Trend memory
Evidence-linked trend hypotheses with confidence, counter-evidence, supporting signals, and explicit revision conditions.
/patterns.jsonOpen JSON index6 supporting signals
The agent-ready product boundary is a small set of observable, permissioned capabilities that external agents can compose safely.
Revise the thesis if embedded assistant interfaces consistently outperform explicit capability APIs on interoperability, reliability, permission control, and integration cost.
6 supporting signals
AI-native operating models are reorganizing work around specifying, routing, verifying, and owning agent output rather than maximizing individual production speed.
Revise the thesis if sustained AI adoption raises throughput without shifting review load, role definitions, decision rights, process metrics, or management practices.
5 supporting signals
Company memory becomes useful when real work continuously updates a governed knowledge layer, not when an agent merely searches a larger document pile.
Revise the thesis if retrieval-only systems match governed write-loop systems on repeated correction rate, freshness, provenance, access control, and rollback quality.
6 supporting signals
For production agents, the harness is becoming a more durable product boundary than the identity of the model running inside it.
Revise the thesis if model-provider coupling consistently produces better reliability and lower total migration cost than portable rules, tools, traces, and execution contracts.
4 supporting signals
Natural language is remaining a general input while the output is shifting toward bounded interfaces assembled for the task at hand.
Revise the thesis if generated task interfaces fail to improve completion, comprehension, correction, or approval quality over chat and conventional fixed product surfaces.
4 supporting signals
Agent skills are emerging as a portable capability layer, but their value depends on progressive disclosure, provenance, security review, and behavioral evaluation.
Revise the thesis if cross-harness reuse remains rare or if evaluated skill packages fail to outperform simpler local instructions and typed tools.
5 supporting signals
The primary bottleneck in agentic software delivery is moving from code production to the human and machine capacity required to verify it.
Revise the thesis if organizations sustain higher agent-generated change volume without increasing review queues, rollback rates, escaped defects, or evaluation investment.
5 supporting signals
The economically meaningful unit for agent systems is becoming cost per verified completed task rather than cost per token or model call.
Revise the thesis if token-level optimization reliably predicts lower total task cost without measuring failures, retries, human review, or completion quality.
6 supporting signals
An autonomous loop becomes operationally useful when completion is an external contract rather than a model's subjective decision to stop.
Revise the thesis if unsupervised continuation prompts match goal contracts on completion quality, budget control, recovery, auditability, and operator effort.
6 supporting signals
The useful design system for an AI development workflow is an executable context package, not only a visual component catalog.
Revise the thesis if agents using only component APIs match agents using references, design rules, browser verification, and feedback loops on quality and brand fidelity.
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