AI Digest archive
AI Digest June 2026
26 digest entries from June 2026, covering 01 Jun 2026 to 30 Jun 2026.
Topic signals
agentsai-agentscoding-agentsevaluationworkflowai-engineering
Archive entries
Harness Design Overtakes Prompting
AI discourse today centered on a shift from prompt-centric thinking to harness-centric system design. The strongest evidence came from a finance-agent writeup, an open coding-model release, and a robotics project that all treated scaffolds, verification loops, and orchestration as the real source...
Source handle post-training-aitinkerers. Links to https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain. post-training-aitinkerers post-training.aitinkerers.org How to Write a Winning Agent Harness for Your Domain [AI Tinkerers - Post-Training] If your agent improves when you add instructions, then suddenly gets worse, you may not have a prompting problem. You may have a harness problem. 
https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain Source handle deep-reinforce. Links to https://deep-reinforce.com/ornith_1_0.html. deep-reinforce deep-reinforce.com Ornith-1.0: Self-Scaffolding LLMs for Agentic Coding Introducing Ornith-1.0, a self-improving family of open-source models specially for agentic coding tasks. 
https://deep-reinforce.com/ornith_1_0.html Source handle research-nvidia. Links to https://research.nvidia.com/labs/gear/enpire/. research-nvidia research.nvidia.com ENPIRE: Agentic Robot Policy Self-Improvement in the Real World Anonymous ENPIRE project website for agentic robot policy self-improvement in the real world. https://research.nvidia.com/labs/gear/enpire/ Source handle dwarkesh. Links to https://www.dwarkesh.com/p/grant-sanderson-2. dwarkesh dwarkesh.com Grant Sanderson – AI and the future of math Math is where we’ll see superintelligence first. What will it look like? 
https://www.dwarkesh.com/p/grant-sanderson-2
4 sources
https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain Source handle deep-reinforce. Links to https://deep-reinforce.com/ornith_1_0.html. deep-reinforce deep-reinforce.com Ornith-1.0: Self-Scaffolding LLMs for Agentic Coding Introducing Ornith-1.0, a self-improving family of open-source models specially for agentic coding tasks. https://deep-reinforce.com/ornith_1_0.html Source handle research-nvidia. Links to https://research.nvidia.com/labs/gear/enpire/. research-nvidia research.nvidia.com ENPIRE: Agentic Robot Policy Self-Improvement in the Real World Anonymous ENPIRE project website for agentic robot policy self-improvement in the real world. https://research.nvidia.com/labs/gear/enpire/ Source handle dwarkesh. Links to https://www.dwarkesh.com/p/grant-sanderson-2. dwarkesh dwarkesh.com Grant Sanderson – AI and the future of math Math is where we’ll see superintelligence first. What will it look like? 
https://www.dwarkesh.com/p/grant-sanderson-2 Agent Harnesses Beat Bigger Prompts
Today's strongest AI discourse signal was a builder shift away from prompt inflation and autonomy theater toward better harness design, explicit constraints, and human-owned review loops. A detailed AI Tinkerers writeup and Jon Udell's framing critique both pointed to the same conclusion: workflo...
Source handle post-training-aitinkerers. Links to https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain. post-training-aitinkerers post-training.aitinkerers.org How to Write a Winning Agent Harness for Your Domain [AI Tinkerers - Post-Training] If your agent improves when you add instructions, then suddenly gets worse, you may not have a prompting problem. You may have a harness problem. https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/28/jon-udell/. simonwillison simonwillison.net A quote from Jon Udell Human Agent in the loop I dislike the phrase “human in the loop” because it cedes authority to the machines. Let’s flip the narrative. It’s our loop, we work the … https://simonwillison.net/2026/Jun/28/jon-udell/ Source handle blog-jonudell. Links to https://blog.jonudell.net/2026/06/28/doctor-it-hurts-when-agents-create-unreviewable-prs-dont-do-that/. blog-jonudell blog.jonudell.net “Doctor, it hurts when agents create unreviewable PRs.” “Don’t do that.” I recently attended a talk, by an engineer at a large software company, on the topic of unreviewable PRs. The problem? When agents raise PRs with thousands of lines of LLM-written adds/deletes/edits, people can't make sense of them. The solution? Throw more agents at the problem: reviewer agents that scan what coding agents have produced,… 
https://blog.jonudell.net/2026/06/28/doctor-it-hurts-when-agents-create-unreviewable-prs-dont-do-that/
3 sources https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/28/jon-udell/. simonwillison simonwillison.net A quote from Jon Udell Human Agent in the loop I dislike the phrase “human in the loop” because it cedes authority to the machines. Let’s flip the narrative. It’s our loop, we work the … https://simonwillison.net/2026/Jun/28/jon-udell/ Source handle blog-jonudell. Links to https://blog.jonudell.net/2026/06/28/doctor-it-hurts-when-agents-create-unreviewable-prs-dont-do-that/. blog-jonudell blog.jonudell.net “Doctor, it hurts when agents create unreviewable PRs.” “Don’t do that.” I recently attended a talk, by an engineer at a large software company, on the topic of unreviewable PRs. The problem? When agents raise PRs with thousands of lines of LLM-written adds/deletes/edits, people can't make sense of them. The solution? Throw more agents at the problem: reviewer agents that scan what coding agents have produced,… 
https://blog.jonudell.net/2026/06/28/doctor-it-hurts-when-agents-create-unreviewable-prs-dont-do-that/ Agent Harnesses Beat Tool Sprawl
Today’s strongest AI discourse signal was that many agent gains are coming from better harness design rather than from model changes alone. A detailed builder writeup on Reef, supported by a market read on rising AI spend, pointed to a broader shift from prompt accumulation to disciplined system ...
Source handle post-training-aitinkerers. Links to https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain. post-training-aitinkerers post-training.aitinkerers.org How to Write a Winning Agent Harness for Your Domain [AI Tinkerers - Post-Training] If your agent improves when you add instructions, then suddenly gets worse, you may not have a prompting problem. You may have a harness problem. https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain Source handle exponentialview. Links to https://www.exponentialview.co/p/the-state-of-the-ai-economy. exponentialview exponentialview.co 🔮 The state of the AI economy We've reconstructed the AI economy from the bottom up 
https://www.exponentialview.co/p/the-state-of-the-ai-economy Source handle post-training-aitinkerers-2. Links to https://post-training.aitinkerers.org/p/top-ai-demos-32. post-training-aitinkerers-2 post-training.aitinkerers.org Top AI Demos #32: Cloud Waste Agents, MVP Validation, & AI Skill Orchestration [AI Tinkerers - Post-Training] {{NEWSLETTER_HACKATHON_SPOTLIGHT}} 
https://post-training.aitinkerers.org/p/top-ai-demos-32
3 sources https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain Source handle exponentialview. Links to https://www.exponentialview.co/p/the-state-of-the-ai-economy. exponentialview exponentialview.co 🔮 The state of the AI economy We've reconstructed the AI economy from the bottom up 
https://www.exponentialview.co/p/the-state-of-the-ai-economy Source handle post-training-aitinkerers-2. Links to https://post-training.aitinkerers.org/p/top-ai-demos-32. post-training-aitinkerers-2 post-training.aitinkerers.org Top AI Demos #32: Cloud Waste Agents, MVP Validation, & AI Skill Orchestration [AI Tinkerers - Post-Training] {{NEWSLETTER_HACKATHON_SPOTLIGHT}} https://post-training.aitinkerers.org/p/top-ai-demos-32 Agent Harness Design Becomes the Differentiator
Today’s strongest AI discourse signal was that agent performance is increasingly being treated as a harness-design problem, not just a model-selection problem. Builder writeups on structured agent frameworks, local coding agents, and prompt-injection defenses all pointed toward the same conclusio...
Source handle post-training-aitinkerers. Links to https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain. post-training-aitinkerers post-training.aitinkerers.org How to Write a Winning Agent Harness for Your Domain [AI Tinkerers - Post-Training] If your agent improves when you add instructions, then suddenly gets worse, you may not have a prompting problem. You may have a harness problem. https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain Source handle magazine-sebastianraschka. Links to https://magazine.sebastianraschka.com/p/using-local-coding-agents. magazine-sebastianraschka magazine.sebastianraschka.com Using Local Coding Agents Using Open-Weight Models in Local Coding Harnesses as an Alternative to Claude Code and Codex Subscriptions 
https://magazine.sebastianraschka.com/p/using-local-coding-agents Source handle dwarkesh. Links to https://www.dwarkesh.com/p/the-next-paradigm. dwarkesh dwarkesh.com The next big breakthrough will be AIs learning on the job Labs are throwing away the most valuable data. 
https://www.dwarkesh.com/p/the-next-paradigm Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/26/hack-my-ai-assistant/. simonwillison simonwillison.net What happened after 2,000 people tried to hack my AI assistant Fernando Irarrázaval ran a challenge on hackmyclaw.com to see if anyone could leak secrets held by his OpenClaw test instance by sending it email. Surprisingly, after 6,000 attempts (and $500 … https://simonwillison.net/2026/Jun/26/hack-my-ai-assistant/
4 sources https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain Source handle magazine-sebastianraschka. Links to https://magazine.sebastianraschka.com/p/using-local-coding-agents. magazine-sebastianraschka magazine.sebastianraschka.com Using Local Coding Agents Using Open-Weight Models in Local Coding Harnesses as an Alternative to Claude Code and Codex Subscriptions 
https://magazine.sebastianraschka.com/p/using-local-coding-agents Source handle dwarkesh. Links to https://www.dwarkesh.com/p/the-next-paradigm. dwarkesh dwarkesh.com The next big breakthrough will be AIs learning on the job Labs are throwing away the most valuable data. https://www.dwarkesh.com/p/the-next-paradigm Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/26/hack-my-ai-assistant/. simonwillison simonwillison.net What happened after 2,000 people tried to hack my AI assistant Fernando Irarrázaval ran a challenge on hackmyclaw.com to see if anyone could leak secrets held by his OpenClaw test instance by sending it email. Surprisingly, after 6,000 attempts (and $500 … https://simonwillison.net/2026/Jun/26/hack-my-ai-assistant/ Measuring the AI Economy
The strongest AI discourse signal today was a shift from model spectacle to market accounting, led by Exponential View's attempt to estimate the generative AI economy at $110 billion in annual sales and a $175 billion run rate. The deeper story is that serious AI conversation is starting to organ...
Source handle exponentialview. Links to https://www.exponentialview.co/p/the-state-of-the-ai-economy. exponentialview exponentialview.co 🔮 The state of the AI economy We've reconstructed the AI economy from the bottom up https://www.exponentialview.co/p/the-state-of-the-ai-economy Source handle intelligence-exponentialview. Links to https://intelligence.exponentialview.co/. intelligence-exponentialview intelligence.exponentialview.co The State of the AI Economy — Exponential View The State of the AI Economy — a report from Exponential View. Read online or download the full deck. 
https://intelligence.exponentialview.co/ Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/24/browser-compat-db/. simonwillison simonwillison.net simonw/browser-compat-db Inspired by Mozilla's new MDN MCP service - source code here - I decided to try converting their comprehensive mdn/browser-compat-data repository full of browser compatibility data into a SQLite database. … https://simonwillison.net/2026/Jun/24/browser-compat-db/
3 sources https://www.exponentialview.co/p/the-state-of-the-ai-economy Source handle intelligence-exponentialview. Links to https://intelligence.exponentialview.co/. intelligence-exponentialview intelligence.exponentialview.co The State of the AI Economy — Exponential View The State of the AI Economy — a report from Exponential View. Read online or download the full deck. 
https://intelligence.exponentialview.co/ Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/24/browser-compat-db/. simonwillison simonwillison.net simonw/browser-compat-db Inspired by Mozilla's new MDN MCP service - source code here - I decided to try converting their comprehensive mdn/browser-compat-data repository full of browser compatibility data into a SQLite database. … https://simonwillison.net/2026/Jun/24/browser-compat-db/ The Agent Harness Becomes the Product
Today's strongest AI discourse signal was a practical argument that reliable agent performance increasingly comes from harness design, not prompt cleverness alone. A second supporting thread in hiring discourse pointed to the same conclusion: as fluent AI output gets easier to produce, structure,...
Source handle post-training-aitinkerers. Links to https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain. post-training-aitinkerers post-training.aitinkerers.org How to Write a Winning Agent Harness for Your Domain [AI Tinkerers - Post-Training] If your agent improves when you add instructions, then suddenly gets worse, you may not have a prompting problem. You may have a harness problem. https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain Source handle post-training-aitinkerers-2. Links to https://post-training.aitinkerers.org/p/top-ai-demos-32. post-training-aitinkerers-2 post-training.aitinkerers.org Top AI Demos #32: Cloud Waste Agents, MVP Validation, & AI Skill Orchestration [AI Tinkerers - Post-Training] {{NEWSLETTER_HACKATHON_SPOTLIGHT}} https://post-training.aitinkerers.org/p/top-ai-demos-32 Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/24/tom-macwright/. simonwillison simonwillison.net A quote from Tom MacWright In the last few months, I've started to see [job applications] that were clearly cowritten by an LLM, link to an LLM-generated portfolio site, which then links to LLM-generated GitHub … https://simonwillison.net/2026/Jun/24/tom-macwright/
3 sources https://post-training.aitinkerers.org/p/how-to-write-a-winning-agent-harness-for-your-domain Source handle post-training-aitinkerers-2. Links to https://post-training.aitinkerers.org/p/top-ai-demos-32. post-training-aitinkerers-2 post-training.aitinkerers.org Top AI Demos #32: Cloud Waste Agents, MVP Validation, & AI Skill Orchestration [AI Tinkerers - Post-Training] {{NEWSLETTER_HACKATHON_SPOTLIGHT}} https://post-training.aitinkerers.org/p/top-ai-demos-32 Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/24/tom-macwright/. simonwillison simonwillison.net A quote from Tom MacWright In the last few months, I've started to see [job applications] that were clearly cowritten by an LLM, link to an LLM-generated portfolio site, which then links to LLM-generated GitHub … https://simonwillison.net/2026/Jun/24/tom-macwright/ Prompt Injection’s Role-Confusion Turn
New research reframed prompt injection as a deeper authority-parsing failure inside models, not just a jailbreak pattern. That makes today’s agent discourse less about adding more guardrails and more about whether models reliably understand who is allowed to instruct them in the first place.
Source handle role-confusion-github. Links to https://role-confusion.github.io/. role-confusion-github role-confusion.github.io Prompt Injection as Role Confusion Project page for Prompt Injection as Role Confusion, accepted to ICML 2026. We show prompt injections are driven by a flaw in how LLMs perceive roles. This lets us create new attacks, explain mech interp results, and predict when attacks succeed. We then discuss what roles are and why they matter, and share research ideas for a science of roles. 
https://role-confusion.github.io/ Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/22/prompt-injection-as-role-confusion/. simonwillison simonwillison.net Prompt Injection as Role Confusion First, I absolutely love this: This is a blog-style writeup of the paper. I wish every paper would come with one of these. Academic writing is pretty dry - the … https://simonwillison.net/2026/Jun/22/prompt-injection-as-role-confusion/ Source handle simonwillison-2. Links to https://simonwillison.net/2026/Jun/22/porting-moebius/. simonwillison-2 simonwillison.net Porting the Moebius 0.2B image inpainting model to run in the browser with Claude Code This morning on Hacker News I saw Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performance, describing a small but effective inpainting model—a model where you can mark regions of … 
https://simonwillison.net/2026/Jun/22/porting-moebius/ Source handle cognitiverevolution. Links to https://www.cognitiverevolution.ai/the-god-we-deserve-nonzero-s-robert-wright-on-ai-as-humanity-s-ultimate-test/. cognitiverevolution cognitiverevolution.ai The God We Deserve: Nonzero's Robert Wright on AI as Humanity's Ultimate Test Robert Wright discusses The God Test, arguing that AI development is shaped by evolutionary and market selection pressures that may reward deception, and that passing the challenge requires better alignment, governance, and global coordination. 
https://www.cognitiverevolution.ai/the-god-we-deserve-nonzero-s-robert-wright-on-ai-as-humanity-s-ultimate-test/
4 sources
https://role-confusion.github.io/ Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/22/prompt-injection-as-role-confusion/. simonwillison simonwillison.net Prompt Injection as Role Confusion First, I absolutely love this: This is a blog-style writeup of the paper. I wish every paper would come with one of these. Academic writing is pretty dry - the … https://simonwillison.net/2026/Jun/22/prompt-injection-as-role-confusion/ Source handle simonwillison-2. Links to https://simonwillison.net/2026/Jun/22/porting-moebius/. simonwillison-2 simonwillison.net Porting the Moebius 0.2B image inpainting model to run in the browser with Claude Code This morning on Hacker News I saw Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performance, describing a small but effective inpainting model—a model where you can mark regions of … https://simonwillison.net/2026/Jun/22/porting-moebius/ Source handle cognitiverevolution. Links to https://www.cognitiverevolution.ai/the-god-we-deserve-nonzero-s-robert-wright-on-ai-as-humanity-s-ultimate-test/. cognitiverevolution cognitiverevolution.ai The God We Deserve: Nonzero's Robert Wright on AI as Humanity's Ultimate Test Robert Wright discusses The God Test, arguing that AI development is shaped by evolutionary and market selection pressures that may reward deception, and that passing the challenge requires better alignment, governance, and global coordination. 
https://www.cognitiverevolution.ai/the-god-we-deserve-nonzero-s-robert-wright-on-ai-as-humanity-s-ultimate-test/ The Missing Operating Layer for Agents
Today’s strongest AI discourse was not about a new model milestone but about the infrastructure teams need around agents: ownership, permissions, trustworthy execution, and workflow-specific evaluation. Across developer commentary and community demos, the practical consensus is that progress now ...
Source handle youtube-i-don-t-have-time-to-build-these-things. Links to https://www.youtube.com/watch?v=wEAb0x3wTRc. youtube-i-don-t-have-time-to-build-these-things youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=wEAb0x3wTRc Source handle youtube-most-teams-skip-this-critical-ai-agent-s. Links to https://www.youtube.com/watch?v=rh_PcL26zls. youtube-most-teams-skip-this-critical-ai-agent-s youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=rh_PcL26zls Source handle post-training-aitinkerers. Links to https://post-training.aitinkerers.org/p/top-ai-demos-31. post-training-aitinkerers post-training.aitinkerers.org AI Tinkerers / Post-Training - Top AI demos #31 https://post-training.aitinkerers.org/p/top-ai-demos-31 Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/21/temporary-cloudflare-accounts/. simonwillison simonwillison.net Temporary Cloudflare Accounts for AI agents The announcement says this is "for AI agents" but (as is pretty common these days) the AI hook isn't really necessary, this is an interesting feature for everyone else as … https://simonwillison.net/2026/Jun/21/temporary-cloudflare-accounts/
4 sources
Synthetic Media Needs a Trust Stack
Synthetic media discourse shifted from detection to accountability: the useful question is where AI entered the production chain, who controlled it, and who remains responsible. A delayed Cognitive Revolution episode pointed to the same broader convergence of model progress, safety, policy, and d...
Source handle nate-b-jones-you-can-t-tell-if-i-m-real-anymore. Links to https://www.youtube.com/watch?v=lWbtvC0Hn18. nate-b-jones-you-can-t-tell-if-i-m-real-anymore youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=lWbtvC0Hn18 Source handle cognitiverevolution. Links to https://www.cognitiverevolution.ai/ai-am-3-zvi-on-fable-the-cases-for-against-the-ban-ai-for-math-logistics-more/. cognitiverevolution cognitiverevolution.ai AI:AM #3: Zvi on Fable, the Cases For & Against the Ban, + AI for Math, Logistics & More Zvi Mowshowitz joins AI:AM to examine Anthropic's Fable system card, including math gains, deceptive behavior, decision theory, and interpretability. The episode also weighs the US export-control order and surveys AI work in medicine, math, logistics, and software. 
https://www.cognitiverevolution.ai/ai-am-3-zvi-on-fable-the-cases-for-against-the-ban-ai-for-math-logistics-more/
2 sources https://www.cognitiverevolution.ai/ai-am-3-zvi-on-fable-the-cases-for-against-the-ban-ai-for-math-logistics-more/ Going Bigger With AI-Assisted Software
The day’s strongest signal was a builder argument that AI-assisted development changes product scope: when implementation costs fall, broader integrated tools become worth attempting. The counterweight is that wider agent reach makes boundaries around deployment, auth, permissions, and policy mor...
Source handle theo-t3-gg-it-s-time-to-go-bigger. Links to https://www.youtube.com/watch?v=WBT-z_-OPhw. theo-t3-gg-it-s-time-to-go-bigger youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=WBT-z_-OPhw Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/19/sean-lynch/. simonwillison simonwillison.net A quote from Sean Lynch The real valuable capability MCP offers over skills/CLI is isolating the auth flow outside of the agent’s context window, and potentially out of the harness completely. [...] Maybe the idealized … https://simonwillison.net/2026/Jun/19/sean-lynch/ Source handle cognitiverevolution. Links to https://www.cognitiverevolution.ai/dean-ball-on-joining-openai-new-power-centers-frontier-ai-policy-main-character-energy/. cognitiverevolution cognitiverevolution.ai Dean Ball, on Joining OpenAI: New Power Centers, Frontier AI Policy, & Main Character Energy Dean Ball discusses joining OpenAI to build a frontier AI policy team, reflects on drafting the US AI Action Plan, and assesses export controls, government AI use, state regulation, and emerging capabilities in coding, cyber, and robotics. 
https://www.cognitiverevolution.ai/dean-ball-on-joining-openai-new-power-centers-frontier-ai-policy-main-character-energy/
3 sources https://www.cognitiverevolution.ai/dean-ball-on-joining-openai-new-power-centers-frontier-ai-policy-main-character-energy/ Agent Work Moves From Prompts to Procedures
Practitioner discourse is converging on a new operating model for coding agents: durable gains come from loops, review surfaces, and reusable procedures rather than longer one-off prompts.
Source handle theo-t3-gg-i-guess-we-re-writing-loops-now. Links to https://www.youtube.com/watch?v=iJVJwmCKW9o. theo-t3-gg-i-guess-we-re-writing-loops-now youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=iJVJwmCKW9o Source handle nate-b-jones-your-ai-skills-are-trapped-here-s-h. Links to https://www.youtube.com/watch?v=9PUaEj0pMYE. nate-b-jones-your-ai-skills-are-trapped-here-s-h youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=9PUaEj0pMYE Source handle departmentofproduct-substack. Links to https://departmentofproduct.substack.com/p/codexs-record-and-replay-lets-you. departmentofproduct-substack departmentofproduct.substack.com 🔵 Codex's Record and Replay lets you record a workflow and re-use it Plus: Claude Design's new capabilities, Square's coding agent shipped an entire backlog in a few days, show off your actual skills with LinkedIn's connected apps 
https://departmentofproduct.substack.com/p/codexs-record-and-replay-lets-you
3 sources
https://departmentofproduct.substack.com/p/codexs-record-and-replay-lets-you Production Agents Are Becoming an Operations Problem
Today’s strongest AI discourse signal was the shift from model choice to production accountability: evaluation, tracing, governance, and repairability now define whether agents are ready for real deployment. Short builder clips on prompt loops reinforced the same theme at workflow scale.
Source handle ai-engineer-the-production-ai-playbook-deploying. Links to https://www.youtube.com/watch?v=ObTPqBGsEbA. ai-engineer-the-production-ai-playbook-deploying youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=ObTPqBGsEbA Source handle theo-t3-gg-prompt-loops-not-individual-instructi. Links to https://www.youtube.com/shorts/z1I9MUjUrVM. theo-t3-gg-prompt-loops-not-individual-instructi youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/shorts/z1I9MUjUrVM Source handle greg-isenberg-agentic-loops-the-future-of-prompt. Links to https://www.youtube.com/shorts/ytO3bJWofmw. greg-isenberg-agentic-loops-the-future-of-prompt youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/shorts/ytO3bJWofmw
3 sources
Disposable Code, Rising Discipline: AI Is Shifting Engineering Work From Writing to Governing
AI coding is increasingly judged by governance and maintainability rather than raw output speed. Charity Majors’ latest commentary suggests teams should treat generated code as disposable by default and invest in process-level quality controls that keep AI throughput reliable at scale.
Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/17/charity-majors/. simonwillison simonwillison.net A quote from Charity Majors What happened in 2025 was this: the economics of code production were turned upside down. Instead of being very hard, time-consuming, and expensive to generate code, it became effectively free … https://simonwillison.net/2026/Jun/17/charity-majors/ Source handle wes-roth-here-s-really-why-fable-5-got-banned. Links to https://www.youtube.com/watch?v=XtgEA4L7sIU. wes-roth-here-s-really-why-fable-5-got-banned youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=XtgEA4L7sIU
2 sources
Policy Friction Is Becoming the AI Work Surface
This digest shows the AI discourse turning from capability questions into governance questions: Fable/Mythos safety controls, prompt-framing behavior, and access restrictions are now central to how reliable and usable frontier models are. The practical consequence is that teams should treat model...
Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/16/matteo-wong-the-atlantic/. simonwillison simonwillison.net A quote from Matteo Wong, The Atlantic Katie Moussouris, a cybersecurity expert and the CEO of Luta Security, told me that Anthropic shared with her a copy of the White House’s report on the Fable jailbreak to … https://simonwillison.net/2026/Jun/16/matteo-wong-the-atlantic/ Source handle simonwillison-2. Links to https://simonwillison.net/2026/Jun/16/fable-5-export-controls/. simonwillison-2 simonwillison.net The Fable 5 Export Controls Harm US Cyber Defense I quoted The Atlantic quoting Kate Moussouris earlier, when I should have gone straight to the source. Here she is confirming that the "jailbreak" that got Claude Fable 5 banned … https://simonwillison.net/2026/Jun/16/fable-5-export-controls/ Source handle theo-t3-gg-fable-5-vs-mythos-5-the-basics. Links to https://www.youtube.com/shorts/9ut0E62jJ1o. theo-t3-gg-fable-5-vs-mythos-5-the-basics youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/shorts/9ut0E62jJ1o Source handle theo-t3-gg-anthropic-s-horrible-new-restrictions. Links to https://www.youtube.com/shorts/QlGKd6eiWyU. theo-t3-gg-anthropic-s-horrible-new-restrictions youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/shorts/QlGKd6eiWyU Source handle ai-engineer-you-might-not-need-50-diffusion-step. Links to https://www.youtube.com/watch?v=gHs5ZiY80PM. ai-engineer-you-might-not-need-50-diffusion-step youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=gHs5ZiY80PM
5 sources
AI Agents Hit the Delivery Bottleneck
The day’s strongest AI discourse argued that coding agents are compressing implementation work without eliminating the human bottlenecks around deciding what to build, verifying results, and carrying accountability. The practical implication is to measure agent impact across the whole delivery lo...
Source handle normaltech. Links to https://www.normaltech.ai/p/why-ai-hasnt-replaced-software-engineers. normaltech normaltech.ai Why AI hasn’t replaced software engineers, and won’t Coding agents as normal technology 
https://www.normaltech.ai/p/why-ai-hasnt-replaced-software-engineers Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/14/why-ai-hasnt-replaced-software-engineers/. simonwillison simonwillison.net Why AI hasn’t replaced software engineers, and won’t Arvind Narayanan and Sayash Kappor take on the question of AI job losses through the lens of a profession that is uniquely suited to AI disruption - software engineering. In … https://simonwillison.net/2026/Jun/14/why-ai-hasnt-replaced-software-engineers/ Source handle jack-clark. Links to https://jack-clark.net/2026/06/15/import-ai-461-alignment-is-not-on-track-frontiercode-and-synthetic-research-interns/. jack-clark jack-clark.net Import AI 461: “Alignment is not on track”; FrontierCode; and synthetic research interns Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe. Subscribe now AI researchers launch new safety startup because “alignment is not on track”:…Sequent will have a portfolio of under-resourced research bets…Researchers from the UK AI Security Institute… 
https://jack-clark.net/2026/06/15/import-ai-461-alignment-is-not-on-track-frontiercode-and-synthetic-research-interns/
3 sources
https://www.normaltech.ai/p/why-ai-hasnt-replaced-software-engineers Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/14/why-ai-hasnt-replaced-software-engineers/. simonwillison simonwillison.net Why AI hasn’t replaced software engineers, and won’t Arvind Narayanan and Sayash Kappor take on the question of AI job losses through the lens of a profession that is uniquely suited to AI disruption - software engineering. In … https://simonwillison.net/2026/Jun/14/why-ai-hasnt-replaced-software-engineers/ Source handle jack-clark. Links to https://jack-clark.net/2026/06/15/import-ai-461-alignment-is-not-on-track-frontiercode-and-synthetic-research-interns/. jack-clark jack-clark.net Import AI 461: “Alignment is not on track”; FrontierCode; and synthetic research interns Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe. Subscribe now AI researchers launch new safety startup because “alignment is not on track”:…Sequent will have a portfolio of under-resourced research bets…Researchers from the UK AI Security Institute… 
https://jack-clark.net/2026/06/15/import-ai-461-alignment-is-not-on-track-frontiercode-and-synthetic-research-interns/ The Harness Layer Becomes the Real AI Business
Today’s strongest AI discourse shifted from raw model capability to ownership of the workflow layer around models. Nate B. Jones argued that frontier-lab value accrues in proprietary harnesses, while Greg Isenberg’s local-model advice framed the same layer as operational resilience.
Source handle nate-b-jones-the-real-reason-for-the-openai-ipo. Links to https://www.youtube.com/watch?v=7RDK84LLL2U. nate-b-jones-the-real-reason-for-the-openai-ipo youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=7RDK84LLL2U Source handle greg-isenberg-claude-fable-5-is-banned-what-to-d. Links to https://www.youtube.com/watch?v=bdhUBBACglw. greg-isenberg-claude-fable-5-is-banned-what-to-d youtube.com Claude Fable 5 is BANNED. What to do? In this solo episode, I walk through the implications of the ban of Claude Fable 5 — the most powerful model on the planet and the one I planned to build wit... 
https://www.youtube.com/watch?v=bdhUBBACglw
2 sources
https://www.youtube.com/watch?v=bdhUBBACglw Fable and Mythos Turn Model Access Into a Policy Dependency
Anthropic's Fable 5 and Mythos 5 access suspension reframed frontier models as policy-dependent infrastructure, not just software services. The practical lesson is continuity planning: teams should map single-provider dependencies and keep fallback workflows ready.
Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/13/us-government-directive-to-suspend-access/. simonwillison simonwillison.net Statement on the US government directive to suspend access to Fable 5 and Mythos 5 Well this is nuts: The US government, citing national security authorities, has issued an export control directive to suspend all access to Fable 5 and Mythos 5 by any foreign … https://simonwillison.net/2026/Jun/13/us-government-directive-to-suspend-access/ Source handle nate-b-jones-fable-mythos-access-suspension-comm. Links to https://www.youtube.com/watch?v=b3jlsjOIOzs. nate-b-jones-fable-mythos-access-suspension-comm youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=b3jlsjOIOzs Source handle theo-t3-gg-fable-mythos-directive-reaction. Links to https://www.youtube.com/watch?v=W-kM56mf-Nw. theo-t3-gg-fable-mythos-directive-reaction youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=W-kM56mf-Nw Source handle cognitiverevolution. Links to https://www.cognitiverevolution.ai/ai-in-the-am-week-2-highlights-june-2026/. cognitiverevolution cognitiverevolution.ai AI in the AM — Week 2 Highlights (June 2026) Week 2 highlights examine Anthropic’s Fable launch in real workflows, from safety gates and API refusals to coding, 3D worlds, and a Claude-run Twitter test. The episode also covers alignment theory, legal reasoning benchmarks, interpretability, token economics, and power concentration. 
https://www.cognitiverevolution.ai/ai-in-the-am-week-2-highlights-june-2026/
4 sources https://www.cognitiverevolution.ai/ai-in-the-am-week-2-highlights-june-2026/ Codex as Computer Delegation
The strongest signal was a practical reframing of Codex: not just a coding assistant, but a supervised computer operator for bounded, inspectable jobs. The operator skill is shifting toward goals, sources, standards, permission boundaries, and proof of completion.
Fable 5 Makes Agent Work a Verification Problem
Claude Fable/Mythos reactions pointed less to raw benchmark excitement than to a new operating problem: stronger agents need clearer proof, constraints, and governance. The day’s builder evidence reinforced that agent progress now depends on workflow design, evals, and disciplined tool use.
Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/9/claude-fable-5/. simonwillison simonwillison.net Initial impressions of Claude Fable 5 I didn’t have early access to today’s Claude Fable 5 release, but I’ve spent the past ~5.5 hours putting it through its paces. My initial impressions are that this is … 
https://simonwillison.net/2026/Jun/9/claude-fable-5/ Source handle simonwillison-2. Links to https://simonwillison.net/2026/Jun/9/andrej-karpathy/. simonwillison-2 simonwillison.net A quote from Andrej Karpathy I feel a lot of things changing as working software increasingly comes out on a tap. The Jevon's paradox kicks in and I feel my own demand for software growing … https://simonwillison.net/2026/Jun/9/andrej-karpathy/ Source handle nitter. Links to https://nitter.net/bcherny/status/2064431111154053187. nitter nitter.net Boris Cherny - Fable 5 reaction https://nitter.net/bcherny/status/2064431111154053187 Source handle simonwillison-3. Links to https://simonwillison.net/2026/Jun/10/if-claude-fable-stops-helping-you/. simonwillison-3 simonwillison.net If Claude Fable stops helping you, you’ll never know Jonathon Ready highlights one of the more eyebrow-raising details from the 319 page system card for Fable 5 and Mythos 5. Here's a longer excerpt, highlights mine: In light of … https://simonwillison.net/2026/Jun/10/if-claude-fable-stops-helping-you/ Source handle simonwillison-4. Links to https://simonwillison.net/2026/Jun/10/jeremy-howard/. simonwillison-4 simonwillison.net A quote from Jeremy Howard Easy solution to slow down recursive AI self improvement: The lab with the top-ranked model must agree THEY must not use it for working on frontier AI But everyone else … https://simonwillison.net/2026/Jun/10/jeremy-howard/ Source handle nate-b-jones-stop-coding-start-steering-claude-v. Links to https://www.youtube.com/watch?v=R2-Y1Hjwx2U. nate-b-jones-stop-coding-start-steering-claude-v youtube.com Nate B Jones - Stop Coding. Start Steering. Claude vs Codex https://www.youtube.com/watch?v=R2-Y1Hjwx2U Source handle ai-engineer-self-driving-products-product-signal. Links to https://www.youtube.com/watch?v=zMiSRliEzv4. ai-engineer-self-driving-products-product-signal youtube.com AI Engineer - Self Driving Products: Product Signals to Pull Requests — Joshua Snyder, PostHog https://www.youtube.com/watch?v=zMiSRliEzv4 Source handle ai-engineer-stop-making-models-bigger-make-them. Links to https://www.youtube.com/watch?v=TNwJ1LMiENk. ai-engineer-stop-making-models-bigger-make-them youtube.com AI Engineer - Stop Making Models Bigger, Make Them Behave — Kobie Crawdord, Snorkel https://www.youtube.com/watch?v=TNwJ1LMiENk
8 sources https://simonwillison.net/2026/Jun/9/claude-fable-5/ Source handle simonwillison-2. Links to https://simonwillison.net/2026/Jun/9/andrej-karpathy/. simonwillison-2 simonwillison.net A quote from Andrej Karpathy I feel a lot of things changing as working software increasingly comes out on a tap. The Jevon's paradox kicks in and I feel my own demand for software growing … https://simonwillison.net/2026/Jun/9/andrej-karpathy/ Source handle nitter. Links to https://nitter.net/bcherny/status/2064431111154053187. nitter nitter.net Boris Cherny - Fable 5 reaction https://nitter.net/bcherny/status/2064431111154053187 Source handle simonwillison-3. Links to https://simonwillison.net/2026/Jun/10/if-claude-fable-stops-helping-you/. simonwillison-3 simonwillison.net If Claude Fable stops helping you, you’ll never know Jonathon Ready highlights one of the more eyebrow-raising details from the 319 page system card for Fable 5 and Mythos 5. Here's a longer excerpt, highlights mine: In light of … https://simonwillison.net/2026/Jun/10/if-claude-fable-stops-helping-you/ Source handle simonwillison-4. Links to https://simonwillison.net/2026/Jun/10/jeremy-howard/. simonwillison-4 simonwillison.net A quote from Jeremy Howard Easy solution to slow down recursive AI self improvement: The lab with the top-ranked model must agree THEY must not use it for working on frontier AI But everyone else … https://simonwillison.net/2026/Jun/10/jeremy-howard/ Source handle nate-b-jones-stop-coding-start-steering-claude-v. Links to https://www.youtube.com/watch?v=R2-Y1Hjwx2U. nate-b-jones-stop-coding-start-steering-claude-v youtube.com Nate B Jones - Stop Coding. Start Steering. Claude vs Codex https://www.youtube.com/watch?v=R2-Y1Hjwx2U Source handle ai-engineer-self-driving-products-product-signal. Links to https://www.youtube.com/watch?v=zMiSRliEzv4. ai-engineer-self-driving-products-product-signal youtube.com AI Engineer - Self Driving Products: Product Signals to Pull Requests — Joshua Snyder, PostHog https://www.youtube.com/watch?v=zMiSRliEzv4 Source handle ai-engineer-stop-making-models-bigger-make-them. Links to https://www.youtube.com/watch?v=TNwJ1LMiENk. ai-engineer-stop-making-models-bigger-make-them youtube.com AI Engineer - Stop Making Models Bigger, Make Them Behave — Kobie Crawdord, Snorkel https://www.youtube.com/watch?v=TNwJ1LMiENk AI’s Hidden Bottlenecks
The day’s strongest AI discourse centered on the hidden constraints behind visible capabilities: data, compute, product trust, and agent context management. The clearest signal was Dwarkesh Patel’s argument that frontier systems remain dramatically less sample-efficient than humans.
Source handle dwarkesh. Links to https://www.dwarkesh.com/p/the-sample-efficiency-black-hole. dwarkesh dwarkesh.com The sample efficiency black hole "We see these AIs as a galaxy glittering with capabilities, but at their center, invisible to the naked eye, holding all the constellations together, is an unimaginably massive black hole of data." 
https://www.dwarkesh.com/p/the-sample-efficiency-black-hole Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/8/wwdc/. simonwillison simonwillison.net Siri AI at WWDC 2026 Given how badly burned anyone who took Apple's 2024 WWDC Apple Intelligence announcements at face value was, I'm holding to a strict "I'll believe it when I see it" policy … https://simonwillison.net/2026/Jun/8/wwdc/ Source handle nitter. Links to https://nitter.net/bcherny/status/2064327225504403752. nitter nitter.net Boris Cherny - Nested subagent support in Claude Code https://nitter.net/bcherny/status/2064327225504403752 Source handle theo-t3-gg-elon-won-after-all. Links to https://www.youtube.com/watch?v=jB2iKoBSPyo. theo-t3-gg-elon-won-after-all youtube.com Elon won after all The compute crunch has gotten so bad, that it turns out buying way too many GPUs a couple years ago was a great plan...Thank you Wispr Flow for sponsoring! C... 
https://www.youtube.com/watch?v=jB2iKoBSPyo
4 sources https://www.dwarkesh.com/p/the-sample-efficiency-black-hole Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/8/wwdc/. simonwillison simonwillison.net Siri AI at WWDC 2026 Given how badly burned anyone who took Apple's 2024 WWDC Apple Intelligence announcements at face value was, I'm holding to a strict "I'll believe it when I see it" policy … https://simonwillison.net/2026/Jun/8/wwdc/ Source handle nitter. Links to https://nitter.net/bcherny/status/2064327225504403752. nitter nitter.net Boris Cherny - Nested subagent support in Claude Code https://nitter.net/bcherny/status/2064327225504403752 Source handle theo-t3-gg-elon-won-after-all. Links to https://www.youtube.com/watch?v=jB2iKoBSPyo. theo-t3-gg-elon-won-after-all youtube.com Elon won after all The compute crunch has gotten so bad, that it turns out buying way too many GPUs a couple years ago was a great plan...Thank you Wispr Flow for sponsoring! C... 
https://www.youtube.com/watch?v=jB2iKoBSPyo Agents Need Architecture, Not Just Bigger Context
The day’s strongest AI-discourse signal was a move from model capability claims toward the architecture around agents: context curation, state, gates, sandboxes, evidence, and measurement. Anthropic’s recursive-improvement claims supplied the backdrop, but practitioner talks made the case that us...
Source handle anthropic. Links to https://www.anthropic.com/institute/recursive-self-improvement. anthropic anthropic.com Anthropic Institute - When AI builds itself https://www.anthropic.com/institute/recursive-self-improvement Source handle theo-t3-gg-i-didn-t-expect-this-from-anthropic. Links to https://www.youtube.com/watch?v=xjucOlb_mFM. theo-t3-gg-i-didn-t-expect-this-from-anthropic youtube.com I didn’t expect this from Anthropic Anthropic wants to pause AI development and thinks that recursive self improvement is a real possibility...Thank you Depot for sponsoring! Check them out at:... 
https://www.youtube.com/watch?v=xjucOlb_mFM Source handle jack-clark. Links to https://jack-clark.net/2026/06/08/import-ai-460-reward-hacking-society-rsi-data-from-anthropic-and-rl-based-quadcopter-racing/. jack-clark jack-clark.net Import AI 460: Reward hacking society, RSI data from Anthropic; and RL-based quadcopter racing Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe. Subscribe now Society can be reward-hacked, just like cyber environments:…Imagine an army of credit card point optimizers gaming the system… forever…Research from Kings College London, Fudan University, and… 
https://jack-clark.net/2026/06/08/import-ai-460-reward-hacking-society-rsi-data-from-anthropic-and-rl-based-quadcopter-racing/ Source handle ai-engineer-why-more-context-makes-your-agent-du. Links to https://www.youtube.com/watch?v=EcqMYoIV57A. ai-engineer-why-more-context-makes-your-agent-du youtube.com AI Engineer - Why More Context Makes Your Agent Dumber and What to Do About It — Nupur Sharma, Qodo https://www.youtube.com/watch?v=EcqMYoIV57A Source handle nate-b-jones-fix-your-ai-pipeline-or-lose-your-b. Links to https://www.youtube.com/shorts/76ovBK3lJ2U. nate-b-jones-fix-your-ai-pipeline-or-lose-your-b youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/shorts/76ovBK3lJ2U Source handle ai-engineer-why-eval-is-the-next-great-compute-p. Links to https://www.youtube.com/watch?v=SKDJo2CopRs. ai-engineer-why-eval-is-the-next-great-compute-p youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=SKDJo2CopRs Source handle ai-engineer-road-to-5-million-tokens-breaking-ba. Links to https://www.youtube.com/watch?v=TUnPNY4E2fw. ai-engineer-road-to-5-million-tokens-breaking-ba youtube.com Road to 5 Million Tokens: Breaking Barriers in Long Context Training — Max Ryabinin, Together AI Training a standard LLaMA 3B model with a 3 million token context on a single 8xH100 node fails before you even start: the model parameters alone exhaust GPU... 
https://www.youtube.com/watch?v=TUnPNY4E2fw Source handle departmentofproduct-substack. Links to https://departmentofproduct.substack.com/p/new-agentic-payment-abilities-and. departmentofproduct-substack departmentofproduct.substack.com New Agentic Payment Abilities and Features Explored The 5 layers of Agentic Payments in 2026; what product teams need to know. Examples from Stripe, Adyen, Coinbase, Mastercard, and more. 
https://departmentofproduct.substack.com/p/new-agentic-payment-abilities-and
8 sources https://www.youtube.com/watch?v=xjucOlb_mFM Source handle jack-clark. Links to https://jack-clark.net/2026/06/08/import-ai-460-reward-hacking-society-rsi-data-from-anthropic-and-rl-based-quadcopter-racing/. jack-clark jack-clark.net Import AI 460: Reward hacking society, RSI data from Anthropic; and RL-based quadcopter racing Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe. Subscribe now Society can be reward-hacked, just like cyber environments:…Imagine an army of credit card point optimizers gaming the system… forever…Research from Kings College London, Fudan University, and… https://jack-clark.net/2026/06/08/import-ai-460-reward-hacking-society-rsi-data-from-anthropic-and-rl-based-quadcopter-racing/ Source handle ai-engineer-why-more-context-makes-your-agent-du. Links to https://www.youtube.com/watch?v=EcqMYoIV57A. ai-engineer-why-more-context-makes-your-agent-du youtube.com AI Engineer - Why More Context Makes Your Agent Dumber and What to Do About It — Nupur Sharma, Qodo https://www.youtube.com/watch?v=EcqMYoIV57A Source handle nate-b-jones-fix-your-ai-pipeline-or-lose-your-b. Links to https://www.youtube.com/shorts/76ovBK3lJ2U. nate-b-jones-fix-your-ai-pipeline-or-lose-your-b youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/shorts/76ovBK3lJ2U Source handle ai-engineer-why-eval-is-the-next-great-compute-p. Links to https://www.youtube.com/watch?v=SKDJo2CopRs. ai-engineer-why-eval-is-the-next-great-compute-p youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=SKDJo2CopRs Source handle ai-engineer-road-to-5-million-tokens-breaking-ba. Links to https://www.youtube.com/watch?v=TUnPNY4E2fw. ai-engineer-road-to-5-million-tokens-breaking-ba youtube.com Road to 5 Million Tokens: Breaking Barriers in Long Context Training — Max Ryabinin, Together AI Training a standard LLaMA 3B model with a 3 million token context on a single 8xH100 node fails before you even start: the model parameters alone exhaust GPU... https://www.youtube.com/watch?v=TUnPNY4E2fw Source handle departmentofproduct-substack. Links to https://departmentofproduct.substack.com/p/new-agentic-payment-abilities-and. departmentofproduct-substack departmentofproduct.substack.com New Agentic Payment Abilities and Features Explored The 5 layers of Agentic Payments in 2026; what product teams need to know. Examples from Stripe, Adyen, Coinbase, Mastercard, and more. https://departmentofproduct.substack.com/p/new-agentic-payment-abilities-and Agent Safety Is Becoming Infrastructure
Today’s strongest AI discourse shifted from raw agent capability to the infrastructure needed to constrain it: diagnostic evals, scoped payments, sandboxes, and egress controls. The practical canon is becoming clear: useful agents need bounded authority, observable failures, and reusable workflow...
Source handle ai-engineer-evals-are-broken-use-them-anyway-ara. Links to https://www.youtube.com/watch?v=QuuIywMG4s8. ai-engineer-evals-are-broken-use-them-anyway-ara youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=QuuIywMG4s8 Source handle ai-engineer-building-safe-payment-infrastructure. Links to https://www.youtube.com/watch?v=KLSuFPj2ld0. ai-engineer-building-safe-payment-infrastructure youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=KLSuFPj2ld0 Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/5/openai-help-lockdown-mode/. simonwillison simonwillison.net OpenAI Help: Lockdown Mode OpenAI first teased this in February, but now it's live and "rolling out to eligible personal accounts, including Free, Go, Plus, and Pro, and self-serve ChatGPT Business accounts": Lockdown Mode … https://simonwillison.net/2026/Jun/5/openai-help-lockdown-mode/ Source handle simonwillison-2. Links to https://simonwillison.net/2026/Jun/6/micropython-in-a-sandbox/. simonwillison-2 simonwillison.net Running Python code in a sandbox with MicroPython and WASM I’ve been experimenting with different approaches to running code in a sandbox for several years now, but my latest attempt feels like it might finally have all of the characteristics … 
https://simonwillison.net/2026/Jun/6/micropython-in-a-sandbox/ Source handle magazine-sebastianraschka. Links to https://magazine.sebastianraschka.com/p/llm-research-papers-2026-part1. magazine-sebastianraschka magazine.sebastianraschka.com LLM Research Papers: The 2026 List (January to May) A January-May 2026 list of notable LLM research papers, covering new models, training methods, agents, reasoning, and efficiency improvements. 
https://magazine.sebastianraschka.com/p/llm-research-papers-2026-part1
5 sources
https://simonwillison.net/2026/Jun/6/micropython-in-a-sandbox/ Source handle magazine-sebastianraschka. Links to https://magazine.sebastianraschka.com/p/llm-research-papers-2026-part1. magazine-sebastianraschka magazine.sebastianraschka.com LLM Research Papers: The 2026 List (January to May) A January-May 2026 list of notable LLM research papers, covering new models, training methods, agents, reasoning, and efficiency improvements. https://magazine.sebastianraschka.com/p/llm-research-papers-2026-part1 AI Work Moves From Output to Instrumentation
Today’s strongest AI discourse argued that useful AI systems need metadata, measurement, constraints, and accountability around their outputs. Voice AI, token dashboards, UI sandboxing, and open-source contribution rules all pointed toward the same operational shift.
Source handle ai-engineer-beyond-transcription-building-voice. Links to https://www.youtube.com/watch?v=mFLlVpnGpds. ai-engineer-beyond-transcription-building-voice youtube.com Beyond Transcription: Building Voice AI That Understands Conversations — Hervé Bredin, pyannoteAI The open ASR leaderboard reports Nvidia Parakeet at 11.4% word error rate on AMI meeting data. Hervé Bredin runs the same model on the same dataset and gets ... 
https://www.youtube.com/watch?v=mFLlVpnGpds Source handle nate-b-jones-build-a-token-dashboard-this-weeken. Links to https://www.youtube.com/watch?v=l8BloTSLK6M. nate-b-jones-build-a-token-dashboard-this-weeken youtube.com Nate B Jones - Build A Token Dashboard This Weekend. It'll Show The Work You Keep Avoiding. https://www.youtube.com/watch?v=l8BloTSLK6M Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/5/andreas-kling/. simonwillison simonwillison.net A quote from Andreas Kling We will no longer accept public pull requests. [...] A substantial patch used to imply substantial effort, and that effort was a reasonable proxy for good faith. That assumption no … https://simonwillison.net/2026/Jun/5/andreas-kling/ Source handle ai-engineer-beyond-components-designing-generati. Links to https://www.youtube.com/watch?v=hCMrEfPG2Yg. ai-engineer-beyond-components-designing-generati youtube.com Beyond Components: Designing Generative UI for MCP Apps — Ruben Casas, Postman Ruben Casas from Postman prompted a model to rewrite his blog. It built a search box with a blur animation and accessibility out of the box, without being as... 
https://www.youtube.com/watch?v=hCMrEfPG2Yg Source handle compuflair-the-physics-rule-that-stops-ai-from-g. Links to https://www.youtube.com/watch?v=l_gYpkYmbOc. compuflair-the-physics-rule-that-stops-ai-from-g youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=l_gYpkYmbOc
5 sources https://www.youtube.com/watch?v=mFLlVpnGpds Source handle nate-b-jones-build-a-token-dashboard-this-weeken. Links to https://www.youtube.com/watch?v=l8BloTSLK6M. nate-b-jones-build-a-token-dashboard-this-weeken youtube.com Nate B Jones - Build A Token Dashboard This Weekend. It'll Show The Work You Keep Avoiding. https://www.youtube.com/watch?v=l8BloTSLK6M Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/5/andreas-kling/. simonwillison simonwillison.net A quote from Andreas Kling We will no longer accept public pull requests. [...] A substantial patch used to imply substantial effort, and that effort was a reasonable proxy for good faith. That assumption no … https://simonwillison.net/2026/Jun/5/andreas-kling/ Source handle ai-engineer-beyond-components-designing-generati. Links to https://www.youtube.com/watch?v=hCMrEfPG2Yg. ai-engineer-beyond-components-designing-generati youtube.com Beyond Components: Designing Generative UI for MCP Apps — Ruben Casas, Postman Ruben Casas from Postman prompted a model to rewrite his blog. It built a search box with a blur animation and accessibility out of the box, without being as... https://www.youtube.com/watch?v=hCMrEfPG2Yg Source handle compuflair-the-physics-rule-that-stops-ai-from-g. Links to https://www.youtube.com/watch?v=l_gYpkYmbOc. compuflair-the-physics-rule-that-stops-ai-from-g youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=l_gYpkYmbOc Coding Agents Hit the Workflow Wall
Coding-agent discourse shifted from benchmark gains toward workflow governance: durable decision records, executable specs, cost controls, task quality, and review systems now determine whether agent output becomes maintainable work.
Source handle ai-engineer-bdd-adr-prd-wtf-capturing-decisions. Links to https://www.youtube.com/watch?v=504PvfXou5Y. ai-engineer-bdd-adr-prd-wtf-capturing-decisions youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=504PvfXou5Y Source handle nate-b-jones-opus-4-8-scored-81-your-workflow-do. Links to https://www.youtube.com/watch?v=z73yuF14udI. nate-b-jones-opus-4-8-scored-81-your-workflow-do youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=z73yuF14udI Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/3/uber-caps-usage/. simonwillison simonwillison.net Uber Caps Usage of AI Tools Like Claude Code to Manage Costs I wrote the other day about Uber blowing its 2026 AI budget in four months, and how that wasn't particularly surprising given they would have set that budget in 2025, … https://simonwillison.net/2026/Jun/3/uber-caps-usage/ Source handle ai-engineer-how-lovable-self-improves-every-hour. Links to https://www.youtube.com/watch?v=KA5kPbdkK2E. ai-engineer-how-lovable-self-improves-every-hour youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=KA5kPbdkK2E Source handle ai-engineer-task-fidelity-scaling-laws-kobie-cra. Links to https://www.youtube.com/watch?v=YYH0DMQr30A. ai-engineer-task-fidelity-scaling-laws-kobie-cra youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=YYH0DMQr30A Source handle ai-engineer-what-lies-beneath-the-api-benjamin-c. Links to https://www.youtube.com/watch?v=HvZXAOZ3iv8. ai-engineer-what-lies-beneath-the-api-benjamin-c youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=HvZXAOZ3iv8 Source handle greg-isenberg-the-next-100b-market-selling-to-ai. Links to https://www.youtube.com/watch?v=MlptIfpoLlw. greg-isenberg-the-next-100b-market-selling-to-ai youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=MlptIfpoLlw
7 sources
Agent Ops Is Becoming an Infrastructure Problem
Today’s strongest AI discourse shifted from model capability to operational control: network-level identity for agent sandboxes, Pareto-based model selection, and recurring AI workflows that need policy, measurement, and review.
Source handle ai-engineer-what-if-the-network-was-the-sandbox. Links to https://www.youtube.com/watch?v=BM2JX9hqsVQ. ai-engineer-what-if-the-network-was-the-sandbox youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=BM2JX9hqsVQ Source handle ai-engineer-20-days-of-compute-vs-7-hours-rethin. Links to https://www.youtube.com/watch?v=hqHC6Z_lXyo. ai-engineer-20-days-of-compute-vs-7-hours-rethin youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=hqHC6Z_lXyo Source handle simonwillison. Links to https://simonwillison.net/2026/Jun/1/hackers-simply-asked-meta-ai/. simonwillison simonwillison.net Hackers Simply Asked Meta AI to Give Them Access to High-Profile Instagram Accounts. It Worked I had trouble believing this story was true, but I've seen it verified from multiple sources now: One video shows a hacker starting a conversation with Meta’s AI support bot … https://simonwillison.net/2026/Jun/1/hackers-simply-asked-meta-ai/ Source handle departmentofproduct-substack. Links to https://departmentofproduct.substack.com/p/practical-ways-to-use-claude-routines. departmentofproduct-substack departmentofproduct.substack.com Practical ways to use Claude Routines at work - a Guide for Product Teams 🧠 Backlog triaging, API deprecation watchdog, user feedback aggregation and more. 
https://departmentofproduct.substack.com/p/practical-ways-to-use-claude-routines Source handle wes-roth-gpt-5-6-about-to-drop. Links to https://www.youtube.com/watch?v=cS0Tm6ddnsQ. wes-roth-gpt-5-6-about-to-drop youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=cS0Tm6ddnsQ
5 sources
https://departmentofproduct.substack.com/p/practical-ways-to-use-claude-routines Source handle wes-roth-gpt-5-6-about-to-drop. Links to https://www.youtube.com/watch?v=cS0Tm6ddnsQ. wes-roth-gpt-5-6-about-to-drop youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=cS0Tm6ddnsQ Agents Move From Pass Rates to Operating Quality
Today’s strongest AI-discourse signal was a shift from raw model success to organizational quality: generated code, enterprise agents, and fast voice prototypes now need context, review, and product judgment to matter. The day reinforced a sober canon: agents raise the floor, but weak workflows c...
Source handle ai-engineer-can-llms-generate-enterprise-quality. Links to https://www.youtube.com/watch?v=NuePCNMpWGc. ai-engineer-can-llms-generate-enterprise-quality youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=NuePCNMpWGc Source handle theo-t3-gg-i-hate-that-this-is-true. Links to https://www.youtube.com/watch?v=rTMRlqT8Q8c. theo-t3-gg-i-hate-that-this-is-true youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=rTMRlqT8Q8c Source handle nate-b-jones-this-is-how-ai-agents-actually-take. Links to https://www.youtube.com/shorts/KWCZWFDOapk. nate-b-jones-this-is-how-ai-agents-actually-take youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/shorts/KWCZWFDOapk Source handle ai-engineer-how-to-talk-to-statues-joe-reeve-ele. Links to https://www.youtube.com/watch?v=u-rJwPPU3QA. ai-engineer-how-to-talk-to-statues-joe-reeve-ele youtube.com - YouTube Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. https://www.youtube.com/watch?v=u-rJwPPU3QA
4 sources