Operating model design, team structure, decision systems, and how execution scales without losing clarity.
55 posts
When model quality drifts toward table stakes, the competitive moat moves to the customer-facing interface that captures intent and turns it into proprietary context. Microagi’s free cleanings for recorded data are the robotics version of what marketing agents must build next.
ChatGPT Work feels like a marketing speed upgrade until you notice the real shift: the agent collapses drafting into finished multi-format artifacts, and the only remaining human step is deciding whether to ship. That acceptance gate becomes the new work primitive.
I keep coming back to IBM’s “11% readiness” stat. Most coverage reads it as a human literacy gap. My read is different: the missing piece is the product instrument panel that makes agent autonomy observable, auditable, and re-approvable. Treat the control gap as a spec, not a training problem.
Across roughly 400,000 Claude Code sessions, Anthropic found domain expertise predicts how much useful work an agent produces per instruction. OpenAI’s Codex adoption shows the same bottleneck moving into departments with real domain fluency. When execution gets cheaper, power shifts to what your o…
I keep coming back to the failure mode boards miss: it is not that leaders lack AI knowledge. It is that governance artifacts decay faster than frontier systems and agent workflows evolve. The fix is a governance clock with decision triggers.
Nineteen days can be the difference between “frontier advantage” and “ordinary output.” Anthropic suspended Claude Fable 5 on June 12 due to US export controls and nationality verification constraints, then restored it on July 1 with quota limits. The operational takeaway: model access is not a ste…
AI-assisted websites are starting to look alike, including underlying tells. If output is cheap and similarity rises, the market premium moves to managed variance. Semafor Intelligence is an early example of curation becoming infrastructure: anchored claims, preserved disagreement, and structured d…
I keep coming back to a leadership failure mode in AI content governance: teams walk in asking, “Is this AI?” and end up building a better detector and a worse product. The cleaner decision rule is simpler: reward additive intent, demand semantic clarity, and let community judgment downrank what fa…
A one-person agent workflow breaks the moment it leaves the builder’s laptop. The frontier right now is not smarter prompts. It is portable context: reusable, versionable “Skills” that turn team judgment into delegation-ready infrastructure. Control that layer, and you gain institutional leverage.
The revenue loop no longer waits for a Monday campaign calendar. Klaviyo moved Composer and Customer Agent into public beta, and Braze made Operator and Agent Console generally available. Together they show a new marketing product primitive: agentic, stateful decision policies that coordinate creat…
Usage charts can look healthy when agents do the work. But renewal risk quietly rises when agents replace the human champion who translated the product into business value. The durable counter is evidence your product emits by default, as renewal-grade artifacts.
When the EU Entry/Exit System went live, queues exposed a classic mismatch: probabilistic execution runs into deterministic institutional gates. The fix is not better models. It is the evidence contract, a product-shaped set of logs, decision traces, and provenance that auditors and receiving syste…