Interfaces & Contracts
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Related Articles from SNS
Neither Layer Alone: Epistemic Integrity Requires Hierarchical Joint Design for Long-Running AI Agents
Announce Type: new Abstract: Long-running AI agents fail not only when inference fails or tools are underspecified, but when independently evolving model and harness layers change the semantics of belief, capability, and goal commitments across their boundary - a failure class this paper terms Interface Volatility. This paper argues that Agent Epistemic Integrity (AEI) must be treated as a first-class architectural constraint, achievable only through joint model-harness design organized...
Kalshi is building a prediction markets 'Bloomberg Terminal' for high-end traders, source says
Prediction market platform Kalshi is developing a new interface for its highly engaged traders to track the company's prediction markets, according to a source familiar with the plans. The product, which the source compared to the "Bloomberg Terminal" for traditional equities and derivatives, is currently in alpha testing with a select group of traders on the platform and has been in development for about a month. Some of the features of the interface, which were shown to CNBC, include...
Vibe Coding Is Not Engineering
Vibe coding produces code. Engineering produces systems. The gap between those two things is where production failures live.
VASO: Formally Verifiable Self-Evolving Skills for Physical AI Agents
arXiv:2606.05395v1 Announce Type: new Abstract: Reusable robot skills are becoming the basic units through which embodied agents turn open-ended instructions into long-horizon physical behavior. We argue that, while foundation models have collapsed the cost of creating these skills, the cost of trusting them has not. Existing skill-evolution loops refine skills through execution feedback, unit tests, environment reward, or LLM self-critique, but these signals provide only trace-level...
STEPS: Semantic-Contract-Guided Scheduling for LLM-Assisted Natural-Language-Driven Edge AI Services
arXiv:2606.09537v1 Announce Type: new Abstract: Networked AI services are increasingly delivered through edge infrastructures to support latency-sensitive applications. Edge scheduling is critical for deciding where and how AI services are executed under limited communication and computing resources. Existing frameworks usually assume that requirements are given as numerical constraints, such as latency bounds, energy budgets, or cost limits.
SIGA: Self-Evolving Coding-Agent Adapters for Scientific Simulation
arXiv:2606.09774v1 Announce Type: new Abstract: Advanced scientific simulators expose specialized input languages that turn simulation goals into executable configurations, but learning them can cost domain scientists hours to days. We study simulator setup as a problem of agent-tool interface grounding: what minimal simulator-specific adaptations are needed for an off-the-shelf coding agent to operate real scientific software?
My automated doubt development process
This process originated out of a lack of trust. I lost trust early in my AI-assisted development due to allowing our LLM partners to do too much, too quickly and without the standard engineering practices I had come to internalize. Trust was regained by automating as much doubt as I could muster.
LegalZoom Promo Code: Exclusive 10% Off LLC Formations
LegalZoom is one of those online legal services that in most cases can handle basic legal tasks for you. I recently tried it out to make an LLC for my cosmic country band, Steel Fringe (shameless plug), and it appears to have worked just fine (we’re still waiting on a full evaluation from legal experts for a future guide to these services). If you use a LegalZoom promo code right now, you will get a discount on the service.
Zero-Poisson Ratio Elastomeric Substrates for Distortion-Free Stretchable Displays
arXiv:2606.03000v1 Announce Type: new Abstract: Stretchable displays are critical for emerging wearable electronics, soft sensors, and next-generation AR/VR interfaces. Although recent advances have enabled foldable, twistable, and rollable displays, intrinsically stretchable substrates often exhibit significant lateral contraction under tensile strain due to their high Poisson ratio, leading to unintended wrapping, distortion, and shrinkage. Here, we report a transparent...
Converted, Not Equivalent: Benchmarking Codebase Conversion via Observational Equivalence
Announce Type: replace Abstract: Coding agents increasingly act as codebase-scale collaborators that can assist with codebase conversion, but this progress has exposed a critical weakness: agents often over-trust their own local validation routines and declare success on artifacts that satisfy surface checks while violating the semantic contracts users actually care about. This problem is especially acute in codebase conversion, where prior evaluation is largely outcome-driven and therefore...