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betalyra

Official

@betalyra · Portugal

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16Public Repos
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17Published Skills

Software & AI made at the Atlantic

Skills Distribution
DomainAI Models & ...Model Orchestration (40%)Structured Data St.. (30%)Resilient Executio.. (30%)

Agent Skills by betalyra

Showing 17 vetted skills indexed across 1 GitHub repositories.

betalyrabetalyra
30

effect-uai-tool-call-approval

Gates sensitive tool calls behind human approval verdicts before execution.

Official
Advanced
betalyrabetalyra
30

effect-uai-multi-model-fallback

Retry AI conversations with alternate provider tiers on retryable failures.

Official
Advanced
betalyrabetalyra
30

effect-uai-model-council

Coordinate multiple AI models to answer prompts and select a winner via cross-model scoring.

Official
Advanced
betalyrabetalyra
30

effect-uai-streaming-structured-output

Decode and stream schema-validated JSON objects from model output as JSONL.

Official
Advanced
betalyrabetalyra
30

effect-uai-basic-usage

Stream model turns, invoke tools, and aggregate outputs into a final answer.

Official
Advanced
betalyrabetalyra
30

effect-uai-pause-resume

Pause and resume an in-flight agent loop using Latch primitives.

Official
Intermediate
betalyrabetalyra
30

effect-uai-structured-output

Return typed JSON objects validated locally against an Effect Schema.

Official
Advanced
betalyrabetalyra
30

effect-uai-multi-model-compare

Send one prompt to multiple providers and stream tagged outputs.

Official
Advanced
betalyrabetalyra
30

effect-uai-model-retry

Retry transient model failures with exponential backoff and jitter.

Official
Advanced
betalyrabetalyra
30

effect-uai-modify-output-stream

Format a Stream<TurnEvent> for transport via SSE or JSONL.

Official
Intermediate
betalyrabetalyra
30

effect-uai-migrate

Apply per-version rename tables and behavior-change rules to migrate effect-uai call sites.

Official
Advanced
betalyrabetalyra
30

effect-uai-mid-stream-abort

Cancel in-flight model turns using Effect's Stream.interruptWhen and Deferred signaling.

Official
Advanced
betalyrabetalyra
30

effect-uai-auto-compaction

Summarize older conversation turns to stay within token budgets.

Official
Advanced
betalyrabetalyra
30

effect-uai

Builds AI agent loops with Effect-uai primitives like loop and streamTurn.

Official
Advanced
betalyrabetalyra
30

effect-uai-embedding

Convert text and images into vector embeddings for semantic search and retrieval.

Official
Intermediate
betalyrabetalyra
30

effect-uai-agentic-loop

Buffer user messages and debounce typing into batch turns for chat agents.

Official
Advanced
betalyrabetalyra
30

effect-uai-streaming-tool-output

Stream intermediate tool events and reduce them into a single structured final result.

Official
Advanced

Frequently Asked Questions About betalyra

FAQPage Schema
What specific tasks can be performed using these primitives?

These primitives enable structured JSON streaming, multi-model consensus scoring, human-in-the-loop execution gating, and resilient retry logic for transient model failures. You can also perform semantic vector embedding generation and manage complex stateful conversation loops with built-in token budget compaction.

Which engineering personas benefit from this library?

This library is designed for TypeScript engineers building production-grade distributed systems who require strict type safety and functional error handling. It is ideal for developers integrating complex model interactions into existing Effect-based architectures who need granular control over streaming, state, and execution flow.

What are the prerequisites for implementing these capabilities?

Implementation requires a project environment configured with the Effect ecosystem. Developers must define schemas for structured output validation and configure provider credentials for the models being orchestrated. The library integrates directly into existing Effect-based codebases to manage stream lifecycle and deferred signaling.