Tagged articles

budget enforcement

3 articles · Page 1 of 1

Oct 9, 2026 · Backend Development

Event-Sourced Reliable Execution Framework for Multi-Agent Video Generation

The article details a Java framework that uses event sourcing as the sole fact source, a deterministic rule table for control-plane decisions, and mechanisms for crash recovery, concurrency control, budget enforcement, compliance gating, and non-blocking human approvals to make long-running, costly multi-agent video pipelines reliable.

Java frameworkbudget enforcementcompliance gating

0 likes · 30 min read

Event-Sourced Reliable Execution Framework for Multi-Agent Video Generation

AI Waka

Apr 14, 2026 · Artificial Intelligence

From Prompt Chains to Python State Machines: Evolving Production‑Grade AI Orchestration

This article chronicles three generations of production‑grade AI orchestration—from fragile Claude Code skill chains, through adversarial sub‑agent pipelines with explicit judges, to a deterministic Python state‑machine built on the Claude Agent SDK—highlighting how structured control flow, task splitting, and budget enforcement dramatically improve reliability over raw prompt‑driven workflows.

AI orchestrationClaude Agent SDKLLM

0 likes · 19 min read

From Prompt Chains to Python State Machines: Evolving Production‑Grade AI Orchestration

Software Engineering 3.0 Era

Feb 6, 2025 · Artificial Intelligence

Training an Inference Model Rivaling OpenAI o1 and DeepSeek R1 for Under $50 in 26 Minutes

Researchers from Stanford and Washington trained the s1 inference model in just 26 minutes using under $50 of cloud credits, achieving performance comparable to OpenAI's o1 and DeepSeek's R1 by building a curated 1,000‑sample dataset and a budget‑enforced test‑time scaling algorithm.

AI benchmarkingQwen2.5budget enforcement

0 likes · 7 min read

Training an Inference Model Rivaling OpenAI o1 and DeepSeek R1 for Under $50 in 26 Minutes