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Browse every matching Quick Start, Learn, Template, and Troubleshoot entry collected under this tag.
33 matching entries
hands-on
33
External note.com write-up by Takuma Yoshida (2026-10-29): on Kaggle Game Arena Bargaining, splitting negotiation principles into many small hosted TypeSafe Jev questions (then optionally moving calculable parts to Python) beat stuffing seven principles into one prompt.
hands-on
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External DEV write-up by Olivier Miossec (posted 2026-10-09, edited 2026-10-25): the mental model behind hosted TypeSafe Jev—state vs questions, Score / Noul / Choice, confidence thresholds, and writing atomic questions—with PowerShell examples that apply in any language.
hands-on
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External DEV write-up by Olivier Miossec (2026-10-01): use Doug Finke's Jev PowerShell module to gate Bicep What-If changes, review NSG rules, and triage Azure Policy linter findings with hosted TypeSafe Choice / Noul / Score questions.
hands-on
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External write-up by Takuma Yoshida at UnlockJapan (2026-10-26): four layouts that combine Cloudflare Clairic, TypeSafe Jev 1.14 and Claude Haiku 5.5 on 100 return/refund emails, with accuracy, cost and confidence-split results.
hands-on
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External build write-up by Rasik Rahman S (2026-10-21): a Lambda guardrail asks Jev three typed questions about each proposed agent tool call (risk, intent match, exfiltration), applies a threshold policy in code, logs to DynamoDB and returns allow, ask or block.
hands-on
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External write-up by Stas Slutsker on DEV (2026-10-20): one Jev call with a choice and a noul question decides whether a Hebrew stock-review RAG assistant runs its expensive generation, tested on 134 questions in Hebrew and English.
hands-on
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External write-up by Hamel Husain and Antaripa Saha (2026-10-20): use decision models such as Jev as eval judges, tune each model's threshold instead of trusting 0.50, compare cost and performance, and check calibration before reading scores as confidence.
hands-on
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External benchmark write-up by Arthur Katcher (2026-10-17): Jev 1.14 box on ScreenSpot-v2 and ScreenSpot-Pro with official scoring, plus a zoomed second look and five harness rules for click agents.
hands-on
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External experiment by Mo Al Mamun on DEV (2026-10-17): rules, Jev, an LLM and a rules+Jev hybrid route 3,080 Banking77 messages to 77 backend actions, with accuracy, latency, cost and referral trade-offs.
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External essay by Zach Landes (2026-10-14): put TypeSafe Jev and other decision models on the classic trolley dilemma, then read calibrated Choice answers — not chat.
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External Analytics Vidhya tutorial by Riya Bansal (2026-10-15): build a Python interrogation game where TypeSafe Jev answers seven Choice/Score/Noul questions per turn and your code owns the story.
release
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Jev 1.14.0 brings small gains everywhere and the biggest gain in multilingual support. Same price as 1.13. Experimental images, box type and long context.
hands-on
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External TDS article by Partha Sarkar (2026-09-27): use Jev Noul, Choice and Score for high-frequency GraphRAG micro-decisions—entity resolution, schema mapping, subgraph pruning—while LLMs keep synthesis.
hands-on
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External DeepEval blog and docs: define Noul, Score and Choice questions yourself; TypeSafe Jev answers them with calibrated probabilities; DeepEval turns the answers into a fixed, inspectable metric score with no evaluation LLM.
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External post from To Data & Beyond: nine Jev decision patterns, from model routing to confidence gating, with Python examples and small live comparisons against GPT-4.1 mini with structured outputs. The full post is for paid subscribers.
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External post from RevExOS: four quote-to-cash decision points mapped to Jev Noul, Choice and Score questions, with raw requests and responses, and a clear list of what Jev should not do in finance workflows.
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External post by the QuizPilot developer: how single-choice, true/false and multi-select questions map onto Jev, and a small self-written benchmark against two LLMs, with confidence used to pick answers for re-checking.
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External post by Sam Keen: running Open Jev locally on a MacBook with MLX, then pointing a Godot text adventure built for the TypeSafe Jev API at both models and comparing answers and confidence.
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External Product Compass issue by Paweł Huryn: Jev's three question types, how he uses one Choice question to moderate AskOne, and quick wins for PMs. Later sections are paid.
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External Flavio Copes recipe for text classification with Jev; sibling of his Node.js call-Jev post — verify against current TypeSafe docs.
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External DataCamp tutorial by Tom Farnschläder — call the Jev API and build a typed ticket router with closed answers.
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External OpenRouter cookbook — per-call Noul checks → approve/block/review thresholds instead of blanket HITL.
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External OpenRouter cookbook — check a cheaper draft with Jev before accept or escalate.
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External plain-English intro: typed answers, confidence branches, where Jev fits beside chat models.
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External walkthrough: SerpApi Google results → Jev Choice verdict (supported/contradicted/mixed/insufficient).
hands-on
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External DEV guide: setup, Choice/Score/Noul, cascade & retrieve-then-judge patterns, failure modes.
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External walkthrough: curl/Python/TS Noul, response shape, usage notes; pin model version.
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External course hub of Jev tutorials and guides; start from the tutorials index and the API quickstart outbound.
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External Node.js recipe for calling Jev; sibling of the Flavio Copes Jev deep-dive — verify against current TypeSafe docs.
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Let Jev propose or select candidate field values; deterministic validators own schema, ranges, and rejects.
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Route desensitized mail into shipping/refund/billing/other for human review—never refund or send mail from the model path.
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Call Jev from n8n via community node or HTTP; gate side effects on confidence — community node ≠ TypeSafe product.
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Retrieve candidates with your search stack; ask Jev which snippets are relevant enough to keep—code enforces the cut.