Tagged articles

loop architecture

2 articles · Page 1 of 1
Architect
Architect
Sep 7, 2026 · Artificial Intelligence

Loop Tech Behind GPT-6 Astra: Recurrent Depth, Trade-offs & Agent Verification

This article traces the Loop architecture lineage from Universal Transformer to recurrent depth, examines engineering challenges like placement, state drift, dynamic stopping, and KV cache, and argues that as internal computation decouples from parameters and visible reasoning, Agent verification must rely on external evidence like tests, approvals, and versioned artifacts rather than chain-of-thought alone.

Agent VerificationChain-of-ThoughtGPT-6 Astra
0 likes · 25 min read
Loop Tech Behind GPT-6 Astra: Recurrent Depth, Trade-offs & Agent Verification
JavaEdge
JavaEdge
Sep 7, 2026 · Artificial Intelligence

Loops and Graphs: Stop Micromanaging Agents — Approve Only the Final Merge

The article explains how combining loops (internal execute-check-correct cycles) with graphs (task orchestration via nodes and edges) enables autonomous agent systems where humans only approve final merges, detailing node types, correction/learning edges, blast-radius-based gating, and scope-limited rollbacks.

AI Agentsblast radiuscorrection loops
0 likes · 20 min read
Loops and Graphs: Stop Micromanaging Agents — Approve Only the Final Merge