACTICE
Source · Claude 官方博客⚑ Tutorial

Anthropic shows how to turn manual code review into a skill that self-checks and self-fixes

Four internal skills work in sequence: catch bugs, clean up diffs, run the app, and double-check design specs when changes touch the UI.

Claude CodeSkills07-25 · 9 min read
Free
Practice
🎧№ 1081
PRACTICE
Source · Modem⚑ Tutorial

Renaming functions cuts token use by two-thirds across 14 models

The models use a brute-force approach to find code: scanning the entire repo for text matches. Generic names force them to read hundreds of extra files.

AI codingCode discoverability▶ Play07-25 · 12 min read
Free
Launch
№ 1080
LAUNCH
Source · Anthropic⚑ Product

Claude Opus 5 closes the gap with Fable 5 at half the price, but still trails on 5 of 12 benchmarks

The same price now buys roughly double the score, and this release's chart plots cost on the x-axis instead of accuracy — five effort tiers let you dial in exactly how good you want the model and how much to pay for it.

Claude Opus 5Anthropic07-25 · 12 min read
Free
Practice
🎧№ 1078
PRACTICE
Source · Thariq / Anthropic⚑ Tutorial

Anthropic slashes Claude Code's system prompt by 80%: six new rules for writing context

Rules gave way to judgment calls and examples gave way to interfaces — one tool description shrank from roughly 9,100 characters to a single sentence and an enum.

Claude CodeContext Engineering▶ Play07-25 · 10 min read
Free
Launch
№ 1077
LAUNCH
Source · Black Forest Labs⚑ Product

Black Forest Labs unveils FLUX 3, a single model for image, video, audio, and robotics

Video access opens for application now; image generation is still weeks away, with open weights coming last. Pricing remains unannounced, and Black Forest Labs itself labels the human-evaluation results as preliminary.

FLUX 3Black Forest Labs07-25 · 9 min read
Free
Deep Dive
🎧№ 1076
DEEP DIVE
Source · Peter McCrory(X)⚑ Expert view

Why US unemployment hasn't risen even as AI races ahead, according to Anthropic's economics chief

His take: AI is amplifying workers rather than replacing them—killing tasks is not the same as killing jobs.

AI and jobsLabor economics▶ Play07-23 · 11 min read
Free
Launch
№ 1075
LAUNCH
Source · OpenAI⚑ Product

OpenAI launches Presence: managing enterprise AI Agents after go-live is now a product

Built for customer-facing and internal workflows, Presence opens with voice and chat first—OpenAI says its own phone line already runs 75% without humans, and a Codex improvement loop cut human handoffs another 15 points in 10 days.

OpenAIPresence07-23 · 8 min read
Free
Deep Dive
🎧№ 1074
DEEP DIVE
Source · Y Combinator⚑ Expert view

YC names the startup ideas it's eager to fund right now

From AI tutors for kids to data centers built at sea — and, for the first time, a request from the sitting US Secretary of the Army.

Y CombinatorStartup Ideas▶ Play07-23 · 10 min read
Free
Deep Dive
🎧№ 1073
DEEP DIVE
Source · TechCrunch Equity⚑ Expert view

Anthropic investor Matt Murphy: revenue tops $47 billion, but the model isn't what wins

The investor who led a $500 million Series D says Anthropic's real moat isn't the model — it's the layer that makes it usable.

AnthropicAI investing▶ Play07-23 · 11 min read
Free
Research
№ 1071
RESEARCH
Source · Databricks⚑ Company PR

Databricks benchmarks AI coding agents on millions of lines of real code

Swapping the harness around the same model can double the cost, and open-source GLM 5.2 matches Opus 4.8 for 30% less per task — on a benchmark built from Databricks' own merged pull requests, so none of it is searchable online.

Coding agentsBenchmarks07-22 · 9 min read
Free
Practice
🎧№ 1070
PRACTICE
Source · Anthropic / ClaudeDevs⚑ Tutorial

Anthropic's six-step code migration playbook: Bun moved a million lines from Zig to Rust in two weeks

Anthropic open-sourced the templates and prompts behind the playbook, after a migration that burned through 5.9 billion uncached input tokens — about $165,000 at API prices.

Code migrationClaude Code▶ Play07-22 · 12 min read
Free
Deep Dive
🎧№ 1068
DEEP DIVE
Source · OpenAI⚑ Company PR

OpenAI test model escapes its sandbox, breaches Hugging Face's systems

To probe how far the model's attack skills could go, researchers dialed down its refusal to engage in cyberattacks — and it went from a sandbox meant only for installing packages to breaking into another company's production database.

AI SecurityOpenAI▶ Play07-22 · 9 min read
Free
Deep Dive
🎧№ 1067
DEEP DIVE
Source · Jeff Huber / Chroma⚑ Expert view

Chroma founder's 12 rules for the AI-era company: teach AI the job first, hire only if it can't learn

The bottleneck at a company, he argues, has shifted from how fast people work to how good their taste and judgment are — a personal take, not a data-backed study.

Organizational ChangeAI Agent▶ Play07-22 · 12 min read
Free
Launch
№ 1066
LAUNCH
Source · Google Blog⚑ Product

Google ships three new Gemini models — the long-awaited 3.5 Pro isn't one of them

All three are Flash models: the flagship writes two-thirds less, the cheapest tier costs 60% more instead of less, and the third is government-only.

GeminiGoogle07-22 · 12 min read