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BILLING — Day two after the Jun 15 change: Agent SDK, headless runs, GitHub Actions, and third-party agents now bill against separate monthly credits ($20/$100/$200) at full API rates with no rollover, making first-day cost measurements the basis for any reworkREGULATED — TCS partnered with Anthropic to bring Claude to banks, airlines, and other regulated industries, while DXC integrates Claude into the core systems those sectors rely onRETIRED — Sonnet 4 and Opus 4 left the API on Jun 15; confirm via your logs that scripts referencing them have moved to the latest generation such as Opus 4.8EXPORT — Claude Fable 5 and Mythos 5 remain suspended under a US export-control directive (since Jun 12); Anthropic says it is working to restore accessSAFE — Only the two new Mythos-class models are affected; every other model including Opus 4.8 keeps running normallySUBAGENTS — Claude Code sub-agents can spawn their own sub-agents up to five levels deep, widening the design space for multi-stage delegationBILLING — Day two after the Jun 15 change: Agent SDK, headless runs, GitHub Actions, and third-party agents now bill against separate monthly credits ($20/$100/$200) at full API rates with no rollover, making first-day cost measurements the basis for any reworkREGULATED — TCS partnered with Anthropic to bring Claude to banks, airlines, and other regulated industries, while DXC integrates Claude into the core systems those sectors rely onRETIRED — Sonnet 4 and Opus 4 left the API on Jun 15; confirm via your logs that scripts referencing them have moved to the latest generation such as Opus 4.8EXPORT — Claude Fable 5 and Mythos 5 remain suspended under a US export-control directive (since Jun 12); Anthropic says it is working to restore accessSAFE — Only the two new Mythos-class models are affected; every other model including Opus 4.8 keeps running normallySUBAGENTS — Claude Code sub-agents can spawn their own sub-agents up to five levels deep, widening the design space for multi-stage delegation
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memory tool

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Claude API2context editing1agents1token optimization1Claude Agent SDK1Long-term Memory1Agent Design1PII1Production1Cost Management1
API & SDK/2026-06-16Advanced

Taming Token Bloat in Long-Running Agents with Context Editing and the Memory Tool

For long-running agents whose input tokens balloon as tool results pile up, here is how to pair context editing with the memory tool and measure the savings with count_tokens, including a working backend implementation.

API & SDK/2026-04-24Advanced

Giving Claude Agents Long-Term Memory in Production — Seven Pitfalls and the Patterns That Fix Them

A production playbook for Claude agents with long-term memory — seven pitfalls that break memory agents live, and the design patterns that fix each one.