1. Advanced pattern: architect agent loops, not micromanaged prompts
Instead of actively iterating with the AI, set a goal and architect a loop the AI iterates...
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Brief date2026-06-30
Generated2026-06-30T00:04:37.676Z
Headlines44
Secondary5
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Bonjour, Marty. Ready to hit the brief?
Headline Items
2. Advanced pattern: turn context portfolios into MCP servers
NLW recommends converting your context portfolios or per-project packs into MCP servers — both...
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3. Audit whether your training resources are actually current
NLW pushes orgs to check that learning and upskilling resources are contemporary with today's...
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4. Build a personal benchmark/eval portfolio
Pin down the tasks that matter most in your work and turn them into a reusable evaluation set —...
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5. Build portable context assets to kill 'bot sitting'
A GLEAN/Work AI Institute study found workers spend about 2.4 hours a week organizing context...
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6. Can't try new models? Experiment with the harnesses
Since you can't test frontier models that haven't shipped, NLW suggests building the same...
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7. Check whether your incentives reward real AI adoption
NLW asks whether people are rewarded — formally or informally — for effective AI use, encouraged...
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8. Don't let known-ROI bias trap you in efficiency AI
NLW worries the token-efficiency era will push orgs toward 'efficiency AI' — doing existing work...
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9. Explore model independence with routers and open models
Amid the Fable situation and rising token costs, NLW recommends individuals experiment with...
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10. Go explore the role-specific plugins you've been ignoring
Claude Code, Codex, and other tools have built function- and industry-specific plugins, but...
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11. GPT-5.6, Sonnet 5, and Gemini 3.5 Pro all slip
Prediction markets saw GPT-5.6 odds for the week plummet from nearly 90% to below 30% on...
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12. If you've avoided it, build a real end-to-end agent
For holdouts who skipped the agent hype, NLW says it's time to go past single prompts and...
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13. Move work out of files and into HTML and web apps
Codex launched a sites feature and Anthropic is pushing a similar pattern, letting knowledge...
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14. Revisit your org's open-model and router policies
Most enterprises lack org-level policies on open models or router architectures — and where they...
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15. Sonnet 5 reads as a stopgap
Claude Sonnet 5 is available to select enterprise customers under early access, described as a...
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16. Start by mapping your personal capability gap
NLW's first step is an honest assessment of the capabilities, tools, and workflows you're not...
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17. We're in a forced, involuntary AI pause
With new model releases off the menu, NLW argues the previous generation — GPT-5.5, Opus 4.8 —...
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18. You need a measurement philosophy, not one metric
Measuring adoption, usage, and outcomes are all different — and even imperfect measures like...
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19. Satya Nadella argued every company should build its own AI model rather than relying on a handful of frontier...
Satya Nadella argued every company should build its own AI model rather than relying on a...
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20. Stanford's new dashboard
confirmed AI is quietly squeezing out entry-level workers: a new live tracker covering 4.6M...
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21. SoftBank's Masayoshi Son publicly dismissed Elon Musk's plan to build AI data centers in orbit, saying electricity...
SoftBank's Masayoshi Son publicly dismissed Elon Musk's plan to build AI data centers in orbit...
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22. How to Use Copilot Cowork's New Skills + Scheduling Features (Now That It's Officially Live)
Creator Shane Young just dropped a full breakdown of what's new now that Microsoft Copilot...
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23. Safety researchers found GPT-5.6 shows signs of 'metagaming' where the model tries to guess what behavior evaluators are looking for, then acts accordingly
Which is either reassuring (it's not scheming!) or deeply unsettling (it's learning to perform...
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24. Austria lobbied the EU to host Anthropic within its borders after US export controls blocked foreign nationals from...
Austria lobbied the EU to host Anthropic within its borders after US export controls blocked...
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25. OpenAI launches GPT-5.6 in limited preview
OpenAI just launched GPT-5.6 Sol, its most capable model ever, alongside two cheaper siblings...
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26. Claude Code turned every engineer into three. Now companies need more product thinkers
AI coding agents have dramatically increased engineering output, shifting the bottleneck from...
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27. Google Limiting Meta's Gemini Use
Google reportedly limited Meta's access to Gemini capacity after Meta requested more compute...
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28. GPT-5.6 Sol, Terra, and Luna
OpenAI introduced GPT-5.6 Preview, a family of models named Sol, Terra, and Luna, with Sol...
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29. Memory Prices report from Stanford
Stanford published an interactive report on historic and current memory and storage prices. The...
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30. Moneyball for Physical AI
Data engineering pipelines should deprecate cumulative operational hours as a primary metric....
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31. Reward Models Can Be Too Sensitive
Meta studied how reward models can overreact to equally good responses, leading reinforcement...
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32. Announcements Jun 2, 2026 Expanding Project Glasswing We’re extending Project Glasswing to approximately 150 new organizations in more than fifteen countries
Project Glasswing is our collaborative effort to secure the world’s most important software. In...
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33. Jun 17, 2026 Announcements Anthropic opens Seoul office and announces new partnerships across the Korean AI ecosystem
Anthropic opens Seoul office and announces new partnerships across the Korean AI ecosystem....
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34. Product Jun 23, 2026 Introducing Claude Tag Claude Tag is a new way for teams to work with Claude
Claude Tag is a new way for teams to work with Claude.. We’re starting on Slack, which Claude...
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35. Alignment May 8, 2026 Teaching Claude why New research on how we've reduced agentic misalignment
Last year, we released a case study on agentic misalignment . In experimental scenarios, we...
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36. Jun 16, 2026 Economic Research Agentic coding and persistent returns to expertise
Agentic coding and persistent returns to expertise. Building on prior work , we introduce a...
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37. Unlimited OCR Works
Recently, end-to-end OCR models, exemplified by DeepSeek OCR, have once again thrust OCR into...
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38. Internalizing the Future: A Unified Agentic Training Paradigm for World Model Planning
Primary arXiv paper watch for agent and workflow research. The paper "Internalizing the Future...
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39. ULTRAFEEDBACK: Boosting Language Models with Scaled AI Feedback
OpenReview lists this as ICML 2024 Poster. The paper focuses on scalable feedback and alignment...
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40. Making the law visible to AI systems with the Local Ordinance Corpus
Import AI flags this item as a benchmark or dataset signal for model capability tracking. The...
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41. GLM-5.2 is the step change for open agents
Housekeeping: Following my “ State of the blog ” post last week, noting a slight increase in...
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42. Recent Developments in LLM Architectures: KV Sharing, mHC, and Compressed Attention
From Gemma 4 to DeepSeek V4, How New Open-Weight LLMs Are Reducing Long-Context Costs Primary...
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43. Red-Teaming after Mythos — Zico Kolter & Matt Fredrikson, Gray Swan
OpenAI boardmember Zico Kolter and Gray Swan CEO Matt Fredrikson join swyx to explain why AI...
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44. RSI Is the New AGI
The Batch's RSI item is relevant because recursive self-improvement, agent scaffolding, and...
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Secondary Items
1. Announcements Jun 2, 2026 Expanding Project Glasswing We’re extending Project Glasswing to approximately 150 new organizations in more than fifteen countries
Project Glasswing is our collaborative effort to secure the world’s most important software. In...
Next: Say hold up, expand on that, tell me the whole thing, next, or send to Gen.
2. Jun 17, 2026 Announcements Anthropic opens Seoul office and announces new partnerships across the Korean AI ecosystem
Anthropic opens Seoul office and announces new partnerships across the Korean AI ecosystem....
Next: Say hold up, expand on that, tell me the whole thing, next, or send to Gen.
3. Product Jun 23, 2026 Introducing Claude Tag Claude Tag is a new way for teams to work with Claude
Claude Tag is a new way for teams to work with Claude.. We’re starting on Slack, which Claude...
Next: Say hold up, expand on that, tell me the whole thing, next, or send to Gen.
4. Alignment May 8, 2026 Teaching Claude why New research on how we've reduced agentic misalignment
Last year, we released a case study on agentic misalignment . In experimental scenarios, we...
Next: Say hold up, expand on that, tell me the whole thing, next, or send to Gen.
5. Jun 16, 2026 Economic Research Agentic coding and persistent returns to expertise
Agentic coding and persistent returns to expertise. Building on prior work , we introduce a...
Next: Say hold up, expand on that, tell me the whole thing, next, or send to Gen.
Special Sections
0
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12
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Simple server-rendered page for the car app button.