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Zscaler ThreatLabz caught two live campaigns that hide payment instructions where a human never looks — off-screen CSS and, worse, the JSON-LD metadata your agent treats as trusted fact. Here's the attack, and the four defenses that actually hold.
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China's persona law went live July 15; GDPR already demanded erasure. Together they make 'prove your agent forgot' a requirement — and memory tooling is now competing on auditability, not recall.
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The largest MCP revision since launch goes final on July 28. Here's the hands-on checklist for server authors — what to change, what to delete, and the two edits that are genuinely breaking.
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The July releases graduated the Skills API out of experimental and added message-injection middleware — you can now correct a live run without killing it. Here's what actually shipped and what it changes.
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Enable one flag and Letta spins up a background agent that reworks your primary agent's memory off the critical path — better recall, zero added user-facing latency.
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Three real, shipped mechanisms let you supervise an autonomous agent without killing the run. Here is which one fits your problem.
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Give Cursor, Claude Desktop, Cline, and Windsurf one shared, on-machine memory over MCP — no cloud, no vendor lock, in about ten minutes.
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Flows give you an event-driven graph without writing threading or a state machine. Here's the whole control-flow vocabulary — @start, @listen, @router, and_, or_ — with copy-paste code for fan-out, join, and conditional branching.
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The 2026-07-28 spec removed tasks/list — in a stateless protocol the server can't enumerate 'your' tasks. So you carry the claim ticket. Lose the id and the work is orphaned. Here's the client-side store that stops that happening.
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A deep agent is a plain tool-calling loop plus four batteries: a planner, a filesystem, subagents, and context management. Here's create_deep_agent end to end — a working research agent in ~15 lines, then how to add a custom subagent.
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CrewAI 1.14 made memory a backend you own instead of a black box it ships. Here's the copy-paste path from the bundled default store to your own Qdrant — and the one config field whose name will confuse you.
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A multi-agent run that dies at step 4 shouldn't restart at step 1 — and pay for steps 1–3 again. Here's the copy-paste code to checkpoint Flow state, kill the process, and resume exactly where it stopped.
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The 1.15 line moved flow authoring from decorated Python classes toward data you can load, version, and review — plus one small feature that finally answers 'what did this agent run cost me?' Here's what actually shipped and whether it's worth the upgrade.
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You've ruled out running a server. Now it's Chroma or LanceDB — and the choice isn't recall quality. It's whether you're optimizing for the fastest path to shipping or for the shape of the data itself.
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On the same July that Doubao and Qwen switch their companion agents off to comply with Beijing, the U.S. approach is visible in a different shape entirely — laws that keep the product legal and instead fence the harm, especially to minors. Same product, opposite bet.
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Microsoft and Anthropic ship lazy tool loading as a config flag. Here's the same discover/load/unload loop in ~40 lines over a plain MCP client — no framework, and you keep the allow-list as your security boundary.
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ARD's technical story is a discovery layer. Its guest list is a distribution story — and for a solo founder, distribution is the part that decides whether an agent ever finds you.
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Four protocols, four layers, zero overlap — a field guide to which one solves your problem, and when A2UI beats AG-UI.
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Two of the biggest agent rounds of the summer didn't fund another horizontal framework. They funded governed, vertical agents in regulated finance and human-supervised enterprise software — a signal about where the value is actually accruing, and what's left for a solo founder to build.
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The July 11 release deletes the original PagedAttention implementation and makes Model Runner V2 the default for every dense model. The innovation didn't die — it dissolved into the standard path.
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vLLM deleted the CPU–GPU sync in the model runner; SGLang deleted it in the speculative-decoding scheduler. The frontier of serving throughput in mid-2026 isn't a faster kernel — it's the war on the stall.
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Vercel's ephemeral compute primitive for untrusted, AI-generated code is generally available. Firecracker isolation, up to 32 vCPUs, and a pricing model that charges only while a CPU is actually working — here's what it is, who it's for, and how to start.
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Pydantic AI v2.9 shipped a /usage command for cumulative token tracking and — the real upgrade — exposed the run's usage_limits to your tools. Here's how to set a hard budget, read what's left from inside a tool, and stop a runaway agent before the bill lands.
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A code-forward walkthrough for getting every memory out as structured JSON you control — add, get_all, re-import — so no vendor's shutdown can delete your users' context.
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OpenAI audited SWE-Bench Pro, found ~30% of its 731 tasks mismark correct code as wrong, and pulled its own recommendation. If you pick a coding model on a two-point benchmark gap, you're routing on noise.
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In three releases across five days, the OpenAI Agents SDK made GPT-5.6 the default and quietly added 'hosted multi-agent beta support' — a path to run agent fan-out on OpenAI's infrastructure instead of your own. Here's what's actually in 0.18, and the decision it forces.
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The 2026-07-28 spec deletes the handshake and the session. Here's the concrete diff — drop `initialize`, read capabilities from `_meta`, and replace held-connection elicitation with Multi Round-Trip Requests — with old-vs-new code for each step.
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Mem0's token-efficient rewrite stops doing UPDATE and DELETE when it stores a memory, and pushes the hard part — reconciling contradictions — to read time. That's not a free win. It's a bet about where you can afford to spend.
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The 2026-07-28 spec kills server-initiated sampling but keeps elicitation — and adds a URL mode built for exactly the flows you couldn't do before: OAuth, credential entry, and payment setup that must never touch the model context.
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The release candidate everyone read for the deprecations buried the bigger change: MCP is no longer a session. It's a stateless request/response protocol you can put behind a plain load balancer — and that quietly rewrites how you deploy every server you own.
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