# Context & Chaos A human-first community newsletter exploring the future of context engineering and AI. One story, one lesson, and one shared insight at a time. Curated with 馃挋 for the humans of data & AI. Page: Feed: --- ## [Gartner Hype Cycles 2026: Nobody Owns Context](https://contextandchaos.substack.com/p/gartner-hype-cycles-2026-nobody-owns) _2026-08-13 路 Tathagata Das Sarma_ 314 obstacles across ten reports, and a vacancy sitting between two org charts ## [Your Agents Are Code. Stop Governing Them Like Documents.](https://contextandchaos.substack.com/p/your-agents-are-code-stop-governing) _2026-08-07 路 Vivek Dubey_ You cannot inventory agents fast enough to govern them. You can govern the parts they are made of. ## [AI Slop Produced by a Human Is a Yellow Flag](https://contextandchaos.substack.com/p/ai-slop-produced-by-a-human-is-a) _2026-07-31 路 Prukalpa_ Adoption numbers tell you people are using AI. They don't tell you if the company is getting more capable. ## [I Got Long](https://contextandchaos.substack.com/p/i-got-long) _2026-07-23 路 Landon Pangburn_ Why context portability is the threat most AI programs cannot see yet ## [The GitHub for Context Doesn鈥檛 Exist Yet](https://contextandchaos.substack.com/p/the-github-for-context-doesnt-exist) _2026-07-16 路 Prukalpa_ A walkthrough of my talk at the AI Engineer World鈥檚 Fair: two eras of building agents inside my own company, five stack migrations, and the infrastructure question I left the room with. ## [Your AI Dashboard Is Hiding Its Worst Failures](https://contextandchaos.substack.com/p/your-ai-dashboard-is-hiding-its-worst) _2026-07-09 路 Swati Tyagi_ The metrics that look green on the dashboard are the ones hiding where your system actually fails. Aggregate metrics show the average and conceal what matters most. ## [Production AI & The False Finish Line](https://contextandchaos.substack.com/p/production-ai-and-the-false-finish) _2026-07-02 路 Ankit Anand_ Why the accountability gap in your AI deployments was decided at the go-live celebration ## [How to make Satya Nadella鈥檚 vision a reality](https://contextandchaos.substack.com/p/how-to-make-satya-nadellas-vision) _2026-06-23 路 Prukalpa_ What it takes to build the learning loop Satya described, and why most organizations leak it before it compounds. ## [The Godfather Problem](https://contextandchaos.substack.com/p/the-godfather-problem) _2026-06-18 路 Landon Pangburn_ Your AI鈥檚 context has a floor. Most teams have never measured theirs. Here鈥檚 the one number I use. ## [Earn crypto from idle GPUs (Sponsored)](https://crawlproof.com/a/PVUVXwDIK9oF) _2026-06-18 路 **Sponsored**_ Run one CLI command, connect your GPU, and start receiving crypto payouts. ## [Snowflake Summit 2026: Everyone Owns Context Now](https://contextandchaos.substack.com/p/snowflake-summit-2026-everyone-owns) _2026-06-11 路 Austin Kronz_ Nobody owns the Hard Half. Technical context had a stage. Organizational context didn't have a booth.