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Tech Architecture Stories

Internet tech practitioner sharing insights on business architecture, technology, and a lifelong love of tech.

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Latest from Tech Architecture Stories

65 recent articles
Tech Architecture Stories
Tech Architecture Stories
Sep 25, 2026 · Artificial Intelligence

Why LLMs Shouldn't Think Everything: Jev, Codex, and the Heterogeneous Agent Revolution

The article argues that AI agents waste compute by using large language models for low-entropy decisions, and introduces Jev, a lightweight decision model that handles tool routing, code search, and log triage in milliseconds, enabling a System 1/System 2 architecture where Jev filters noise before Codex performs deep reasoning, a pattern mirrored by Glean's enterprise search stack.

AI AgentsAgent ArchitectureCodex
0 likes · 16 min read
Why LLMs Shouldn't Think Everything: Jev, Codex, and the Heterogeneous Agent Revolution
Tech Architecture Stories
Tech Architecture Stories
Sep 24, 2026 · Artificial Intelligence

From Harness to Weights: Enterprise AI's Autonomous Intelligence Loop

The article analyzes how enterprise AI is evolving from external harness scaffolding to internalized model weights, forming a closed loop where harness strategies are validated in production, decision traces become private evaluation and post-training data, and stable behaviors are distilled into specialized model weights, as demonstrated by Harvey, Glean, Engram, Strands, NVIDIA×Palantir, and Grok 4.7.

AI LoopDecision TracesEnterprise AI
0 likes · 16 min read
From Harness to Weights: Enterprise AI's Autonomous Intelligence Loop
Tech Architecture Stories
Tech Architecture Stories
Sep 23, 2026 · Artificial Intelligence

Big Tech Releases Enterprise Agent Skills on GitHub: Code Review, Security, Browser, RAG

This week Alibaba, Cloudflare, and Tencent simultaneously launched enterprise-grade Agent Skills on GitHub Trending for code review, security auditing, browser automation, and RAG knowledge platforms, marking a shift from individual developer tools to production-ready infrastructure backed by engineering teams and real-world validation.

AI AgentsAgent SkillsEnterprise Tooling
0 likes · 9 min read
Big Tech Releases Enterprise Agent Skills on GitHub: Code Review, Security, Browser, RAG
Tech Architecture Stories
Tech Architecture Stories
Sep 16, 2026 · Industry Insights

i-have-adhd Tops GitHub Trending: New Trend in Agent Output Shape Control

This week's GitHub Trending analysis reveals i-have-adhd's dominance and an emerging tool category that shapes AI agent outputs — making responses concise, human-like, and verifiable — alongside humanizer for removing AI writing patterns, archify for traceable architecture diagrams, hyperframes for deterministic HTML-to-video rendering, and VoiceStudio for local-first voice cloning.

AI AgentsArchifyGitHub Trending
0 likes · 10 min read
i-have-adhd Tops GitHub Trending: New Trend in Agent Output Shape Control
Tech Architecture Stories
Tech Architecture Stories
Sep 14, 2026 · R&D Management

Six Pivots to Kill 'AI Taste': Materials, Choices, and Responsibility in Agent-Native Writing

The author details six iterations in building DxC, an agent-native WeChat writing system, revealing that 'AI taste' originates not from surface language patterns but from missing real materials, authorial choices, and accountability; the fix requires material-first drafting, structural editing, independent proofreading, and author confirmation.

AI TasteAI writingAgent-Native
0 likes · 17 min read
Six Pivots to Kill 'AI Taste': Materials, Choices, and Responsibility in Agent-Native Writing
Tech Architecture Stories
Tech Architecture Stories
Sep 13, 2026 · Artificial Intelligence

Engram's $98M Bet: Moving Enterprise AI Beyond RAG to Continuous Learning

Engram raises $98M to replace inference-time RAG with offline 'Study Compute,' using parametric memory, structured notes, and raw retrieval to let models continuously learn enterprise context, demonstrated via a synthetic law firm experiment showing 10x lower cost and better search behavior than base models.

Continuous LearningEngramEnterprise AI
0 likes · 18 min read
Engram's $98M Bet: Moving Enterprise AI Beyond RAG to Continuous Learning
Tech Architecture Stories
Tech Architecture Stories
Sep 12, 2026 · Artificial Intelligence

Glean's $300M ARR Horizontal Neo-Lab: Context-First AI, Trace Learning & Waldo Model

This article analyzes Glean's evolution into a $300M ARR horizontal enterprise AI platform, detailing its context-first architecture, harness engineering with sandbox isolation, trace learning loop for continuous improvement, specialized Waldo model for search planning, private evaluation framework, and strategic comparison with vertical rival Harvey, offering five engineering takeaways for enterprise AI builders.

Enterprise AIGleanHarvey Comparison
0 likes · 15 min read
Glean's $300M ARR Horizontal Neo-Lab: Context-First AI, Trace Learning & Waldo Model
Tech Architecture Stories
Tech Architecture Stories
Sep 11, 2026 · Industry Insights

Harvey's $15.5B Vertical Neo-Lab: Beyond Legal ChatGPT to Closed-Loop AI Training

This analysis of Harvey, a $15.5B legal AI company, reveals its 'vertical Neo-Lab' model that integrates real legal workflows, legal engineers, expert evaluations, agent runtimes, and synthetic training environments into a closed loop, prioritizing task definition and evaluation before model training, offering five lessons for enterprise AI startups.

Enterprise AIHarveyLegal AI
0 likes · 11 min read
Harvey's $15.5B Vertical Neo-Lab: Beyond Legal ChatGPT to Closed-Loop AI Training
Tech Architecture Stories
Tech Architecture Stories
Sep 9, 2026 · Industry Insights

AI Agents Go Vertical: 4 GitHub Projects Signal Shift Beyond Coding

This week's GitHub trending signals reveal AI agents moving beyond general coding into four vertical domains: verifiable architecture diagrams with archify, 3D immersive OSINT with gods-eye-view, 165 scientific research skills, and multi-agent classrooms with OpenMAIC, plus a Rust-native headless browser obscura for agent workflows.

AI AgentsEducation TechnologyGitHub Trends
0 likes · 9 min read
AI Agents Go Vertical: 4 GitHub Projects Signal Shift Beyond Coding