Latest explainers · 22

Latest explainers

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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
Free
Launch
№ 1065
LAUNCH
Source · Qwen⚑ Product update

Tongyi's Qwen-Image-3.0 turns one 3,000-character prompt into nine infographics and a full newspaper page

The prompt limit jumps from 1K to 4.5K tokens, with legible text down to 10px, and Alibaba Cloud's Bailian platform already offers qwen-image-3.0-pro access, free for a limited time.

Image GenerationText Rendering07-22 · 13 min read
Free
Research
🎧№ 1064
RESEARCH
Source · Memories.ai Research⚑ Research

Memories.ai's O-MARC makes audio-visual AI faster, cheaper, and more accurate

The release ships with a companion benchmark that strips out the audio track and re-runs the test, filtering out questions models can already answer by sight alone.

Video understandingMultimodal compression▶ Play07-21 · 12 min read
Free
Deep Dive
🎧№ 1062
DEEP DIVE
Source · First Principles · Rippling⚑ Expert view

VC Sarah Guo on AI startups: what to do when a giant could crush you overnight

Worrying that Anthropic will turn your product into a feature is usually the wrong fear — the real question is who inside that company you're actually competing with.

StartupsVenture capital▶ Play07-21 · 11 min read
Free
Launch
№ 1061
LAUNCH
Source · Linear⚑ Product

Linear's Loops turn loop engineering into a single plain-English prompt

Available on Business and Enterprise plans, billed per run at $0.07 to $0.20.

LinearAgent07-21 · 9 min read
Free
Deep Dive
№ 1060
DEEP DIVE
Source · Hugging Face Blog⚑ Company PR

Hugging Face and Cerebras make Gemma 4 voice chat feel human

It takes a different route than Doubao's or GPT-Live's end-to-end full-duplex systems — the pacing can't quite match theirs, but every piece of the pipeline is open source, swappable, and runs on your own hardware.

Real-time voiceOpen-source pipeline07-21 · 12 min read
Free
Launch
№ 1059
LAUNCH
Source · FunAudioLLM⚑ Product

Tongyi's Qwen-Audio-3.0-TTS speaks 16 languages and 20 dialects from one reference clip

Speaker similarity ranks first across all 16 languages, and cloning still works even with noisy reference audio — but this time Alibaba is opening only the API, not the model weights.

Speech synthesisQwen07-21 · 9 min read
Free
Research
🎧№ 1058
RESEARCH
Source · New Scientist⚑ Expert view

Study finds a sweet spot for AI-assisted writing — not too much, not too little

Three separate trials of the same study all landed on the middle ground — and the columnist who tried ChatGPT on a movie synopsis says he'd still rather write it himself.

AI WritingCreativity▶ Play07-20 · 7 min read
Free
Deep Dive
🎧№ 1056
DEEP DIVE
Source · scaling01

How Wide Is the US-China AI Gap Now?

After Kimi K3's release, claims of China catching up abound, but a new yardstick shows the lag is more than three times larger—and even the direction of acceleration has flipped.

Evaluation MethodologyUS-China AI Gap▶ Play07-20 · 12 min read
Free
Deep Dive
🎧№ 1054
DEEP DIVE
Source · Hugging Face Blog

An AI agent breached Hugging Face's internal network, then commercial LLMs mistook the investigators for attackers

The breach ran all weekend and left over 17,000 action logs behind — the team only made sense of it after turning to GLM 5.2, an open-source model running in a self-hosted environment.

Security IncidentAI Agent▶ Play07-20 · 9 min read
Free
Research
🎧№ 1053
RESEARCH
Source · arXiv⚑ Research

The model you picked through a router might be swapped — one random number proves it

The fingerprint distance between two samples of the same model has a median of 0.140. One API marketed as a proprietary in-house flagship scores 0.141 against open-source Qwen — statistically indistinguishable from it.

Model fingerprintingAPI auditing▶ Play07-20 · 11 min read
Free
Deep Dive
🎧№ 1051
DEEP DIVE
Source · lopopolo/harness-engineering⚑ Tutorial

Twelve rules of harness engineering from a Google staff engineer

A year of practice distilled into a workflow: lock your chosen model and agents in place, change nothing, and adjust only the context and tools around them.

harness engineeringagent engineering▶ Play07-19 · 20 min read
Free
Launch
🎧№ 1050
LAUNCH
Source · 商汤 SenseNova⚑ Product

SenseTime launches SenseNova U1 Pro: native 8K images that stay sharp even when you zoom into dense small text

At WAIC, the model showed off a 4:1 ink-wash scroll and a 22-panel storyboard sequence. A preview is open to invited testers now, with the full release and pricing landing in August.

SenseTimeMultimodal▶ Play07-19 · 9 min read
Free
Deep Dive
🎧№ 1049
DEEP DIVE
Source · Anthropic⚑ Expert view

Inside Anthropic: the harness wrapped around agents is coming apart

Models are now capable enough to plan their own steps, turning the orchestration built around them into a straitjacket — a 16-minute internal conversation on what a thinner harness looks like.

▶ Play07-18 · 5 min read