Cryptography meets AI Dev. Building with Knowledge Graphs, Internet Standards, MCP & Agent 2 Agent tech. Securing & structuring the intelligent web. :lock:🧠🕸️
New paper models humans as callable “tools” for AI agents—Capabilities, Information, Authority. Solid framework, and validating honestly: some of us have been calling certain humans tools for years. Finally, peer review.
arxiv.org/abs/2602.12953
Agent workflow frameworks (LangGraph, Autogen, CrewAI) have spent two years implementing Remember and Engage as state stores and message routing. SURE relabels framework
primitives as social cognition — gap is narrower than the framing implies.
microsoft.com/en-us/research…
Lab-published harness guidance encodes the lab's own infra: their tool semantics, error model, sequencing. Useful, but not portable. Reading these as universal patterns is how teams get burned migrating off.
anthropic.com/engineering/ha…
Calling harness engineering a discipline implies harnesses are stable enough to build expertise around. They aren't—they churn faster than the models.
martinfowler.com/articles/ha…
Grok Code Fast went 6.7%→68.3% on coding tasks. The harness changed; the model didn't. We've spent two years calling harness gains 'model progress.' What benchmarks rank is harness-model pairs, not models.
blog.can.ac/2026/02/12/the-h…
"Engineers are now curators" is a dangerous oversimplification. Agents handle syntax, not systems design. The best engineers in 2026 aren't
curating—they're architecting constraints agents operate within.
technologyreview.com/2026/04…
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Secure, cross-device identity verification is here! Chrome's new Digital Credentials API lets you ditch insecure methods & embrace a phishing-resistant, Bluetooth-verified connection.
Check it out→ goo.gle/4jRaNJJ