The Sam Ellis Show

Claude as Manager of Agent Labor

10 min · 29. touko 2026
jakson Claude as Manager of Agent Labor kansikuva

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Anthropic released Claude Opus 4.8 with the usual benchmark improvements, but the more important story is organizational: effort controls, long-context API surfaces, dynamic workflows, hundreds of parallel subagents, and self-critique marketed as part of the reliability layer. Sam Ellis reports on why Opus 4.8 is not just being sold as a better model. It is being positioned as a manager of delegated agent labor: planning work, dispatching subagents, reviewing outputs, and giving operators a tidy account of what the machine says it checked. The episode asks the live question for autonomous work: if a model gets better at catching its own mistakes, does that make large unattended workflows safer, or does it make them feel acceptable before the supervision layer has been proven? Companion blog: Claude as Manager of Agent Labor [https://podcast.samellis.online/blog/2026/05/claude-as-manager-of-agent-labor/] Sources * Anthropic: “Introducing Claude Opus 4.8” [https://www.anthropic.com/news/claude-opus-4-8] — primary launch post for Opus 4.8, including pricing, fast mode, Dynamic Workflows, effort controls, long-running Claude Code work, benchmark claims, and Anthropic’s self-critique / honesty framing. * Anthropic Claude API documentation: “What’s new in Claude Opus 4.8” [https://platform.claude.com/docs/en/about-claude/models/whats-new-claude-4-8] — developer documentation for one-million-token context availability, 128k max output, adaptive thinking, mid-conversation system messages, tool-use behavior, compaction recovery, and long-running agent workflows. * The Verge: “Anthropic’s new Claude Opus 4.8 model is more honest when it messes up” [https://www.theverge.com/ai-artificial-intelligence/939094/anthropic-claude-4-8-opus-honesty-effort] — launch coverage that frames the release around Anthropic’s honesty and effort-control claims. * TechCrunch: “Anthropic releases Opus 4.8 with new Dynamic Workflow tool” [https://techcrunch.com/2026/05/28/anthropic-releases-opus-4-8-with-new-dynamic-workflow-tool/] — coverage of the 41-day cadence after Opus 4.7, competitive pressure from coding-agent rivals, and Dynamic Workflows for orchestrating parallel subagents. * AWS: “Claude Opus 4.8 is now available on AWS” [https://aws.amazon.com/about-aws/whats-new/2026/05/claude-opus-4.8-aws/] — AWS availability note for Amazon Bedrock and Claude Platform on AWS, including Guardrails, Knowledge Bases, regional data residency, and production AI application framing. * AWS Machine Learning Blog: “Claude Opus 4.8 is now available on AWS” [https://aws.amazon.com/blogs/machine-learning/claude-opus-4-8-is-now-available-on-aws/] — additional AWS deployment context for Bedrock access and enterprise use cases. Email: SamEllisShow@protonmail.com [SamEllisShow@protonmail.com]

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37 jaksot

jakson The Support Agent Had Hands kansikuva

The Support Agent Had Hands

Hackers reportedly did not need to break into Meta’s servers to take over Instagram accounts. According to 404 Media and later reporting from Krebs on Security, PCMag, Engadget, TechCrunch, and Reuters/CNA, attackers persuaded Meta’s own AI support assistant to help move account-recovery paths. Sam Ellis reports on why this is not just another chatbot failure. Account recovery is identity infrastructure. If an AI support agent can change a recovery email, send a reset code, or mutate who controls an account, it is no longer answering support questions. It is operating part of the lock. The episode asks the practical security question for AI agents with tools: what can the assistant change after it says yes? Sources * 404 Media: “Hackers Simply Asked Meta AI to Give Them Access to High-Profile Instagram Accounts. It Worked” [https://www.404media.co/hackers-simply-asked-meta-ai-to-give-them-access-to-high-profile-instagram-accounts-it-worked/] — original report on hackers saying they used Meta’s AI support chatbot to change email addresses associated with target Instagram accounts. * Krebs on Security: “Hackers Used Meta’s AI Support Bot to Seize Instagram Accounts” [https://krebsonsecurity.com/2026/06/hackers-used-metas-ai-support-bot-to-seize-instagram-accounts/] — corroborating report on the alleged support-bot workflow and Meta spokesperson Andy Stone’s statement that the issue had been resolved and impacted accounts were being secured. * PCMag: “Meta’s AI Chatbot Allegedly Helped Hackers Hijack Instagram Accounts” [https://www.pcmag.com/news/metas-ai-chatbot-allegedly-helped-hackers-hijack-instagram-accounts] — coverage of the alleged recovery-code flow, including the eight-digit code and disputed two-factor-authentication details. * Engadget: “Meta AI support chatbot made it ridiculously easy for hackers to take over Instagram accounts” [https://www.engadget.com/2185225/meta-ai-support-chatbot-made-it-ridiculously-easy-for-hackers-to-take-over-instagram-accounts/] — additional reporting on the Meta AI support incident and Meta’s resolution statement. * TechCrunch: “Hackers hijacked Instagram accounts by tricking Meta AI support chatbot into granting access” [https://techcrunch.com/2026/06/01/hackers-hijacked-instagram-accounts-by-tricking-meta-ai-support-chatbot-into-granting-access/] — report that TechCrunch verified the public mailbox shown in a demo video received the verification code. * TechCrunch: “Instagram is alerting users who were targeted by hackers during AI chatbot attacks” [https://techcrunch.com/2026/06/03/instagram-is-alerting-users-who-were-targeted-by-hackers-during-ai-chatbot-attacks/] — follow-up on Instagram warning users who were targeted during the account-takeover wave. * Meta: “Making It Easier to Access Account Support on Facebook and Instagram” [https://about.fb.com/news/2025/12/making-it-easier-to-access-account-support-on-facebook-and-instagram/] — Meta’s own product language for AI support, including account security, recovery, password resets, profile-setting updates, and the “solution — not just a suggestion” framing. * TMZ: “Obama White House Hacked on Instagram” [https://www.tmz.com/2026/05/31/obama-white-house-hacked-on-instagram/] — report that Meta confirmed the Obama White House account had been hacked and later secured. * Task & Purpose: “Space Force’s top enlisted leader’s Instagram was hacked” [https://taskandpurpose.com/culture/space-force-bentivegna-instagram-hacked/] — confirmation that Chief Master Sergeant of the Space Force John Bentivegna’s official Instagram account was compromised. * Channel NewsAsia / Reuters: “High-profile Instagram AI chatbot breach spotlights security risks of automation” [https://www.channelnewsasia.com/business/analysishigh-profile-instagram-ai-chatbot-breach-spotlights-security-risks-automation-6159466] — Reuters/CNA analysis on identity-verification failure risks when automated support systems can change account access. Email: SamEllisShow@protonmail.com [SamEllisShow@protonmail.com]

5. kesä 20269 min
jakson Claude as Manager of Agent Labor kansikuva

Claude as Manager of Agent Labor

Anthropic released Claude Opus 4.8 with the usual benchmark improvements, but the more important story is organizational: effort controls, long-context API surfaces, dynamic workflows, hundreds of parallel subagents, and self-critique marketed as part of the reliability layer. Sam Ellis reports on why Opus 4.8 is not just being sold as a better model. It is being positioned as a manager of delegated agent labor: planning work, dispatching subagents, reviewing outputs, and giving operators a tidy account of what the machine says it checked. The episode asks the live question for autonomous work: if a model gets better at catching its own mistakes, does that make large unattended workflows safer, or does it make them feel acceptable before the supervision layer has been proven? Companion blog: Claude as Manager of Agent Labor [https://podcast.samellis.online/blog/2026/05/claude-as-manager-of-agent-labor/] Sources * Anthropic: “Introducing Claude Opus 4.8” [https://www.anthropic.com/news/claude-opus-4-8] — primary launch post for Opus 4.8, including pricing, fast mode, Dynamic Workflows, effort controls, long-running Claude Code work, benchmark claims, and Anthropic’s self-critique / honesty framing. * Anthropic Claude API documentation: “What’s new in Claude Opus 4.8” [https://platform.claude.com/docs/en/about-claude/models/whats-new-claude-4-8] — developer documentation for one-million-token context availability, 128k max output, adaptive thinking, mid-conversation system messages, tool-use behavior, compaction recovery, and long-running agent workflows. * The Verge: “Anthropic’s new Claude Opus 4.8 model is more honest when it messes up” [https://www.theverge.com/ai-artificial-intelligence/939094/anthropic-claude-4-8-opus-honesty-effort] — launch coverage that frames the release around Anthropic’s honesty and effort-control claims. * TechCrunch: “Anthropic releases Opus 4.8 with new Dynamic Workflow tool” [https://techcrunch.com/2026/05/28/anthropic-releases-opus-4-8-with-new-dynamic-workflow-tool/] — coverage of the 41-day cadence after Opus 4.7, competitive pressure from coding-agent rivals, and Dynamic Workflows for orchestrating parallel subagents. * AWS: “Claude Opus 4.8 is now available on AWS” [https://aws.amazon.com/about-aws/whats-new/2026/05/claude-opus-4.8-aws/] — AWS availability note for Amazon Bedrock and Claude Platform on AWS, including Guardrails, Knowledge Bases, regional data residency, and production AI application framing. * AWS Machine Learning Blog: “Claude Opus 4.8 is now available on AWS” [https://aws.amazon.com/blogs/machine-learning/claude-opus-4-8-is-now-available-on-aws/] — additional AWS deployment context for Bedrock access and enterprise use cases. Email: SamEllisShow@protonmail.com [SamEllisShow@protonmail.com]

29. touko 202610 min
jakson Mythos as Controlled Industrial Capacity kansikuva

Mythos as Controlled Industrial Capacity

Anthropic says Mythos-class models are headed for broader release. This episode tracks what that implies about where frontier AI gets sold next: not as flat consumer access, but as scarce, controlled industrial capacity. Companion blog: The Model That Won’t Be Sold Cheap [https://podcast.samellis.online/blog/2026/05/the-model-that-wont-be-sold-cheap/index.html] Sources referenced in this episode: * Anthropic — Project Glasswing: An initial update [https://www.anthropic.com/research/glasswing-initial-update] * The Register — Anthropic to release Mythos-class models to the public [https://www.theregister.com/security/2026/05/25/anthropic-to-release-mythos-class-models-to-the-public/5245596] * BleepingComputer — Mythos model may be coming to Claude Code [https://www.bleepingcomputer.com/news/artificial-intelligence/anthropics-restricted-claude-mythos-model-may-be-coming-to-claude-code/] * Cloudflare — Project Glasswing: what Mythos showed us [https://blog.cloudflare.com/cyber-frontier-models/] * Vidoc Security — We reproduced Anthropic's Mythos findings with public models [https://blog.vidocsecurity.com/blog/we-reproduced-anthropics-mythos-findings-with-public-models] * Hacker News discussion thread [https://news.ycombinator.com/item?id=47806116] * Lobsters discussion thread [https://lobste.rs/s/aw2jr4/assessing_claude_mythos_preview_s] Email: SamEllisShow@protonmail.com [SamEllisShow@protonmail.com]

27. touko 20267 min
jakson The Agent Can Sign kansikuva

The Agent Can Sign

The next move in agent autonomy is not just smarter models. It is institutions giving agents authority: wallets, spending limits, transaction permissions, signatures, audit trails, and human approval checkpoints. Sam Ellis reports on why finance and signatures are the proof case. Once an agent can move money, request payment authorization, use credentials, or sign on behalf of a person or organization, the question changes from “can it act?” to “who authorized that act, who can stop it, and who owns the consequence?” The episode looks at Fireblocks’ agentic payments infrastructure, Coinbase’s Agentic Wallet MCP documentation for x402 payments, and Foundation’s Passport Prime / KeyOS “Human Authority Hardware” framing. Together, they show the same pressure from different directions: agent autonomy is becoming a delegated-authority problem, not just a capability problem. Sources * Fireblocks: Agentic Payments product page [https://www.fireblocks.com/products/agentic-payments] — outlines the agentic payments lifecycle, including delegation rules, agentic wallet policy enforcement, merchant authorization, facilitator validation, compliance checks, settlement, and audit trails. * Fireblocks: “Fireblocks Launches Agentic Payments Suite, Enabling PSPs and Fintechs to Support AI-Driven Commerce” [https://www.fireblocks.com/blog/agentic-payments-suite-psp-fintech] — describes scoped, revocable agent spending authority, spend limits, merchant allowlists, time windows, asset constraints, and pre-signature policy enforcement. * Coinbase Developer Platform: Agentic Wallet MCP documentation [https://docs.cdp.coinbase.com/agentic-wallet/mcp/welcome] — describes an MCP server and companion wallet app for agentic commerce, including x402 payments, onramps, wallets, spending limits, and boundaries around sensitive actions. * Coinbase Developer Platform: Agentic Wallet MCP / AgentKit documentation [https://docs.cdp.coinbase.com/agentkit/docs/agentic-wallet-mcp] — supporting documentation for how Coinbase frames agent wallets and agent payment workflows for developers. * Foundation: “Foundation Raises $6.4M and Launches Human Authority Hardware” [https://foundation.xyz/blog/foundation-raises-6-4m-human-authority-hardware-launch] — announces Passport Prime and KeyOS, and argues that consequential agent actions such as moving money, deploying code, using credentials, or accessing sensitive data should require explicit human approval on trusted hardware. * Foundation: Passport Prime product page [https://foundation.xyz/products/passport-prime] — product context for Foundation’s hardware approval surface and programmable security platform.

23. touko 20267 min
jakson The Agent Keeps Working After You Leave kansikuva

The Agent Keeps Working After You Leave

Google’s Gemini Spark announcement marks a shift from chat assistants toward background personal agents: systems that keep working after the laptop is closed, across inboxes, calendars, documents, browser actions, and eventually transactions. Sam Ellis reports on why the hardest question is not whether these agents can be useful. They can. The harder question is what the user can still see, stop, approve, and limit once the agent is working out of sight. Spark is an early test case because Google already sits inside Gmail, Calendar, Docs, Slides, Chrome, Android, and Workspace. The agent does not have to ask where the work is. Google already knows. The open question is whether the user will know where the agent is. Sources * Google: “The Gemini app becomes more agentic, delivering proactive, 24/7 help” [https://blog.google/innovation-and-ai/products/gemini-app/next-evolution-gemini-app/] * Google: “Building the agentic future: Developer highlights from I/O 2026” [https://blog.google/innovation-and-ai/technology/developers-tools/google-io-2026-developer-highlights/] * Google Cloud: “Innovations from Google I/O 26 on Google Cloud” [https://cloud.google.com/blog/products/ai-machine-learning/innovations-from-google-io-26-on-google-cloud] * VentureBeat: “Google’s new AI agent can draft your emails, monitor your inbox and eventually spend your money” [https://venturebeat.com/technology/googles-new-ai-agent-can-draft-your-emails-monitor-your-inbox-and-eventually-spend-your-money]

20. touko 20266 min