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AI agents can write code. They still can't deploy it.

BACKGROUND
3 SIGNALSFIRST DETECTED 1 April 2026
Narrative synthesis pending — 3 signals collected.
How the story developed
7 Apr
Agent Architecture Problem
OPINION · WHAT · LocalLLaMA
7.0
1 Apr
AI agents can write code. They still can't deploy it.
OPINION · WHAT · ArtificialInteligence
7.6
Other feeds and industry voices
27 Apr
How do you test AI agents in production? The unpredictability is overwhelming.[D]

<!-- SC_OFF --><div class="md"><p>I’ve been in QA for almost a decade. My mental model for quality was always: given input X, assert output Y. Now I’m on a team that’s shipping an

OPINION · HOW · MachineLearningOPEN STORY
14 Apr
Multi agent systems are being treated like a magic scaling solution and I don't think people understand the failure modes

<!-- SC_OFF --><div class="md"><p>The idea is simple, if one agent is good then multiple agents working together must be better. In practice coordination between agents is an

OPINION · WHAT · LocalLLaMAOPEN STORY
23 Apr
At some point managing agents started feeling like managing windows — so we tried structuring them like an organization

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1st2r1v/at_some_point_managing_agents_started_feeling/"> <img alt="At some point managing agents started

OPINION · WHAT · LocalLLaMAOPEN STORY
28 Mar
Local-first agent stacks in 2026: what's actually driving enterprise adoption beyond "privacy vibes"?

<!-- SC_OFF --><div class="md"><p>I've been thinking about why local-first AI agent architectures are getting serious enterprise traction in 2026, beyond the obvious &quot;keep

OPINION · WHAT · LocalLLaMAOPEN STORY
8 Apr
What are you doing for security on local agents with tool access?

<!-- SC_OFF --><div class="md"><p>I've been thinking about this as local models get better at </p> <p>tool use — shell access, file system, HTTP requests, MCP. </p> <p>If a prompt

OPINION · WHO · LocalLLaMAOPEN STORY
1 May
Built an open source tool that gives AI assistants a persistent knowledge graph of your codebase – 450k downloads and 40k stars in 26 days.

<!-- SC_OFF --><div class="md"><p>Been heads down building graphify since April 5th. The idea: instead of stuffing your entire codebase into context every session, build a

OPINION · HOW · ArtificialInteligenceOPEN STORY
24 Mar
I want to leave big tech and sell AI agents to small businesses. Where do I start learning to build them?

<!-- SC_OFF --><div class="md"><p>I'll be upfront about my endgame: I work at a large tech company, I have a niche picked out, and I'm making the move to build and sell AI agents

OPINION · WHERE · LocalLLaMAOPEN STORY
1 May
DeepSeek V4 Flash as a cheap worker in your LLM stack: $0.0003/call via MCP, swappable endpoint

<!-- SC_OFF --><div class="md"><p>Most of my LLM cost was on the wrong tier of work.</p> <p>Classification, extraction, JSON formatting, summarization I'm going to review anyway.

OPINION · HOW · LocalLLaMAOPEN STORY
Sources
LocalLLaMA×2ArtificialInteligence

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