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Decision models

Compare decision-model providers, handle typed answers, calibrate probabilities and ground bounded decisions in web evidence.

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AI and agents

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Latest in this collection

A web evidence stream splits into bounded decisions in Wavect teal and violet AI & Agents

Parallel Decisions API: RAG for Decision Models in Practice

Turn current web evidence into bounded answers. A practical vendor-check example, with shared citations, optional confidence, batching costs and source limits.

Kevin Riedl
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Turquoise branching paths for an application choosing between defined processing routes AI & Agents

OpenAI Decisions API: Confidence, Refusals and Routing

A public-beta routing guide with a real request shape, per-question refusal handling, probability thresholds and a worked input-cost example.

Kevin Riedl
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Abstract branching paths illustrating a choice between Clef, Clef-flash and Jev, not benchmark measurements AI & Agents

Cloudflare Clef vs Jev: Pricing, Benchmarks and Migration

Clef brings open weights and vision to the Jev-style decision API. But price, confidence semantics and Flash results make migration less simple than it looks.

Kevin Riedl
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Abstract option-score bars illustrating decision calibration, not measured benchmark values AI & Agents

AnyJev: LLM Calibration and Option-Order Bias

A deeper look at Nokia’s AnyJev: why stable answers are not calibrated probabilities, what version 0.2.0 changes and how to evaluate a real router.

Kevin Riedl
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A decision splits an incoming business request into a controlled workflow and a review queue AI & Agents

Laya and Jev for Business: 6 Practical Workflows

Six practical ways to reduce manual handoffs with Laya and Jev. Includes n8n integration, review-first code and an honest support-routing business case.

Kevin Riedl
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Wavect editorial graphic separating model performance from product defensibility in the Laya vs Jev comparison AI & Agents

Laya vs Jev: What the Benchmarks Mean for AI Startups

Can an open specialist undermine a two-year head start? What Laya actually shows, what the Jev comparison misses, and where a defensible AI business can create value.

Kevin Riedl
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Complete article directory

  1. Parallel Decisions API: RAG for Decision Models in Practice
  2. OpenAI Decisions API: Confidence, Refusals and Routing
  3. Cloudflare Clef vs Jev: Pricing, Benchmarks and Migration
  4. AnyJev: LLM Calibration and Option-Order Bias
  5. Laya and Jev for Business: 6 Practical Workflows
  6. Laya vs Jev: What the Benchmarks Mean for AI Startups
  7. Jev AI Review: Decision Models for Agent Workflows
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