Agentics

Multi-agent debate systems are often credited to model capability. A new study isolates the protocol effect: RA-CR converges faster for consensus tasks, but argument diversity stays constant whether agents interact or not. Always-on debate is not automatically the right answer.

MCP connectors have become a commodity play. Cotality thinks the real product is the semantic layer underneath — YAML files that tell AI what property data means, not just what it says. Whether that prevents hallucinations or just makes them easier to trace is the open question.

85% of enterprise AI agents are in testing. 5% are in production. The RSAC floor knew exactly why: nobody has figured out how to turn them off.

AWS will essentially give its largest customers DevOps Agent for free through support credits — which means the real product is retention, not incident response.

The scariest AI failures are the silent ones: a wrong output that looks right, a degraded edge case nobody noticed.

Turns out the insider threat you've been training employees to spot is now a software update.

A Parisian chauffeur company built an MCP server that closes the booking loop entirely through AI agents — WordPress for fleet data, Stripe for payment, Zeplan for dispatch. Zero stars on GitHub. That part might not last.

The fix for a sync/async plugin mismatch required a core LLM plugin hook change. The reason: the ecosystem has grown large enough that plugins now need to know what other plugins have already registered.

Four execution contexts, one audit trail. OpenClaw 2026.3.31 ships a SQLite ledger that finally lets you see and cancel running workflows from the CLI — without custom tooling.

Amazon’s $35 billion contingent tranche has become the most disputed detail of OpenAI’s $122 billion raise — the AGI milestone that unlocks it remains contested, redacted in the filing, and publicly disputed by Sam Altman himself.

A judge found Perplexity broke the law scraping Amazon with its AI agent. A week later an appeals court pressed pause. That gap is where the future of agentic AI will be decided.