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The directory01 / 03 · Written guides
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Independently reviewed guides, articles, and recipes. Our summary comes before the source.
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49 guides
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Article · RetrievalDecide whether an AI assistant already knows this personAnkush explains how Construct uses Jev to match people and projects in its assistant’s memory, with a confidence threshold, an explicit no-match option and a fallback when the service fails.
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Article · Agent workflowsMake small chart changes without a full AI runJoão Viana explains how Lightdash uses Jev to interpret small chart changes, checks the choices, and sends requests that do not pass those checks back to its normal AI assistant.
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Article · IntegrationsLet an AI assistant combine tools and small decisionsEarendil explains why Pi now supports connected tools and a JavaScript workspace, with an example that gathers issue comments and asks Jev to judge their tone.
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Article · EvaluationUse Jev to check an AI assistant’s saved workChris Cooning introduces Arize AX’s built-in Jev evaluator, which turns saved information about an AI assistant’s work into yes-or-no, multiple-choice or graded checks.
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Article · ClassificationFifteen ways to use Jev without writing codeDaria Cupareanu explains how to connect Jev to an AI assistant through Amplifiers, with fifteen examples of sorting information and choosing next steps.
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Guide · EvaluationDesign decisions before choosing a modelAugustus teaches a planning method for jobs that might use rules, a classifier, a decision model, or a person. It starts with the outcome that matters and asks whether another judgment would actually change the action, rather than assuming every uncertain step needs AI.
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Guide · GuardrailsTurn a code change into release checks and reviewer requirementscheck-risk combines exact facts about a code change with focused Jev judgments. A project policy turns those signals into a risk level, required checks, and reviewer groups.
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Guide · EvaluationCheck whether a cited paper supports a claimPaper Trellis Citation Verifier links claims in a manuscript to the papers they cite, checks whether proposed quotations really appear there, and presents evidence for a reviewer to judge.
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Guide · Agent workflowsKeep selected evidence when Codex shortens a conversationfast-jev-compaction is an experimental Codex add-on. It selects old tool evidence to retain, lets Codex make its normal conversation summary, and adds the saved text beside it.
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Guide · IntegrationsFind changes worth reviewing in a project's Git historycommit-miner examines Git's saved code changes and asks Jev to flag possible bug or security fixes. Its labels are leads for a reviewer, not proof that a problem existed or was fixed.
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Guide · ClassificationBuild a guessing game around Jev's uncertaintyComponent Charades asks players to describe a hidden interface part without using banned words. Jev ranks 135 possibilities, letting players see where their clues are clear or ambiguous.
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Guide · IntegrationsAsk Jev questions about records in DuckDBDuckDB helps people analyze stored information, often in local files. This add-on asks Jev about selected records and returns answers that database searches can use.
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Guide · Agent workflowsUse Jev as one step in an Effect-based AI assistanteffect-uai supplies small building blocks for custom AI assistants. It lets a program use Jev for focused decisions alongside other models that write text, while keeping the sequence of actions under program control.
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Guide · EvaluationAsk one question of every functionevery asks a focused question about each function, a named block of code. It ranks likely matches and explains when a small code excerpt cannot answer a whole-program question.
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Guide · ClassificationFilter a video feed with one narrow questionFocusTube is a browser extension that hides YouTube Shorts and recommendations that do not look useful for focused learning. Instead of asking a model to rewrite the page, it asks one yes-or-no question about visible video metadata and reveals only results above a chosen probability.
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Guide · Agent workflowsChoose only the Git changes you intended to savegit-jev-stage helps separate mixed edits in a code project. It ranks pieces against the intended change, but the developer still reviews and chooses what is prepared for a commit.
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Guide · IntegrationsShow Jev judgments as Home Assistant readingsHA-Jev lets Home Assistant display a Jev answer as a reading or ask a question during an automation. It also tracks daily calls and estimated cost.
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Guide · Agent workflowsFind the right smart-home device before actingThis Home Assistant add-on breaks a spoken command into stages. It finds possible devices, asks Jev to choose among them, and passes unclear or complicated requests to another assistant.
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Article · Agent workflowsStart with one decision and an action you can undoA decision loop takes information in, makes one narrow judgment, applies a program rule, and then chooses an action. This guide starts with an action that can be undone.
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Article · IntegrationsConnect to Jev without its official code libraryThis reference explains how a program talks directly to Jev: what information to send, what answers come back, and which temporary failures may be tried again after a delay.
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Article · EvaluationUse confidence without treating it as certaintyThis guide separates which answer Jev favours from whether a program should act. It uses tested cutoffs and review routes rather than treating confidence as certainty.
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Article · ClassificationSort content while keeping a route for human reviewThis guide explains how to choose content labels, compare Jev's answers with people's labels, and decide which items can proceed automatically rather than entering a review queue.
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Article · Getting startedSend your first question to JevThis independent walkthrough shows how a program sends information and a question to Jev, then reads a choice or estimate instead of a written reply.
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Article · IntegrationsAsk Jev questions from a JavaScript serverThis JavaScript example asks Jev about a support message's department, frustration, and refund request. The program decides which answers are clear enough to use and which need a person's review.
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Article · GuardrailsKnow where Jev can failThis independent guide explains why restricting Jev to choices or ratings does not guarantee correct judgments. It separates questions about meaning from exact calculations and writing tasks.
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Article · Agent workflowsRoute each request to an appropriate toolThis guide separates fixed capability checks from Jev’s judgment about which workflow or model best fits a request.
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Article · IntegrationsUse Jev from PythonThis Python example asks for a department, frustration rating, and refund signal. Ordinary program rules decide whether to assign the ticket or ask a person to review it.
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Article · ClassificationSort support tickets with different rules for different risksThis support-ticket example turns several Jev answers into separate handling rules. Suggesting a team and starting a refund review need not use the same level of caution.
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Article · GuardrailsPut a risk gate before agent toolsThis guide checks an action proposed by AI software—such as sending a message or changing a file—before regular program rules allow, review, block, or reroute it.
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Article · EvaluationCount the costs around a Jev requestThis guide looks beyond Jev’s dated provider price to the surrounding work: preparing documents, running other models or browsers, retrying failures, and reviewing uncertain items.
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Guide · ClassificationTrack talking points without scripting speechIntelliPrompter compares a live transcript with unfinished talking points. It checks off covered topics in any order and lets the speaker correct the checklist manually.
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Guide · EvaluationImprove Jev questions with examples labelled by peoplejev-align is an experimental command-line tool for improving a Jev decision function from examples. It looks for uncertain cases, asks a person to supply labels, and proposes changes to the function's written definition instead of silently treating model output as ground truth.
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Guide · Agent workflowsAdd focused Jev checks to command-line assistantsjev-axi offers command-line tools for choosing, rating, sorting, and checking text. It reports predictable answers and usage details so an assistant's surrounding software can decide what happens next.
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Guide · Agent workflowsCheck the evidence behind an AI assistant's claim to be donejev-belay targets assistants that finish after editing files without running a meaningful check. Local rules inspect the work first; only an edited, unchecked turn is sent to Jev.
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Guide · GuardrailsReview an AI assistant's tools before running themJev Security Scan reads tool instructions, connection settings, and code before installation. It combines local checks with optional Jev review and reports evidence and blind spots rather than promising a security certificate.
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Guide · EvaluationSelect tests from a Git changejev-test-filter asks which tests a code change may affect. It always includes changed tests, includes uncertain cases, and can fall back to running everything when selective testing is unsupported.
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Guide · Agent workflowsTest a Jev decision before publishing a fixed versionJev Workbench is a local interface for writing decision questions, trying examples, and publishing fixed versions. Applications can keep using an approved version while later drafts change.
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Guide · RetrievalSearch approved code projects by described behaviourJevGrep helps people and coding assistants find code by what it does. It returns unchanged excerpts with file locations and requires separate approval before remotely searching each project.
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Guide · ClassificationFind useful computer logs without losing the archiveJev Logs adds usefulness and priority judgments to computer log records. Its recommended setup keeps the main archive complete and sends selected records to a separate, more expensive analysis step.
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Guide · Agent workflowsShorten command output while keeping a way to recover itjevprune reduces long command output before a coding assistant reads it. It keeps original text, protects important error context, and points back to saved ranges that were left out.
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Guide · RetrievalAsk Jev about selected PostgreSQL recordsjevql keeps exact database filtering in PostgreSQL, then asks Jev about selected records outside the database. A preview shows the planned work before any request is sent.
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Guide · RetrievalFilter SQLite rows by meaningjevsql adds Jev questions to SQLite, a small database often kept in one file. It lets people preview the work and likely cost before selected records are sent for judgment.
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Guide · EvaluationExplore browser tests while keeping exact pass conditionsJevTest is an unfinished browser-testing project. Jev may choose exploratory actions, while Playwright performs them and exact checks decide whether the goal was achieved.
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Guide · RetrievalSearch text streams by meaning with jgrepjgrep asks a written yes-or-no question about pieces of text, including logs and code changes. It returns matching source text rather than an invented explanation.
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Guide · IntegrationsConnect a Laravel web application to JevLaravel is a toolkit for building websites. This community add-on handles its connection to Jev and supplies a stand-in for testing how the application uses answers and handles failures.
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Guide · Agent workflowsTry completion rules before letting them interrupt an AI assistantlimpet compares an assistant's proposed final reply with written completion rules. It recommends observing decisions before enabling interruptions, then allows only one extra attempt when a rule triggers.
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Guide · RetrievalImprove the order of document search results with JevLlamaIndex helps applications search documents. This add-on lets Jev put promising passages first or select from search tools the application already provides.
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Guide · Browser useControl macOS through named interface controlsmacos-computer-use-kit lets AI software read and operate macOS controls through commands. It favors named buttons, fields, menus, and windows over guessed screen coordinates and can send input without taking over the user's pointer.
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Guide · GuardrailsReview database migrations before releaseTypeSafe Migration Guard asks Jev to label a database change SAFE or DANGER. Its documented release process blocks a live-environment change when the model returns DANGER.
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Guide · ClassificationSearch MySQL records by meaning with AILIKEAILIKE connects MySQL database searches to Jev. It tests written conditions about a record's meaning when an exact word or number comparison is not enough.
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Guide · ClassificationSort groups of n8n workflow items with JevThis n8n community add-on categorizes, rates, or checks items in a visual automation. Its guide explains question wording, batches, simultaneous requests, and separate routes for uncertain or failed items.
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Guide · IntegrationsAdd Jev questions to an n8n automationn8n builds automations by connecting visual steps. This community add-on supplies a Jev question step whose answer can determine what happens next.
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Guide · RetrievalFind a route through connected information with JevNeo4j keeps information as items joined by named relationships. This demonstration asks Jev about sampled nearby links and can continue along several promising routes toward a goal.
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Recipe · ClassificationSort bank transactions while keeping the sums exactA budgeting recipe asks Jev to interpret merchant descriptions, while ordinary software separates income from spending and calculates category totals.
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Recipe · Browser useLet a browser assistant choose from visible actionsThis browser recipe gives Jev a list of available controls and shows why an assistant's claim of success still needs an exact check.
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Recipe · ClassificationChoose categories without closing the wrong branchA product-sorting recipe compares choosing from every category at once with keeping several likely departments before choosing a narrower category.
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Recipe · ClassificationAdd searchable labels to product descriptionsThis recipe turns product descriptions into categories and tags that a database can search, while leaving prices and exact comparisons to ordinary software.
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Recipe · ClassificationCheck duplicate records before merging themThis recipe compares pairs of organization records and separates likely matches, different organizations, and cases that need a person's judgment.
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Recipe · ExtractionOrganize text files without moving the originalsA file-organizing recipe previews proposed folders and names, then copies documents only when explicitly told to apply the plan.
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Recipe · ClassificationPreview email labels before changing your inboxThis recipe categorizes Gmail messages and suggests reply or deadline labels, with a preview mode and explicit permission before applying changes.
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Recipe · RetrievalFind a help article without forcing a false matchA search recipe compares keyword matching, Jev choosing from search results, and Jev choosing from a whole small help library.
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Recipe · ExtractionSelect invoice details from values already on the pageThis recipe extracts possible dates, amounts, and references with ordinary software, then asks Jev to choose the invoice fields from those candidates.
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Recipe · ClassificationShow why a sales enquiry receives its priorityThis recipe rates fit, buying influence, need, timing, and budget separately, then combines them with weights the sales team can inspect.
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Recipe · ClassificationDecide which computer alerts need urgent attentionThis recipe compares a general severity rating with separate questions about outages, security, data loss, and payment failures.
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Recipe · GuardrailsGive uncertain moderation decisions a human review routeA moderation recipe uses separate checks for different risks and keeps the decisions to publish, hold, block, or escalate in program rules.
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Recipe · ClassificationGive an article more than one useful tagThis recipe checks every tag separately and shows how changing the acceptance cutoff trades fewer incorrect labels for more missed topics.
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Recipe · ClassificationFind database columns that may hold personal informationThis recipe combines recognizable data patterns with Jev judgments to identify possible personal information and suggest handling categories.
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Recipe · ClassificationSort support messages with four separate questionsThis recipe asks Jev which team a message needs, whether it is urgent, how frustrated the customer sounds, and whether they want a refund.
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Guide · IntegrationsAdd Jev questions to a Node-RED automationNode-RED builds automations by connecting message-processing steps. This add-on asks Jev questions about a message and makes both answers and failures available to later steps.
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Guide · IntegrationsAsk Jev questions about records in PostgreSQLpg-jev connects PostgreSQL, a system for storing organized records, to Jev. It lets a database ask questions about selected information and use the answers in later searches.
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Guide · ClassificationAdd labels to PostgreSQL records with Jevpg_typesafe lets PostgreSQL send selected text to Jev for a category, rating, or yes-or-no estimate. Its guide covers the connection and the limits of asking an outside service.
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Guide · GuardrailsAdd layered safeguards to a coding agentPi Jev Guard is an experimental extension that checks actions proposed by coding software. It combines exact local rules for known hazards with optional Jev questions about destructive work, unauthorized data transfer, task drift, and conflicts with project instructions.
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Guide · GuardrailsCheck an AI assistant's next step with JevThese examples use Pydantic AI, a toolkit for AI assistants, to ask Jev a question before another model runs, a computer command executes, or a game action is chosen.
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Guide · RetrievalFind visual references without losing their source creditsRefGarden gathers images and short clips for creative research. In the local app, Jev chooses search phrases and highlights references from written titles and descriptions while source links and rights cautions stay visible.
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Guide · EvaluationLearn from a failed robot control loopThese notes follow a simulated robot controller that first made no progress, then completed a route through four target points. The author preserves the failed run and explains changes to the rating scale and stalled-movement handling.
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Guide · IntegrationsConnect RubyLLM applications to JevRubyLLM gives Ruby programs a common way to contact AI services. This add-on supports Jev's choices and ratings while rejecting requests for chat replies or streamed text.
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Guide · EvaluationMap meaning across a long documentSemantic Microscope draws a map of sentence-level judgments, helping readers inspect a long document without replacing its text with an AI summary.
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Guide · Agent workflowsUse Jev answers in command-line automationSemDecide lets small automation programs ask Jev about text. It returns predictable answers and separate status numbers so uncertainty is not mistaken for yes, no, or success.
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Guide · IntegrationsAdvance presentation slides from spoken meaningSlidePilot asks whether a presenter has finished an idea and is ready to advance. Ordinary software combines those answers and can cancel a move if speech resumes.
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Guide · EvaluationGive coding agents focused quality evidenceSupercov combines an existing test command with named code-quality and security questions. It turns uncovered paths and scored source files into small findings that a coding agent can inspect, test, or refactor, rather than asking the agent to improve an entire codebase without a measurable target.
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Guide · Agent workflowsTurn a written request into a permitted tinystruct commandtinystruct organizes a program's named actions. This add-on asks Jev which action fits a written request and gathers its required details before ordinary software decides whether to run it.
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Guide · EvaluationGroup repeated computer logs before judging their importancetocsin reduces a large log stream to recurring templates before asking Jev whether each pattern should page someone, create a ticket, or remain in logs. The approach targets repeated messages, where judging every individual line would waste requests without adding useful context.
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Guide · IntegrationsHandle uncertain Jev answers in a Rails applicationThis community library connects Rails web applications to Jev, records service use, and offers rules for handling answers that are not clear enough to act on.
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Guide · IntegrationsUse Jev to understand Home Assistant voice commandsThis add-on turns spoken requests into Home Assistant's existing actions. It asks for clarification when devices are ambiguous and can pass other requests to a second assistant.
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Guide · ClassificationChoose one answer from a set listA Choice question asks Jev to pick from a list you provide. This guide explains how to write clear options, understand the result, and send uncertain cases for review.
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Guide · Agent workflowsWhere Jev fits inside software made by an AI assistantJev cannot replace an assistant that writes code. It can help the finished program choose from a list, rate something, or answer a yes-or-no question.
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Guide · GuardrailsUse confidence without confusing it with correctnessConfidence summarizes how strongly one answer stands out from the others. It can help a program choose when to act or check again, but it is not proof.
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Guide · Getting startedConnect a Go application to JevThis community library helps Go programs ask Jev questions. Its guide follows one request from private-key setup through a time limit, error checking, and reading the answers.
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Guide · Getting startedConnect a Java application to JevThis community library helps Java applications send Jev questions and read the answers. It also offers controls for waiting time, repeated attempts, and different kinds of failure.
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Guide · IntegrationsConnect a JavaScript program to JevThis short official guide shows how a JavaScript program connects to Jev with a private key, sends a named question, and receives an answer in a predictable form.
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Guide · GuardrailsKnown limits of Jev 1.13TypeSafe describes where Jev 1.13 can go wrong, including arithmetic, misleading text, unclear instructions, and questions that depend on several reasoning steps.
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Guide · Getting startedWhy TypeSafe trains Jev to decide, not chatTypeSafe explains why it trains Jev for narrow decisions and checkable probabilities rather than conversation. These are the company’s design claims, not independently established results.
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Guide · ClassificationAsk one yes-or-no question with NoulNoul returns a number from zero to one for how likely yes is. The program decides which numbers lead to action, rejection, or further review.
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Guide · Getting startedChoose the right kind of Jev questionJev offers three kinds of question. This guide explains when to use each and why several focused questions can be clearer than one complicated judgment.
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Guide · IntegrationsConnect a Python program to JevThis official guide shows how a Python program connects to Jev with a private key, sends several named questions, and receives clearly labelled answers.
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Guide · IntegrationsUse the TypeSafe Python library in an applicationThis Python library guide explains connection choices, failed requests, expected answers, and records used to investigate problems. Those records can include private material from requests and responses.
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Guide · EvaluationRate one quality on a clearly described scaleScore places an item along ordered, described levels. Its number is the average position formed from the probability Jev assigns to every level, not an exact measurement.
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Guide · Getting startedGive Jev the right stateState is the information Jev reads to answer questions. It can be plain text or labelled information arranged by software, including text, numbers, true-or-false values, lists, and empty values.
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Guide · ExtractionOrganize a complex question with labelled informationLabelled fields can keep the parts of a complicated question separate, such as an invoice number, customer name, amount, and payment terms.
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Guide · Getting startedHow Jev makes focused decisions for softwareTypeSafe calls Jev a System One model. It reads supplied information and returns a limited kind of answer that a program can check and use.
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Guide · Getting startedFind a practical job for JevTypeSafe lists ways to use Jev in search, support, recruiting, and other work. Each idea begins with information to examine and a clearly defined question.
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Guide · Agent workflowsConnect a Scala program built with ZIO to JevThis community library connects Jev to ZIO, a Scala programming toolkit. It explains basic questions and larger patterns that coordinate several requests or repeat decisions as information changes.
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Guide · IntegrationsCheck a message's meaning as well as its formatZod checks whether information has the expected form. zod-jev adds questions about meaning, such as whether a message is respectful, without replacing those exact checks.
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Article · Agent workflowsA guide to helping AI assistants make safe choices from listsThis guide explains how to build an AI assistant that picks actions from a set list. It shows how to separate these choices from writing tasks and strict computer rules to keep the software safe.
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Guide · Agent workflowsUsing an AI tool to review code changes safelyYou will learn how to set up an AI tool to review code updates. The guide explains how to get risk reports and check the AI answers without letting the software approve changes on its own.
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Article · EvaluationTesting if a simple AI choice tool can grade like AI assistantsThis study tests whether an AI tool that picks from options can grade text as well as AI assistants. You will learn how their accuracy, speed, and costs compare when using identical grading rules.
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Article · EvaluationUsing an AI tool to check medical reports for factual mistakesThis guide explains how researchers test an AI tool that compares computer-generated medical reports against human-written ones. The software breaks down sentences to spot added, missing, or changed medical facts.
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Guide · EvaluationHow to safely launch an AI tool that makes choicesThis guide offers a checklist for safely launching an AI tool that chooses from options. It explains how to track its rules, handle errors, and test its choices before trusting it with real tasks.
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Article · Agent workflowsHow to set up a Claude AI assistant for coding tasksYou will learn how to adjust settings when moving to a new version of the Claude AI assistant. The guide explains how to balance cost, speed, and quality while keeping human control over important actions.
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Article · IntegrationsA guide to managing a decision AI and writing AI togetherYou will learn how to connect an AI that makes choices with an AI that writes text. The guide explains how to manage their access codes and track your spending through a single central gateway.
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- Article · EvaluationTesting if AI assistants follow option names instead of their instructionsYou will learn how researchers tested whether AI assistants choose answers based on familiar labels like yes or no instead of following the actual rules provided for those choices.
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Article · Getting startedA beginner guide to using Jev for sorting support ticketsThis guide explains how to use Jev, an AI tool that picks from options instead of writing text. You will learn how to write clear questions and sort customer support tickets based on the answers.
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Article · Browser useUsing a choice-making AI tool to speed up automated web browsingYou will learn how a developer combined a web-browsing tool with Jev, an AI that picks from a list of options. This setup helps software click the right buttons on a webpage much faster.
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Article · GuardrailsA guide to catching mistakes when an AI tool makes choicesYou will learn how to safely use Jev, an AI tool that chooses from options. The guide explains how to catch wrong decisions, handle tricky questions, and use standard software to manage numbers and dates.
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Article · Agent workflowsMaking an AI coding assistant cheaper by hiding extra toolsYou will learn how one author used a sorting tool to hide unneeded options from an AI coding assistant. This method lowered the cost of running the software without changing how fast it finished the job.
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Article · Getting startedA beginner guide to testing how an AI makes choicesYou will learn how to use an interactive testing area to see how an AI chooses between different options. The guide shows examples like sorting customer support messages and controlling smart home devices.
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Article · Getting startedUnderstanding how Jev helps AI assistants make safe choicesThis article explains how to use Jev, an AI tool that chooses from options rather than writing an answer. You will learn how to test its choices safely and when to use it instead of standard AI.
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Article · Agent workflowsA guide to speeding up AI assistants using multiple-choice questionsYou will learn how to speed up an AI assistant by having it pick from set options instead of writing out answers. The guide explains how to group these simple choices to save time and money.
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Article · Agent workflowsChoose which AI assistant gets each jobThis article shows how to choose an AI assistant for a task, then save that choice for checking. The example program sorts the jobs; it does not carry them out.
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Guide · RetrievalHow to search a startup company database using AI rankingThis guide explains how to run a search tool that finds startup companies. You will learn how it narrows down thousands of options and uses an AI tool to rank the best matches.
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Guide · Browser useA guide to helping AI assistants control desktop computer applicationsThis guide explains how an AI assistant can read the hidden structure of desktop applications to find and click buttons. You will learn how it saves time by scanning basic outlines before looking closely at specific areas.
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Guide · EvaluationA guide to scoring how AI changes thousands of job skillsYou will learn how a project uses AI assistants to score thousands of job skills for automation risk. It shows how to break down careers into specific tasks to see where technology helps or takes over.
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Guide · EvaluationHelping an AI assistant make reliable choices from a listYou will learn how the AnyJev project helps an AI assistant choose from options instead of writing text. It tests ways to measure how confident the AI is, so people can safely automate routine choices.
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Guide · EvaluationA collection of early research on the Jev AI decision toolThis guide explains a collection of research papers testing Jev, an AI tool that chooses from options. It shows how researchers measure the software's accuracy, speed, and reliability when sorting information.
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Guide · EvaluationHow to test what an AI assistant should rememberThis guide explains a testing tool that helps an AI assistant decide which facts to keep. It checks if a detail matches the original conversation, will be useful later, and keeps the original meaning.
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Guide · Agent workflowsSet strict limits on an AI assistant reviewing software codeThis guide explains how to use a tool that forces an AI assistant to finish reviewing software code within strict limits. It shows how to set rules that give a clear pass or fail result.
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Guide · EvaluationDeciding when an AI assistant should clear its working memoryThis guide explains how a plugin helps an AI assistant decide when to clear its working memory. It combines two simple questions to suggest the safest time to save space without losing important details.
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Guide · IntegrationsLet an AI assistant choose safe actions from a strict listThis guide explains how to force an AI assistant to pick from a strict list of safe actions. It shows how to check the risk of a chosen task before letting the software actually perform it.
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Guide · EvaluationBuild a reading practice tool that finds mistakes in spoken wordsThis guide explains how to build a tool that checks reading out loud. It uses one program to turn speech into text, an AI tool to spot mistakes, and basic math to calculate a score.
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Guide · Agent workflowsOrganizing choices and memory for an AI assistantThis guide explains a proposed way to help an AI assistant handle complex tasks. It suggests organizing large lists of choices into smaller pages and sorting saved information by how important it is for the current step.
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Guide · ExtractionGuide to making an AI assistant pick exact answers from textAn AI assistant can be set up to find exact quotes or pick from a list of choices. The software highlights specific details in a document instead of writing new sentences.
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Guide · ClassificationSort and split mixed document files using plain instructionsThis guide explains how to read text from digital files, sort them into categories, and split large mixed batches into separate pieces. It shows how to set up the software and measure its sorting speed.
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Guide · EvaluationA guide to testing an AI that plays a video gameYou will learn how a project uses an AI tool to play a video game through a simulated spacecraft computer. It shows why developers must carefully separate strict rules from AI choices to find hidden errors.
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Guide · EvaluationTest how AI assistants control a virtual robot armThis project is a virtual laboratory that runs in a web browser. It lets people test how well different AI assistants control a simulated robot arm to complete tasks like moving or stacking blocks.
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Guide · Browser useA guide to using an AI assistant for web browsing tasksThis guide explains how to use an AI assistant to browse the web. You will learn how it picks actions, reads pages, reuses your signed-in accounts, and pauses before making purchases or deleting information.
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Guide · Browser useLetting an AI assistant use a physical mouse and keyboardThis guide explains how to connect an AI assistant to a physical mouse. The software looks at a screen, chooses actions from a list, and uses built-in rules to recover from mistakes like broken buttons.
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Guide · Agent workflowsHow to add fast decision tools to an AI assistant safelyThis guide explains how to connect an AI assistant to a tool that makes fast choices. You will learn how to test these decisions safely and ensure the software keeps working if the connection fails.
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Guide · ClassificationHelping an AI assistant understand vague requests before it actsThis guide explains how to use saved instructions to help an AI assistant figure out missing details. The software checks existing files before asking a person for help or making permanent changes.
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Guide · Agent workflowsOrganizing task instructions so an AI assistant can find them easilyThe author explains how to build a filing setup for task instructions. This helps an AI assistant search for the exact steps it needs to complete a job instead of reading through a massive list.
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Guide · RetrievalHow to search computer code for concepts using everyday languageThis guide explains a search tool that finds concepts in computer code. It covers how the software scores files, skips private information, and handles connection errors when talking to an AI tool.
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Guide · Browser useGuide to running a web-browsing AI assistant with safer login handlingThis guide explains how to set up an AI assistant to click buttons and find information on websites. It supplies passwords through explicit secure settings and checks each proposed action against the actual page before acting.
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Guide · Browser useHow to test websites using a multiple-choice AI toolThis guide explains a tool that helps an AI assistant test websites. It lists the available buttons on a page and asks the AI to choose one, making the process faster and easier to repeat.
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Guide · EvaluationA guide to testing an AI tool that chooses from optionsLearn how to test an AI tool that picks from options. This guide explains how to use practice examples to improve the instructions you give the software, ensuring it makes reliable choices on real tasks.
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Guide · EvaluationA guide to testing the limits of the Jev AI toolThis guide explains how to test Jev, an AI tool that chooses from options instead of writing answers. You will learn where it works well, where it fails, and how to check its accuracy in real projects.
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- Guide · Browser useSafely control Mac applications using an AI assistant and saved instructionsThis guide explains how to let an AI assistant safely use Mac programs. The software checks the screen before every action, stops if it gets confused, and only follows saved instructions that have an exact digital fingerprint.
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Guide · EvaluationSort training data and measure changes in an AI assistantThis guide explains how to check text files for errors, use an AI tool to sort the information, and measure how the software changes after learning from the approved text.
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Guide · Agent workflowsA guide to preparing an AI assistant for incoming tasksThis guide explains how to use software that helps an AI assistant pick the right AI service level, executable tools, and saved instructions for a task before it starts working.
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Guide · Agent workflowsHow to connect an AI decision tool to a virtual robotThis guide explains how to connect a virtual robot to an AI tool that chooses actions. It shows how the software tests possible physical movements in a simulation before letting the AI decide what to do.
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Guide · EvaluationA guide to checking code for hidden mistakes using AIYou will learn how this project uses an AI tool to check computer code and documents for confusing mistakes. It explains how to set rules, test them, and review the results before making changes.
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Guide · IntegrationsA guide to giving AI assistants tools for making choicesYou will learn how to connect an AI assistant to a specialized decision-making tool. This guide explains how the software checks facts, sorts messages, and asks for human help when it is unsure.
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Guide · EvaluationHow to test an AI decision tool before using itYou will learn how to test an AI tool that makes choices. The author shares real tests showing how small changes to questions can completely alter the results, and why you need many tests to be sure.
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Guide · ClassificationHow to automatically sort proposed code changes using an AI toolYou will learn how to set up a tool that automatically adds category tags to proposed code changes. The guide explains how it safely reads the updates and chooses the right labels without running untrusted code.
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Guide · RetrievalA tool to hide extra computer text from an AI assistantThis project cuts down long computer responses before an AI assistant reads them. The guide shows how the tool decides what text to keep and how to set it up for your own tasks.
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Guide · RetrievalHelp an AI assistant find the right saved informationThis guide shows how to help an AI assistant find useful saved facts. It uses a tool to ask yes-or-no questions about many facts at once, keeping only the information needed to answer a user.
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Guide · Agent workflowsUsing an AI assistant to find and save job candidatesThis guide explains how to use an AI assistant to search professional profiles for job candidates. The software checks job titles, saves exact quotes that match your requirements, and leaves the final hiring choices to you.
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Guide · ExtractionFind and organize quotes from research files using an AI assistantYou will learn how to use a browser tool to search research files for specific answers. The guide explains how the software selects exact quotes and helps you keep a record of studies you include or reject.
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Guide · Agent workflowsGive an AI assistant only the saved instructions it needsThis guide explains how to organize saved instructions for an AI assistant. It shows how to write clear rules, force important safety steps to stay on, and check which instructions the software selects for each task.
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Guide · RetrievalBuild a search tool that checks multiple websites at onceThis guide explains how to build a custom search application. It uses an AI tool to pick the best search terms, check several websites at the same time, and sort the most useful links.
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Guide · RetrievalSearch text files by meaning instead of exact wordsYou will learn how to use a tool that searches documents for ideas rather than exact words. It explains how to combine search rules and find matching sentences across different languages.
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Guide · EvaluationScan a website for search engine problems using an AI toolThis project scans a website to find search engine problems. It combines standard technical checks with an AI tool that judges page quality. This creates matching documents and spreadsheets to help owners plan fixes.
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Guide · EvaluationChecking website search engine readiness with Jev SEOThis guide explains a software tool that checks if a website is easy for search engines to read. It shows how to run basic checks for free and limit spending on optional AI features.
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Guide · Browser useA guide to running social media research with an AI toolThis guide explains how to set up a tool that lets an AI choose specific actions to search social media. You will learn how it gathers real evidence and handles roadblocks like login screens or errors.
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Guide · IntegrationsHow to connect a Java web program to an AI decision toolThis guide explains how to link a Java web program to an AI tool called Jev. The software helps sort incoming information by asking the AI to make clear choices instead of writing open answers.
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Guide · EvaluationComparing ways to help an AI assistant play a video gameThis project tests different ways to guide software that plays the video game StarCraft II. It compares what happens when the software follows a strict plan, uses a loose guide, or acts randomly.
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Guide · Agent workflowsHow to build a fast voice assistant for Mac computersThis guide explains how to make a voice-controlled software assistant. It shows how the program quickly picks actions from a list, handles complex screen tasks, and avoids getting stuck in endless loops.
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Guide · EvaluationHow to test if an AI assistant's confidence matches its accuracyYou will learn how to measure if an AI assistant's confidence scores are reliable. The guide explains how to use past records to find the best balance between automated decisions and human review.
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Guide · GuardrailsTesting an AI assistant's past actions with multiple-choice questionsThis guide explains a tool that tests how well an AI assistant follows instructions. It asks multiple-choice questions to check if the software used the right tools, stayed on topic, or made mistakes.
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Guide · EvaluationTesting an AI tool that chooses from options instead of writingYou will learn how the author tests JevAny, an AI tool that picks from set options. The guide explains how to check its performance on text, images, and video while avoiding misleading test scores.
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Guide · Agent workflowsAutomate chat actions with conditional rules in SillyTavernThis guide explains how to use an add-on called Jeved to automatically guide an AI assistant. It shows how to set up rules that check the conversation and change the story or fix mistakes.
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Guide · RetrievalA guide to building a movie recommender with AI choicesThis guide explains how to build a movie recommendation system. It shows how to use basic search to find a shortlist of films, and then use an AI tool to pick the best match based on user rules.
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Guide · EvaluationTesting a free AI tool that chooses from fixed optionsThis guide explores a free AI tool that picks from a list of options instead of writing text. You will learn how the author tested its accuracy and speed against a commercial version using hidden questions.
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Guide · EvaluationTesting how well AI assistants play Texas Hold'em pokerThis guide explains a platform that tests how well AI assistants play poker. It shows how to separate cash games from tournaments and why adjusting for bad luck does not measure overall skill.
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Guide · Agent workflowsMap out future choices to help an AI assistant plan aheadThis guide explains how to use software that maps out possible choices for an AI assistant. It helps the software look ahead and pick a complete path instead of just guessing the immediate next move.
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Guide · Getting startedTeaching an AI assistant to pick the best option from a listYou will learn how to train an AI assistant to select an answer from a specific list. The guide shows how to make the software report how confident it is in every possible choice.
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Guide · IntegrationsA guide to running an AI tool that chooses from optionsYou will learn how this software runs locally to categorize text, rate issues, or answer yes-or-no questions. The guide explains how it calculates scores and lists the hardware used to test it.
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Guide · EvaluationHow to train and test a local AI decision toolThis guide explains how to set up and test Kev, a free AI tool that reads text and chooses answers from a list. You will learn how to teach it specific rules for sorting your own information.
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Guide · EvaluationTesting the speed and energy of an Apple AI decision toolYou will learn how the author adapted an AI decision tool for Apple computers. The guide explains how to measure its true speed and energy use, showing both successful tests and missed goals.
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Guide · EvaluationTesting memory and speed for a Mac AI that makes choicesThis guide shows how to test an AI tool that makes choices on an Apple computer. It explains how to measure the trade-off between using less computer memory and getting faster answers.
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Guide · EvaluationHow to guide planning software using plain English rulesThis guide explains how to use everyday words to stop planning software from making forbidden moves. It shows how the software translates future steps into simple terms so a decision tool can judge them.
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- Guide · Agent workflowsHow to control Ableton Live music software using short everyday sentencesThis guide explains how to set up a tool that lets you control Ableton Live with everyday language. It covers how the software understands commands, checks them for errors, and safely undoes mistakes.
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Guide · Agent workflowsSplitting tasks to help software play a video gameA creator tests dividing game tasks between different software tools to play Minecraft. One tool plans the journey, while another picks immediate actions from a list of choices to complete the game without human help.
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Guide · Agent workflowsGuide to building an AI assistant that controls Android phonesThis guide explains how to connect an AI assistant to a real Android phone. It shows how the software looks at the screen, chooses actions, and avoids repeating mistakes.
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Guide · EvaluationHow to test one AI decision maker across four different video gamesYou will learn how the author tests a small AI tool that makes choices in four different video games. The guide explains how to use one set of saved instructions for multiple tasks instead of retraining the software.
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Guide · EvaluationA guide to mapping New York City complaints with AIThis guide explains how to download New York City public complaint records and use an AI tool to estimate their severity. You will learn how to build visual maps showing where issues are reported.
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Guide · IntegrationsCategorize text inside a web browser using open-jevThe open-jev project lets web browsers categorize text locally. This guide shows how to load these AI decision tools, ask multiple-choice questions, and manage device limits without sharing private data with an outside server.
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Guide · Getting startedA teaching guide for an AI tool that chooses from optionsThis guide explores a teaching example of an AI tool that chooses from options rather than writing an answer. It shows the basic parts needed to build software that sorts information by picking from set categories.
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Guide · EvaluationTest how different AI tools make choices on your computerThis guide explains how to set up a testing program on a personal computer. It shows how to connect a web screen to different AI tools to see how they sort information and choose from specific options.
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Guide · IntegrationsHost a private AI tool that chooses from set optionsThis guide explains how to set up a private AI assistant that picks from multiple-choice options instead of writing text. It covers testing the software and keeping large files saved on cloud computers.
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Guide · EvaluationA report on testing an AI tool that picks from optionsYou will learn how the author tested two versions of an AI decision tool. The guide explains how fixing small setup errors changed the test results and why keeping clear records matters.
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Guide · GuardrailsFinding the safety limits of an AI email sorting toolThis guide explains how a developer tested an AI email manager. It shows how the software sorts messages, handles hidden tricks, and why some safety tests fail to prove the system actually stops threats.
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Guide · IntegrationsBuild a Thai and English AI tool for sorting textThis guide explains how to train an AI tool to read Thai and English text and choose the best category for it. The author breaks the training process into clear, separate steps to track how the software was built.
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Guide · Agent workflowsA virtual world that separates AI choices from long plansThis guide explains how to run a virtual civilization that separates long-term software planning from immediate choices. It shows how to set up the simulation, review past actions, and manage the private access codes needed for different tools.
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Guide · GuardrailsAdding safety checks to an AI assistant using a decision toolThis guide explains how to check an AI assistant's planned actions before they happen. It uses a tool to spot dangerous commands, hide private information, and handle errors without breaking the workflow.
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Guide · EvaluationGuide to measuring the speed of an image sorting AI assistantThis guide explains how to measure the speed of an AI assistant that looks at an image and picks a category. It shows how to separate the software's thinking time from the total request time.
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Guide · EvaluationHow to combine purchase details and user connections to catch fraudThis guide explains how to build software that catches payment fraud. It shows how to look at individual purchases, map connections between users, and use an AI assistant to gather evidence before taking action.
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Guide · Agent workflowsHow software plays a phone game by tracking falling objectsThis guide explains how software plays a phone game by spotting falling drops and dodging bombs. The project calculates safe moves and controls the screen to catch items automatically.
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Guide · IntegrationsSet up a local AI tool that picks answers from optionsYou will learn how to set up Rizzo Flow, a project that lets your computer run an AI tool to pick from set options instead of writing text. It explains the hardware needed and how to test it.
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Guide · EvaluationTesting an AI tool that controls a simulated robot armYou will learn about a testing environment that measures how successfully an AI tool can guide a virtual robot arm to pick up, push, and stack objects without using cameras.
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Guide · Browser useFilter your X timeline with custom rules and an AI assistantYou will learn how to use a browser extension to hide specific topics on X. It uses an AI assistant to read posts, applying your personal rules while keeping close calls visible so you do not miss anything.
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Guide · EvaluationSet up a local AI tool that chooses from fixed optionsThis guide explains how to set up an AI tool that chooses from a list of options rather than writing its own answers. You will learn how to test it and use a public demo before installing it yourself.
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Guide · Agent workflowsHow to safely store and share saved instructions for AI assistantsThis guide explains how to build a private library of saved instructions for an AI assistant. It covers how to keep different users separated, suggest useful instructions, and block risky files from being added.
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Guide · EvaluationHow to test and rank saved instructions for AI assistantsYou will learn how to safely test a system that helps an AI assistant choose which saved instructions to use next. The guide explains how to check choices silently before letting the software act on them.
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Guide · IntegrationsUse the Solar AI model with the Jev choice systemThis guide explains how to use the Solar AI model as a stand-in for Jev. You will learn how to send it multiple-choice questions and get answers back in the exact same format Jev uses.
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Guide · ClassificationSkip YouTube sponsor messages using text and audio checksThis guide explains how a browser add-on finds and skips sponsored messages in videos. It shows how combining standard software with an AI tool can safely control video playback using captions or live audio.
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Guide · IntegrationsHow to switch AI decision tools without rewriting your softwareThis guide explains how to write software that asks an AI to pick from a list of options. It shows how to switch which AI service answers those questions without changing the main program.
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Guide · EvaluationA guide to speeding up AI assistants by splitting their workThis guide explains how to build AI software that divides its work. It shows how to use a fast tool for simple choices and a standard AI assistant for writing text and planning steps.
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Guide · ClassificationSort federal tax documents using saved rules and an AI toolThis guide explains how to automatically sort tax documents. It shows how to extract text from pages and match them to federal forms using saved rules instead of training new software.
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Guide · ClassificationHow to build an AI tool that finds and removes adsThis guide explores a test project that uses an AI tool to spot and remove website ads. It shows how standard software handles the actual removal while the AI only decides if something is an advertisement.
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Guide · Browser useHow to build a fast AI assistant that controls your computerThis guide explains how to build an AI assistant that controls a computer. It shows how the software reads screens, makes cheap choices from a list, and safely records its steps for later review.
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Guide · Browser useHow a browser extension uses AI to hide website clutterThis guide explains how a browser extension uses an AI tool to identify and hide annoying website clutter. It saves rules for future visits and keeps uncertain items visible to avoid breaking pages.
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Guide · IntegrationsHow to sort customer support messages using an AI toolYou will learn how to build a web form that uses an AI tool to read customer messages and decide which support team should answer them, while keeping your private access codes secure.
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Guide · IntegrationsSix ways to connect the Jev choice tool to your softwareThis guide compares six ways to connect software to Jev, an AI tool that chooses from options instead of writing text. It shows how each method changes the way your program asks questions and reads the answers.
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Guide · ClassificationA browser extension that checks your social media posts before sendingThis guide explains how to set up a browser extension that reads your social media drafts. You will learn how it uses an AI tool to score your posts against custom rules before you publish them.
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Guide · EvaluationTesting an AI tool that chooses options without generating textThis guide explores Von, a local AI tool that picks from predefined choices instead of writing new text. You will learn how to test if an AI changes its answer just because the options are shuffled.
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Article · RetrievalWhat should an AI assistant remember?Dhravya Shah tests ways to help AI assistants sort and save information. Some choices improve search results, but leaving out text can also mean losing details the assistant needs later.
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Article · GuardrailsA proposed design to force AI assistants to pass safety checksThe author proposes a way to make sure an AI assistant cannot skip safety checks before altering files. This guide explains how to build a mandatory roadblock that blocks risky actions if the check fails.
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Article · Getting startedA Spanish guide to using Jev for closed AI decisionsThis Spanish article explains how to use Jev, an AI tool that selects answers from a list you provide. You will learn how it works, what tasks it suits, and why it cannot write text.
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Guide · IntegrationsSorting customer requests to the right AI assistant using LayaYou will learn how to use an AI tool to sort incoming messages for a car rental service. The guide shows how to pick the right specialist assistant and check its answers before replying to the customer.
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Guide · Getting startedHow to sort customer support messages using an AI toolThis guide explains how to use Jev, an AI tool that chooses from options, to sort incoming customer messages. It shows how to set rules that send confusing messages to a human for review.
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Article · Browser useA guide to using Jev for fast AI decisions in softwareYou will learn about Jev, an AI tool that chooses from set options instead of writing answers. The guide explains how it works, its different question types, and how it helps software sort information quickly.
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Guide · Agent workflowsHow an AI tool plays Pong by making fast multiple-choice decisionsYou will learn how the author built a Pong game where an AI tool chooses how to move the paddle. The guide explains how the game keeps running smoothly while waiting for the software to make its choices.
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Article · EvaluationTesting an AI choice tool inside a workout coaching appA workout app tested an AI tool named Jev to manage coaching messages. This report shows where the tool succeeded in checking answers and where it lost to the app's existing software.
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Article · Agent workflowsHow to separate an AI assistant's choices from its writingThis guide explains how to build safer AI assistants by splitting their work. It shows how to separate writing text, making quick choices, and carrying out actual commands into different software parts.
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Guide · Getting startedA guide to using the Jev AI tool for making choicesThis guide shows how to use Jev, an AI tool that chooses from options instead of writing text. It explains how to give the tool information, ask multiple questions at once, and measure how sure it is.
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Article · EvaluationWhy fast AI trading choices need long-term performance trackingAn author compares a fast AI tool that makes quick trading choices to a system that tracks its own mistakes over time. You will learn why speed is different from being held responsible for bad predictions.
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Guide · Agent workflowsGuiding an AI assistant with safe choices and clear limitsThis guide explains how to use Jev, an AI tool that chooses from options, to help an AI assistant pick the right tasks. You will learn how to check answers and require human approval for risky actions.
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Article · Agent workflowsHow to connect an AI choice tool with strict logic rulesYou will learn how a software company connects an AI tool that picks answers from a list with a system that follows strict expert rules. This setup helps automate complex decisions step by step.
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Guide · Getting startedA beginner course on using AI to make automated choicesThis eight-lesson course teaches you how to use Jev, an AI tool that chooses from options instead of writing text. You will learn to build a system that automatically sorts customer support messages.
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Article · EvaluationComparing a fast AI sorting tool with a thorough AI assistantYou will learn how a fast AI tool compares to a thorough AI assistant for sorting store products. The author tests whether skipping the ability to double-check answers saves time without causing too many mistakes.
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Article · EvaluationUsing a private AI tool to pick from a list of optionsThe author explains how to use a private AI tool named Laya to make simple choices from a list. This setup filters out bad options first and keeps all information on your own computer.
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Guide · EvaluationFirst week numbers for projects built with the Jev AI toolThis report looks at the first week of projects made with Jev, an AI tool that chooses from options. It counts how many projects were shared, what they cost to run, and how fast they worked.
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Article · ClassificationHow to use an AI tool to make website search decisionsThe author shares a five-step method for using an AI tool to handle repetitive website search tasks. You will learn how to turn complex decisions into simple choices while keeping a person in charge of major changes.
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Guide · IntegrationsGuide to sorting and holding online store reviews with AIA guide to using an AI tool to check customer reviews for spam, personal details, and overall mood. This helps a store automatically publish safe reviews and hold questionable ones for a person to read.
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Article · ClassificationEight ways to use an AI choice tool for website tasksYou will learn eight ideas for using Jev, an AI tool that chooses from options instead of writing answers, to handle common website search ranking tasks like matching links and sorting pages.
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Guide · EvaluationGrading automated support messages with a multiple-choice AI toolThis guide explains how to use Jev, an AI tool that chooses from options instead of writing answers, to grade automated support messages. It shows how to compare the software's grades against actual human reviews.
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Podcast · EvaluationHow an AI tool is built to make choices for softwareThis interview explores how a creator built an AI tool to make choices for other software programs. It explains why training software to pick options works differently than training an AI assistant to chat with humans.
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Article · Getting startedA guide to using Jev for fast AI decisionsYou will learn how an AI tool called Jev sorts text and chooses answers from a list. The guide explains how to test it on repeated tasks before letting the software act on its own.
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Guide · IntegrationsSort incoming forms using an AI tool and a backup assistantThis guide explains how to build a system that reads incoming forms and sends them to the right team. You will learn how to use an AI tool to make choices and a backup assistant for uncertain decisions.
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Article · EvaluationTesting how well the Jev AI tool chooses from a listYou will learn how the Jev AI tool compares to four popular AI assistants when sorting messages and finding bad instructions. We explore its speed, cost, and how to use its confidence score to save money.
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Guide · Getting startedHow to use Jev to sort messages and make choicesYou will learn how to use Jev, an AI tool that chooses from options instead of writing answers. This guide explains how to set up an API key, which is a private access code, to sort incoming messages.
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Article · EvaluationTesting a new tool to grade AI assistant answersYou will learn how the authors tested a new grading tool called Jev. They checked if it could reliably score five fixed weather answers faster and more consistently than standard text-generating AI models.
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Article · EvaluationChecking if a simple AI decision tool can save you moneyYou will learn how to check if your software can save money by using Jev, an AI tool that chooses from options rather than writing an answer, for simple sorting tasks.
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Article · Getting startedHow to use an AI tool that chooses from optionsThis guide explains how to use an AI tool called Jev to make decisions. You will learn how to set up choices, handle uncertain answers, and use regular software to control what happens next.
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Article · Agent workflowsTen rules for building reliable AI assistants with clear choicesThis ten-step guide explains how to build safer AI assistants. It shows how to give the software strict multiple-choice options for making decisions, keeping math, writing, and real-world actions safely outside its control.
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Guide · Agent workflowsHow to split AI tasks into writing, choosing, and actingThis guide explains how to build AI software by dividing the work. One AI assistant writes text, a tool named Jev picks from options, and regular software follows exact rules to finish the job.
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Guide · Getting startedA plain English guide to the Jev decision making toolThis guide explains how Jev works, what it costs, and how it helps software make fast choices. You will learn how to ask it questions, measure its certainty, and understand its limits.
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Guide · ClassificationHow to sort support tickets using an AI decision toolThis guide shows how to use an AI tool called Jev to sort customer support tickets. You will learn how to ask the software multiple questions at once to decide if a message needs human review.
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Guide · Agent workflowsHow to make an AI assistant pause before deleting filesThis guide explains how to let an AI assistant do safe tasks automatically while forcing it to ask for permission before making major changes. The author tests this using a safe, temporary file system.
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Guide · EvaluationCheck if an AI support reply is ready to sendYou will learn how to use an AI tool called Jev to grade draft customer support messages. The guide explains how to set up categories to catch bad advice and save the results for human review.
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Article · EvaluationComparing five free alternatives to the Jev decision toolYou will learn about five free AI tools that make choices from a list of options. The guide explains how they differ and suggests which ones to try first on an Apple computer.
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Article · ClassificationUsing an AI sorting tool to organize business tasks fasterYou will learn how an AI tool that chooses from options can sort incoming business messages. The author shares seven ideas for using this tool to organize tasks before a person has to read them.
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Article · Getting startedHow to install a saved instruction to find fast AI decisionsYou will learn how to install a saved set of instructions for an AI assistant. This guide shows how to ask the assistant to find places where a fast decision tool could improve your software.
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Article · RetrievalTesting if an AI choice tool can improve search resultsA researcher tested if an AI choice tool could better organize search results. You will learn why combining search methods works best and how using an AI to grade its own work can create misleading scores.
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Article · IntegrationsA look at nineteen open projects using the Jev AI toolThis guide explores nineteen free projects that use Jev, an AI tool that chooses from options instead of writing text. You will see how people use it for games, flying drones, and organizing information.
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Post · Getting startedUnderstanding Jev as a multiple choice tool for AI assistantsYou will learn how to use Jev, an AI tool that makes quick choices from a list of options. The author explains why it is better for sorting information than writing long answers.
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Article · Agent workflowsTesting where a fast AI choice tool is actually usefulYou will learn about a new AI tool called Jev that chooses from options instead of writing answers. The author explores where its speed is helpful, like in games or robots, and where it falls short.
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Guide · EvaluationHow to score user disagreement with an AI assistant using JevThis guide explains how to use an AI tool called Jev to detect when people disagree with an AI assistant. It covers matching messages, scoring the reactions, and saving the results to track performance.
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Article · Agent workflowsHow a team found fifty ways to use a choosing AIYou will learn how a team of workers brainstormed ways to use Jev, an AI tool that chooses from options rather than writing an answer. They found dozens of ways to speed up daily tasks.
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Article · Getting startedNine early projects built with the Jev AI choice toolYou will learn how people are using a new AI tool called Jev. The guide explores early projects where this software sorts emails, checks safety, and picks actions while larger AI models handle the writing.
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Article · Agent workflowsTen steps to help an AI assistant make choices and organize tasksThis guide explains how to separate simple choices from writing tasks. It shows how to use an AI tool that picks from options to help software organize tasks, ask for human review, and run safely.
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Article · Agent workflowsA guide to using Jev for fast AI decision makingYou will learn how Jev helps AI software make quick choices from a list of options. The guide explains how it works, what it costs, and why it is useful for sorting messages or checking answers.
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Guide · Getting startedHow an AI tool makes choices instead of writing textThis article explains Jev, an AI tool that chooses from options rather than writing an answer. Software creators use it to sort emails, check safety rules, and make automatic decisions faster.
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Article · Agent workflowsWhy deleting parts of an AI conversation history can cause problemsYou will learn why removing single actions from an AI assistant's memory can confuse the software. The author explains how deleting past steps can accidentally increase costs and make the AI repeat its mistakes.
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Article · EvaluationTesting a fast AI tool to sort messages by difficultyThe author tests a new AI tool designed to choose options instead of writing text. The experiment explores whether this software can quickly and cheaply sort user questions by difficulty.
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Article · Agent workflowsHow to make AI assistants faster and cheaper by sorting tasksYou will learn how an AI tool that chooses from options can sort incoming messages, check safety, and pick the right software for a task without wasting time or money on a complex AI assistant.
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Article · EvaluationA Japanese summary of how the Jev choice tool might workYou will learn about a Japanese guide that explains outside tests on Jev, an AI tool that chooses options. It explores how the software might process information so quickly without officially knowing its internal design.
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Guide · IntegrationsHow to sort contact forms using Jev on NetlifyYou will learn how to connect a website to an AI tool that sorts incoming messages. This guide shows how to set up the software to automatically send contact forms to the right department.
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Article · EvaluationTesting an AI choice tool on a public chess scoreboardThis guide explains an experiment using chess to test Jev, an AI tool that chooses from options rather than writing an answer. The author compares its choices against other AI assistants on a public scoreboard.
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Article · GuardrailsGuide to using Jev to check AI assistant actionsThis guide explains how to use an AI tool called Jev to make quick decisions for your AI assistant. You will learn how to sort tasks and check for risky actions before the software carries them out.
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Guide · Getting startedHow to use Jev to sort text without writing new sentencesThis guide explores Jev, an AI tool that reads text and chooses from a list of options instead of writing answers. You will learn how to use it to sort messages or find specific information inside a document.
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Article · Agent workflowsSorting routine invoices and tickets with a simple AI toolThe author shares an idea for speeding up business tasks. A simple AI learns from past records to handle routine invoices automatically. It leaves the harder choices for a more advanced AI assistant.
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Article · Getting startedHow to use Jev to sort messages and make quick choicesThis guide explains how to use Jev, an AI tool that chooses from options rather than writing an answer. It shows ways to sort incoming messages, score information, and decide when to ask a person for help.
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Article · ClassificationHow the Jev AI tool makes decisions from custom optionsYou will learn about a short argument explaining how the Jev AI tool works. It explores how users can give the software custom options to choose from, rather than asking it to write out a full answer.
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Article · ClassificationUsing an AI tool to sort computer security alertsA security expert suggests using an AI tool to score and rank suspicious computer activity. This approach could help human analysts focus on the most urgent events during a cyber attack.
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Article · Agent workflowsUsing an AI tool that makes choices instead of writing answersThis guide explains how to use Jev, an AI tool that chooses from set options rather than writing text. You will learn how to sort messy information and decide when to use different AI tools.
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Article · Getting startedUnderstanding how the Jev AI tool chooses from given optionsYou will learn how Jev works as a quick sorting tool rather than a creative writer. The author explains how to use it to pick the best choice from a list so your software can take action.
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Article · EvaluationKeeping a clear record of AI choices instead of textThis guide explains an AI tool that picks from options instead of writing text. It covers how the software works, what early testers report about its speed, and why saving its steps is important.
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Article · EvaluationHow to check the steps an AI assistant takes to answerThe author tests ways to check how an AI assistant finds its answers. You will learn why looking at every step matters and how comparing different checking tools can help catch hidden mistakes.
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Article · IntegrationsBuilding an open AI tool that chooses answers instead of typingThe author built a free version of Jev, an AI tool that chooses from options rather than writing an answer. This guide explains how the project works and how it was used to play a video game.
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Article · EvaluationHow to score AI assistants using specific questions and fixed mathYou will learn how to test an AI assistant by breaking the evaluation into specific questions. This guide explains how to use an AI tool to pick answers and regular math to calculate a final score.
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Guide · IntegrationsA collection of free software using the Jev AI decision toolThis guide explores a large list of free software projects that use Jev, an AI tool that chooses from options instead of writing text. It explains how these projects are organized and checked for proof.
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Guide · IntegrationsHow to use the Jev AI tool on CloudflareThis guide explains how to connect a specific AI tool called Jev through Cloudflare. You will learn how to send it information and ask it to make choices about customer support, refunds, and account risks.
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Guide · Getting startedA beginner guide to making choices with the Jev AI toolThis independent website introduces an AI tool called Jev. It shows how to set up practical tasks, like sorting customer emails into the right department or checking if a draft reply answers a question.
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Recipe · RetrievalCheck if a source actually supports a generated claimLearn how to use an AI tool to check if a written claim matches a specific text. This helps catch cases where a statement sounds true but is not actually supported by the provided source.
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Guide · Getting startedHow to connect to Jev and ask your first questionThis guide explains how to get a private access code and send your first question to Jev. You will learn how to check your connection, format a yes-or-no question, and understand the AI's mathematical answer.
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Recipe · ClassificationSort customer support messages into departments using an AI toolThis guide explains how to use an AI tool to sort incoming customer messages into departments like billing or sales. You will learn how the software handles clear requests and what happens when a message is confusing.
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Guide · Getting startedUnderstanding how much the Jev AI tool costs to useLearn how Jev calculates its fees based on the amount of text you send it. This guide shows example costs and explains why combining questions or using other services changes your total bill.
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Recipe · GuardrailsCheck if a draft reply answers every customer requestYou will learn how to use an AI tool to compare a customer's message with a draft reply. This helps you see if the response actually addresses everything the person explicitly asked for.
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Recipe · Agent workflowsHow to help an AI assistant choose the right toolYou will learn how an AI tool selects the best action from a list of options. This guide explains why checking for close ties is safer than letting the software act on its first guess.
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Guide · Getting startedSort customer support messages into departments using an AI toolThis guide shows how to use an AI tool to read customer messages and assign them to specific departments. You will learn how to handle uncertain answers and manage common connection errors.
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Recipe · ClassificationSorting customer messages by real urgency instead of emotional toneThis guide explains how to sort incoming messages by their actual impact. It shows how to separate angry complaints about minor issues from calm warnings about real emergencies using clear rules.
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Guide · EvaluationHow to choose between Jev and a writing AI assistantThis guide explains how to sort incoming messages using two different AI tools. You will learn when to use an AI that picks from options and when to use one that writes out full answers.
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Guide · IntegrationsHow to connect Jev decision software through a central hubYou will learn how to route Jev through a central hub. This setup lets you manage your private access codes and track costs without changing how the decision software receives questions or returns its answers.
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Guide · IntegrationsGuide to using the Jev sorting tool with your softwareThis guide explains how to connect Jev, an AI tool that chooses from options, to your software. It covers how the tool sorts information, its strict limits, and when to switch to a standard AI assistant.
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Article · EvaluationHow the Jev AI tool chooses answers without writing textYou will learn how a researcher tested the Jev AI tool to figure out how it works. The guide explains how Jev reads shared information and chooses from options instead of writing out answers.
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Guide · IntegrationsA guide to projects built with the Jev AI toolThis list collects guides, software packages, and real-world examples for Jev, an AI tool that chooses from options rather than writing an answer. Visitors will learn how to connect it and see what others have built.
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Guide · Agent workflowsHow to build control software to guide an AI assistantThis guide explains how to build control software for an AI assistant. It shows how to use an AI tool called Jev to safely pick from a strict menu of actions instead of guessing.
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Guide · EvaluationHow to use an AI tool to quickly grade text and softwareThis guide explains how to use an AI tool that chooses from options to check information quickly. It covers how to ask specific questions, handle uncertain answers, and store the results in a separate system.
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- Guide · Agent workflowsSpeeding up AI coding assistants by splitting writing and choosing tasksThis guide explains how to split tasks between an AI assistant that writes code and a tool that chooses from options. It covers how this setup works, its speed benefits in tests, and its risks.
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Guide · Getting startedHow the Jev AI tool picks answers instead of writing textThis guide explains Jev, an AI tool that chooses from a list of answers instead of writing text. It covers how the tool works, its published costs, and why people use it to sort information.
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Guide · EvaluationTraining an AI tool to choose from options instead of JevJev is an AI tool that chooses from options rather than writing an answer. This guide explains why you cannot change Jev itself, and how to train or adjust other AI models for similar sorting jobs.
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Guide · ClassificationHow an AI tool sorts and judges text details of advertisementsThis guide explains how marketers use an AI tool called Jev to quickly sort the text details of thousands of ads. It shows how the software guesses which messages might work best before a company spends money.
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Guide · ClassificationHow marketers use an AI tool to sort and rank textThis guide explains how marketers use Jev, an AI tool that chooses from options rather than writing text, to quickly sort competitor ads, score written drafts, and rank potential customers based on strict rules.
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Guide · ClassificationUsing an AI tool to check website pages for search enginesThis guide explains how to use Jev, an AI tool that chooses from options, to review website pages. You will learn how it checks pages against your rules to help them show up in search results.
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Guide · Getting startedHow to use Jev to make fast choices about textThis guide explains how to use Jev, an AI tool that chooses from options rather than writing an answer. It covers how to ask questions, group requests together, and handle uncertain results.
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Guide · IntegrationsWays to connect the Jev choice tool to AI assistantsThis guide explains different ways to connect Jev, an AI tool that picks from options, to your AI assistant. You will learn how these connections help the software search the web, check facts, or pick the right tool.
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Guide · IntegrationsComparing free alternatives to the Jev AI decision toolThis guide explains that the Jev AI tool is private, then explores free community projects that try to copy how it works. You will learn how these alternatives make fast choices and where they fall short.
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Guide · Agent workflowsHow to use Jev to route work between AI assistantsYou will learn how to use Jev to organize a team of AI assistants. This guide explains how to choose the right assistant for a task, check their work, and keep humans in control of important actions.
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Guide · Getting startedHow much it costs to use the Jev decision toolYou will learn how the Jev AI tool charges for its services. This guide explains the real-world costs of sorting data, why asking multiple questions at once saves money, and what makes your bill go up.
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Guide · ClassificationA guide to using Jev for repeated software decisionsYou will learn how people use Jev, an AI tool that chooses from options instead of writing text. The guide explains nine common ways builders use it to sort information, check work, and guide AI assistants.
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Guide · Getting startedWhen to use a decision tool instead of an AI assistantThis guide explains how to split tasks between an AI assistant that writes and a tool called Jev that only makes choices. It shows when to use each one to sort information quickly and cheaply.
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Guide · Agent workflowsSafely approve routine commands for AI coding assistants using JevYou will learn how to set up an AI tool called Jev to automatically approve safe, reversible tasks for your coding assistant. This keeps dangerous actions blocked while saving you from clicking approve on routine work.
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Recipe · ClassificationSort and tag text in bulk using the Jev AI toolYou will learn how to use an AI tool called Jev to sort text into categories and apply tags. The guide explains how to process many items at once and set accurate rules using human-checked examples.
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Recipe · IntegrationsSort online comments using an AI choosing toolThis guide explains how to collect messages from Reddit and YouTube, then use an AI tool to decide if each comment is useful. This helps save good comments and ignore off-topic ones.
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Guide · Getting startedHow to set up and use the Jev decision toolYou will learn how to connect to Jev using a private access code. The guide explains how to ask questions and read the numbered answers when sorting things like customer support tickets.
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Recipe · GuardrailsSet up an AI checker to approve or pause automated refundsA safety check for an AI assistant can score proposed refunds against company rules. This setup automatically approves clear cases, blocks bad ones, and pauses uncertain situations for a person to review.
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Guide · IntegrationsHow to connect TypeSafe decision software to the OpenRouter serviceThis guide shows you how to point your existing decision software to a new service. You will learn how to update web addresses and private access codes to keep your setup working smoothly.
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Recipe · EvaluationCheck AI answers against company documents to save moneyThis guide explains how to use a cheaper AI assistant to answer questions, check its work against company documents, and only pay for a more expensive AI or ask a human when the first answer fails.
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Guide · IntegrationsHow to sort customer messages and help articles using AI choicesThis guide explains how to use an AI tool to organize customer support messages and find helpful articles. It shows how to ask the software questions and set rules for when to trust its choices.
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Guide · IntegrationsHow to track AI decisions and hide sensitive informationThis guide explains how to connect an AI decision tool to a tracking program. It shows how to record the questions asked and answers given, and how to turn on settings that hide sensitive information.
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Guide · EvaluationTurning written reviews into numbers for prediction softwareThis guide explains how to use an AI assistant to write questions about wine reviews. The answers become numbers so a prediction program can guess the human rating for each written review.
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Recipe · RetrievalHow to check if a document supports an AI assistant's claimThis guide explains a method to test whether an AI assistant's answers match the original documents. It shows how to spot made-up quotes, false claims, and statements that lack evidence.
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- Recipe · ClassificationGrouping business documents into broader categories when an AI is unsureThis guide tests a way to sort company reports into industry groups. If an AI tool is unsure about a specific industry, the system automatically assigns the report to a broader business category instead.
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Guide · ClassificationHow to score resumes by combining separate AI ratingsYou will learn how to ask an AI to score specific resume categories separately. Then, you can use standard math rules to combine those scores differently for different jobs without making the AI re-read the applications.
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Guide · Agent workflowsSorting voice commands based on how certain the software isThis guide explains how to design an AI assistant that handles simple voice banking requests automatically. It asks for user confirmation or human help when it is unsure or when the requested action is risky.
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Guide · EvaluationTesting how often an AI assistant makes the same choice twiceYou will learn how a test measures whether an AI assistant gives the same answer every time it checks a difficult message. It shows how letting the software admit uncertainty can make its automatic choices more consistent.
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Guide · EvaluationSending uncertain AI insurance claim decisions to a human reviewerThis guide tests how an AI assistant handles yes-or-no questions about an auto insurance claim. You will learn how to measure the software's certainty and send borderline decisions to a person instead of forcing an automatic choice.
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Recipe · ExtractionFinding and calculating dates in text with an AI assistantThis guide shows how to find dates hidden in documents. You will learn how to use an AI assistant to spot the date parts, and then use regular software to calculate the exact calendar day.
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Recipe · ClassificationFind matching products across different lists using an AI toolThis guide explains how to compare two lists of products and find duplicates. It shows how to safely merge matching items, ignore different ones, and send tricky cases to a human.
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Guide · Agent workflowsSpeed up an AI assistant by asking extra questions upfrontYou will learn a method to speed up an AI assistant by asking it several related questions at the same time. This guide explains how to group questions together and ignore the answers you do not need.
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Guide · Agent workflowsOrganizing information and tools for an AI coding assistantThis twelve-page guide explains how to build better AI coding assistants. It shows how to organize background details and use a decision-making tool to recommend tasks and permission outcomes while ordinary code remains in control.
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Recipe · Agent workflowsTurning everyday requests into specific software actionsThe author tests a method to translate everyday language into specific software actions. This approach asks an AI assistant multiple-choice questions to pick the right predefined task and fill in the required details.
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Guide · ClassificationHow to help an AI sort documents into deep categoriesThis guide tests two ways an AI assistant can sort text into large category trees, like patent types or store departments. It shows how checking multiple paths at once compares to picking a single path immediately.
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Guide · Agent workflowsHow to keep your software in control of AI choicesThis guide explains how to design software that handles exact rules and actions itself. It shows how to ask an AI tool to make small, specific choices when the software needs help understanding messy information.
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Guide · Agent workflowsHow to sort customer service messages using an AI assistantYou will learn how to set up an AI assistant to read incoming customer messages, figure out what the customer wants, and decide whether a computer program or a human should answer them.
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Recipe · GuardrailsFilter dangerous messages sent to and from an AI assistantThis guide explains how to check messages sent to and from an AI assistant for harmful content. It shows how to score risks and decide whether to block a message, allow it, or ask a person to review it.
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Guide · EvaluationGrouping multiple questions for an AI tool to read one documentThis guide tests asking an AI tool several questions about a long document at the same time. It shows how grouping questions lowered costs and sped up answers in a specific privacy law test.
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Recipe · ExtractionFinding exact email addresses and phone numbers in your documentsThis guide explains how to pull exact details like phone numbers and prices from documents. It shows how to gather options first and then ask an AI tool to pick the right one.
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Guide · Getting startedAsk Jev your first questionThis official guide shows how to try Jev in a web browser, then ask the same kind of question from your own software. It explains what to send and what comes back.
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Recipe · RetrievalHow to filter search results before an AI assistant reads themYou will learn how to test a method that checks saved documents before giving them to an AI assistant. This guide shows how to score text for relevance and hidden instructions to build better answers.
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Recipe · RetrievalSorting legal search results to put the best answers firstThis guide tests a way to improve search results. It uses a basic search to find a few possible documents, then asks an AI tool to score and sort them to bring the best answers to the top.
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Guide · ExtractionHow to check the information an AI assistant finds in textThe author tests a way to use a cheap AI assistant to find information in text. A specialized tool checks the answers and sends doubtful records to an expensive AI assistant.
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Recipe · RetrievalSearch a document line by line using an AI assistantYou will learn how to set up an AI assistant to search a document and point to the exact line that answers a question. It also checks if the text actually contains the answer at all.
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Recipe · Agent workflowsHelping an AI assistant choose the right saved instructionsThis guide tests a way to help an AI assistant pick the correct saved instructions. It reviews a large list of options and narrows them down before the software makes a final choice.
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- Guide · Agent workflowsHow a smart home assistant handles exact commands and normal conversationThis guide explains how to create a smart home assistant that controls devices like lights. It uses one AI tool to pick exact actions and another to handle normal conversation or split up complicated instructions.
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Recipe · ExtractionFix broken sentences and recover lost formatting in text filesThis guide explains how to fix broken sentences and identify headings in a damaged text file. The approach labels the text parts instead of asking software to rewrite the whole document.
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Guide · EvaluationHow to balance AI sorting mistakes and human review workYou will learn how to test an AI tool that chooses between options. The guide explains how to set rules that balance the number of automatic mistakes against the amount of work sent to human reviewers.
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