ax radar — AI intelligence

12:16

38d ago

AI HOT (Curated Pool)· aihot-apiZH12:16 · 06·20

→LangChain ambassador releases open-source Deep Agents tutorial built on a three-layer architecture

Authored by LangChain ambassador Zhang Haili, the tutorial uses a three-layer architecture—Runtime (LangGraph), Framework (LangChain), and Harness (Deep Agents). Its technical core is context engineering: a virtual file system handles on-demand reads, intermediate result persistence, and partial reads of large files. The course spans 8 chapters plus 2 prep sections, covering six file tools, task planning, async parallel sub-agent delegation, and reusable Skills that work across 30+ tools including Claude Code and Cursor.

#Agent#LangChain#LangGraph#Deep Agents Harness

editor take

LangChain ambassador's free tutorial on building agents with Deep Agents Harness—three-layer architecture, context engineering, virtual file system.

HKR breakdown

hook —knowledge ✓resonance —

→ open source

SCORE

H0·K1·R0

06:25

38d ago

FEATUREDAI HOT (Curated Pool)· aihot-apiZH06:25 · 06·20

→Microsoft resells GPT to China and DeepSeek to the West, becoming the world's largest AI middleman

Bloomberg reports Microsoft is testing DeepSeek-R1 and DeepSeek-V4, planning to offer these Chinese models to Western customers. Microsoft also sells ChatGPT to Chinese enterprises, building a two-way AI model trade network across the US and China. The post doesn't disclose pricing, revenue splits, or launch dates.

#Microsoft#OpenAI#DeepSeek#Policy

why featured

Featured · importance 78 · hook + knowledge + resonance

editor take

Microsoft is reselling GPT and DeepSeek across the US-China divide, but pricing and splits are missing — treat this as a signal.

sharp

The reason to click: Microsoft is playing both sides — selling ChatGPT to Chinese enterprises while testing DeepSeek-R1 and V4 for Western customers. Bloomberg confirms the testing, but the post doesn't give pricing, revenue splits, or launch dates. I'd discount the scale for now. Action doesn't equal revenue, and putting Chinese models into Western markets faces regulatory hurdles that are harder than commercial terms. This looks more like Microsoft laying pipes and signaling to both sides that they've got whatever model you need. The real test is the first batch of contracts and pricing.

HKR breakdown

hook ✓knowledge ✓resonance ✓

→ open source

SCORE

H1·K1·R1

curated · 2026-06-20

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