--- title: "POC Prison: Why agentic systems never escape the lab and how to fix that in 90 days - Luise Freese" url: https://daily.dev/posts/poc-prison-why-agentic-systems-never-escape-the-lab-and-how-to-fix-that-in-90-days---luise-freese-y7r5nkpiz source_url: https://www.youtube.com/watch?v=L-J29rWtnkY type: video:youtube source: "NDC Conferences" published: 2026-07-07T11:48:09.310Z updated: 2026-07-07T11:48:31.714Z tags: ["devops", "architecture", "agentic-ai", "ai-governance"] reading_time: 56 upvotes: 1 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # POC Prison: Why agentic systems never escape the lab and how to fix that in 90 days - Luise Freese **[NDC Conferences](https://daily.dev/sources/ndc)** · 56 min read · 1 upvotes · 0 comments ## Summary A conference talk transcript addressing why agentic AI systems get stuck in proof-of-concept (POC) stages and never reach production. The speaker argues the root causes are organizational and cultural rather than technical: unclear ownership, fragmented budgets, immature governance, poor data quality, and a culture that rewards demos over deployments. A 90-day structured program is proposed to escape 'POC prison': the first 30 days document real workflows and blockers, the next 30 days establish accountability and a path to production for one initiative, and the final 30 days deploy into real systems with real users and live monitoring. Key principles include governance-as-code embedded in delivery pipelines, bounded agents with explicit authority, named business owners, and treating compliance as an accelerator rather than a veto. The talk emphasizes that lowering the barrier to write code with AI doesn't eliminate the need for solid software engineering practices. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Survey shows many AI projects don't make it out of PoC stage](https://daily.dev/posts/survey-shows-many-ai-projects-don-t-make-it-out-of-poc-stage-mjiqn0etm) · The Register · 0 upvotes · 0 comments - [Why Enterprise AI Projects Fail: 5 Root Causes & Fixes](https://daily.dev/posts/why-enterprise-ai-projects-fail-5-root-causes-fixes-roxbg76ej) · Netguru · 0 upvotes · 0 comments - [9 Rules for AI PoC Success That Actually Ship](https://daily.dev/posts/9-rules-for-ai-poc-success-that-actually-ship-blknzw60o) · Docker · 13 upvotes · 0 comments - [Why Most AI POCs Fail — and How Leaders Can Fix It](https://daily.dev/posts/why-most-ai-pocs-fail-and-how-leaders-can-fix-it-phyeoytfm) · Netguru · 0 upvotes · 0 comments --- Tags: [#devops](https://daily.dev/tags/devops), [#architecture](https://daily.dev/tags/architecture), [#agentic-ai](https://daily.dev/tags/agentic-ai), [#ai-governance](https://daily.dev/tags/ai-governance) [View this post on daily.dev](https://daily.dev/posts/poc-prison-why-agentic-systems-never-escape-the-lab-and-how-to-fix-that-in-90-days---luise-freese-y7r5nkpiz)