Clinical Guardrails, Production Pricing and a Finance Agent That Reads SpaceX Filings
Five research items from the week of July 1, 2026.
Read MoreASync by Andre Cobham
Posts cover AI strategy, infrastructure, and automation from real client work. No filler.
Five research items from the week of July 1, 2026.
Read MoreFive research items from the week of June 25, 2026.
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Five items this week where the gap between research and production narrowed further. Enterprise agents are live, MCP has a structural flaw with real CVEs, and AI is compressing the time between vulnerability disclosure and active exploitation.
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Five items where security moved from research to active exploitation this week. Agents are both the new attack tool and the new defense layer, and real exploits are confirming the threat model.
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Five research items from the past 24 hours: agents coordinating at scale, PI-Hunter for prompt injection red-teaming, MiniMax Sparse Attention, fact-checking with RL, and GPT-5.5 in enterprise pipelines.
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Four arXiv papers and one OpenAI product update all landed this week on the same gap. Agents without persistent memory spend 5,000 to 20,000 tokens reconstructing context each session. HORMA cuts that to 22% of baseline. PROJECTMEM blocks repeated failures. The substrate paper shows why a single memory score hides three separate failure modes. Ebby breaks down each finding.
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