rokoss21 articles - 20 total
Swarm-IOSM: Orchestrating Parallel AI Agents with Quality Gates
How we built a continuous dispatch engine for Claude Code that runs 3-8x faster than sequential execution while enforcing production-grade quality standards
FACET: Contracts + Gates for LLM Systems
Stop doing improv theatre in production. Ship agents like software. Agentic tooling is moving fast:...
Parallel Agents Are Easy. Shipping Without Chaos Isn’t.
Introducing Swarm-IOSM — a Parallel Subagent Orchestration Engine for Claude Code Everyone...
History and Rationale of FACET
Purpose of This Document This document records the historical context, architectural...
FACET Glossary
This glossary defines normative terminology used across the FACET standard, specification, and...
FACET vs Existing Approaches
Status: Informative (but engineering-focused) This document positions FACET — Deterministic Contract...
Compliance Levels
Purpose This document defines compliance levels for FACET-related implementations. While...
Adapter Requirements
Purpose This document defines normative requirements for FACET-compatible provider...
Tool-Calling Failure Modes
Purpose This document catalogs real, recurring failure modes observed in LLM tool-calling...
Token Box Model
Purpose The Token Box Model defines a deterministic context allocation algorithm for LLM...
Adapter Philosophy
Purpose This document defines the architectural role and strict limitations of provider...
Reproducibility
Purpose This document defines reproducibility guarantees in FACET-compliant...
Canonical JSON Model
Purpose The Canonical JSON Model defines the stable, deterministic representation of AI...
The Contract Layer
Status: Informational Audience: AI system architects, framework maintainers, platform...
Why AI Contracts Failed (Before FACET)
Why schemas, prompts, and validators were never enough — and why a deterministic contract layer...
FACET Manifesto
Deterministic Contract Layer for Intelligence FACET is not a product. Not a framework. Not...
Engineering Is the Art of Saying “No” Early
Most systems don’t fail because they can’t do enough. They fail because they try to do too much, too...
Determinism Is Not the Opposite of Intelligence
In modern systems, we often treat nondeterminism as a feature. Especially in AI-heavy...
IOSM: an Algorithmic Engineering Methodology you can automate
Most engineering teams don’t fail because they lack talent. They fail because improvements are...
LLMs Need a Contract Layer — Introducing FACET v2.0
For the past few years, we’ve been trying to build reliable systems on top of LLMs using prompts,...