How do I install the Praisonai Foundation skill?

Run npx skillmds@latest add ryan-brosas/praisonai-foundation in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Praisonai Foundation safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Praisonai Foundation?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Praisonai Foundation free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Praisonai Foundation?

ryan-brosas (@ryan-brosas) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Praisonai Foundation by ryan-brosas

Name: Praisonai Foundation
Author: ryan-brosas

Praisonai Foundation

Use when porting PraisonAI agent-runtime machinery — LLM completion recovery ladders (classify → compress-context / fallback-model chain / bounded backoff), hard cost-budget guards, fail-closed BEFORE_LLM hook gates, streaming-first fallback routing that never double-executes tools, tool retry policies with denial-key short-circuits and non-idempotent guards, per-agent-instance circuit breakers with GC finalizers, hash-keyed tool-loop detectors, and guardrail regeneration with fail-closed LLM judges.

ryan-brosas Updated Sep 17, 2026

File contents

praisonai: Agent chat-and-tool-execution kernel

Foundation contract

This is a cold, source-specific foundation, not an operational procedure. It is historical, revision-pinned evidence rather than timeless guidance. Current project source, tests, requirements, and runtime behavior outrank this projection and decide what ships.

Provenance and revision

Source record: praisonai; portable upstream identity, license, coverage caveats, and retrieval history are preserved in the index.
Recorded revision: main@d82364ec23a83fd9a6e2e849a5285442b4734ca3.
Full provenance, coverage caveats, boundaries, and preserved evidence: references/index.md.

Topic map

Representative topics: Completion recovery ladder; Budget guard; BEFORELLM hook gate; Streaming fallback routing; Tool retry ladder; Circuit-breaker scoping; Loop detection; Guardrail regen + fail-closed judge.
Scope and retrieval questions: references/index.md#use-this-for.
Complete capsule chooser: references/index.md#load-the-matching-source-dump.
Detailed grouped map: references/index.md#capsule-map.
Source limitations and portability boundaries: references/index.md#boundaries.

Retrieval

Open the index, choose one capsule matching the active question, and load only that capsule. Revalidate its cited source and revision before relying on it. Do not bulk-load the inventory, treat historical claims as current truth, or apply this foundation as a procedure.

---name: praisonai-foundationdescription: Use when porting PraisonAI agent-runtime machinery — LLM completion recovery ladders (classify → compress-context / fallback-model chain / bounded backoff), hard cost-budget guards, fail-closed BEFORE_LLM hook gates, streaming-first fallback routing that never double-executes tools, tool retry policies with denial-key short-circuits and non-idempotent guards, per-agent-instance circuit breakers with GC finalizers, hash-keyed tool-loop detectors, and guardrail regeneration with fail-closed LLM judges.---# praisonai: Agent chat-and-tool-execution kernel## Foundation contractThis is a cold, source-specific foundation, not an operational procedure. It ishistorical, revision-pinned evidence rather than timeless guidance. Currentproject source, tests, requirements, and runtime behavior outrank thisprojection and decide what ships.## Provenance and revision- Source record: `praisonai`; portable upstream identity, license, coverage caveats, and retrieval history are preserved in the index.- Recorded revision: `main@d82364ec23a83fd9a6e2e849a5285442b4734ca3`.- Full provenance, coverage caveats, boundaries, and preserved evidence: `references/index.md`.## Topic map- Representative topics: Completion recovery ladder; Budget guard; BEFORELLM hook gate; Streaming fallback routing; Tool retry ladder; Circuit-breaker scoping; Loop detection; Guardrail regen + fail-closed judge.- Scope and retrieval questions: `references/index.md#use-this-for`.- Complete capsule chooser: `references/index.md#load-the-matching-source-dump`.- Detailed grouped map: `references/index.md#capsule-map`.- Source limitations and portability boundaries: `references/index.md#boundaries`.## RetrievalOpen the index, choose one capsule matching the active question, and load onlythat capsule. Revalidate its cited source and revision before relying on it. Donot bulk-load the inventory, treat historical claims as current truth, or applythis foundation as a procedure.

Frequently asked questions