https://cairoglyphics.ai/ Build logs, essays, The Rosetta, and podcasts from Cairo Labs, Cairo Consulting, and Cairo Networks. en-us Mon, 21 Sep 2026 23:34:08 +0000 https://cairoglyphics.ai/posts/the-ai-that-knows-better-than-you-do/ https://cairoglyphics.ai/posts/the-ai-that-knows-better-than-you-do/ Mon, 07 Sep 2026 12:00:00 +0000 My best result on a hard data problem came when I stopped giving orders and asked the AI to tell me what I was missing. Cairo ConsultingEssaypromptengineeringadvicewwmld https://cairoglyphics.ai/posts/the-ai-arms-race-in-education-why-banning-tools-is-a-losing-/ https://cairoglyphics.ai/posts/the-ai-arms-race-in-education-why-banning-tools-is-a-losing-/ Thu, 03 Sep 2026 12:00:00 +0000 A teacher told me AI was banned in their classroom. Why keeping it out leaves students unprepared for the workplace they are about to walk into. Cairo ConsultingEssayaiineducationwwmld https://cairoglyphics.ai/posts/the-ai-that-knows-how-to-ask/ https://cairoglyphics.ai/posts/the-ai-that-knows-how-to-ask/ Thu, 03 Sep 2026 12:00:00 +0000 When the AI isn't giving you what you want, stop tweaking the prompt and ask it how to improve what you're giving it. Cairo ConsultingEssayaipromptstrategywwmld https://cairoglyphics.ai/posts/the-privacy-paradox-why-enterprise-ai-needs-a-zero-retention/ https://cairoglyphics.ai/posts/the-privacy-paradox-why-enterprise-ai-needs-a-zero-retention/ Tue, 01 Sep 2026 12:00:00 +0000 Zero data retention answers the question every business should ask before adopting AI: what does it do with my secrets? Cairo ConsultingEssayanthropicenterpriseprivacywwmld https://cairoglyphics.ai/posts/building-the-middle-manager-my-ai-pipeline-evolution/ https://cairoglyphics.ai/posts/building-the-middle-manager-my-ai-pipeline-evolution/ Sun, 23 Aug 2026 12:00:00 +0000 Hitting Enter four thousand times a day is how Project Lumbergh started. What I learned teaching an AI pipeline to manage its own work. Cairo LabsEssayaiagentworkflow https://cairoglyphics.ai/posts/the-silent-tax-of-long-conversations/ https://cairoglyphics.ai/posts/the-silent-tax-of-long-conversations/ Sun, 16 Aug 2026 12:00:00 +0000 Long AI chats slow down and start forgetting because every prompt re-sends the whole history. Where the thresholds are, and when to start fresh. Cairo LabsEssayaicontextwindowlimitswwmld https://cairoglyphics.ai/posts/the-ai-strategy-youre-actually-missing/ https://cairoglyphics.ai/posts/the-ai-strategy-youre-actually-missing/ Wed, 05 Aug 2026 12:00:00 +0000 Which model to pay for is a distraction. The strategy that matters is execution and integration, with a human in the loop. Cairo ConsultingEssayaibusinessstrategywwmld https://cairoglyphics.ai/posts/hello-from-cairo-labs/ https://cairoglyphics.ai/posts/hello-from-cairo-labs/ Sun, 02 Aug 2026 12:00:00 +0000 Why I'm sharing this publicly, who's writing it, and the one rule about AI you'll see in everything here. Cairo LabsEssaycairo-labsbuilding-in-publicdgx-spark https://cairoglyphics.ai/posts/i-wrote-10-000-lines-of-code-without-writing-a-single-line/ https://cairoglyphics.ai/posts/i-wrote-10-000-lines-of-code-without-writing-a-single-line/ Mon, 27 Jul 2026 12:00:00 +0000 Dozens of scripts, over ten thousand lines of working code and sixty thousand words of documentation, none of it typed by me. What changed when I stopped being the coder and became the architect. Cairo LabsEssayaicodingworkflowwwmld https://cairoglyphics.ai/posts/alex-knowledge-layer/ https://cairoglyphics.ai/posts/alex-knowledge-layer/ Thu, 23 Jul 2026 12:00:00 +0000 One front door over every place our knowledge lives, so nobody — human or agent — has to remember which system holds the answer. Cairo LabsBuild Logmcpknowledgearchitectureai-agentsrag https://cairoglyphics.ai/posts/the-bobs/ https://cairoglyphics.ai/posts/the-bobs/ Mon, 20 Jul 2026 12:00:00 +0000 The Bobs: A panel of independent models that argue about your design before anyone builds it — and a synthesizer that turns the argument into a spec you can hand to a builder. Cairo LabsBuild Loglumberghmulti-modelcode-reviewai-agentsarchitecture https://cairoglyphics.ai/posts/frame-tv-uploader/ https://cairoglyphics.ai/posts/frame-tv-uploader/ Wed, 24 Jun 2026 12:00:00 +0000 The Frame's Art Mode is fussy in ways it never explains, and it fails silently when you get it wrong. Here's what it actually wants — and a free tool that handles it. Cairo LabsBuild Logphotographyopen-sourcetoolsimage-pipelinewwmld https://cairoglyphics.ai/posts/tv-that-only-trusts-neighbors/ https://cairoglyphics.ai/posts/tv-that-only-trusts-neighbors/ Wed, 24 Jun 2026 12:00:00 +0000 A segmented network, a Samsung Frame that refuses to pair across subnets, and a three-line NAT rule. A networking post from thirty years of doing this. Cairo LabsBuild Lognetworkingvlanmikrotikiottroubleshooting https://cairoglyphics.ai/posts/photo-tagger/ https://cairoglyphics.ai/posts/photo-tagger/ Tue, 23 Jun 2026 12:00:00 +0000 I've been a photographer for forty years and my catalog was unsearchable. Photo Tagger runs a vision model on your own machine and fixes that without your work ever leaving the building. Cairo LabsBuild Logphotographylocal-modelslightroomprivacyproducts https://cairoglyphics.ai/posts/arm64-blackwell-ptx/ https://cairoglyphics.ai/posts/arm64-blackwell-ptx/ Thu, 04 Jun 2026 12:00:00 +0000 The PTX technique that got ONNX Runtime and TensorRT onto Grace Blackwell ARM64 months before the toolchain supported it — now an MIT-licensed repo, in case it saves you a weekend. Cairo LabsBuild Logarm64gpucudaonnxdgx-sparkopen-source https://cairoglyphics.ai/posts/ai-weekly-pipeline/ https://cairoglyphics.ai/posts/ai-weekly-pipeline/ Mon, 01 Jun 2026 12:00:00 +0000 The Rosetta is generated in-house on our own pipeline, from what our user groups are actually sharing. Here's the machinery, and why we didn't just point a model at the internet. Cairo LabsBuild Logai-weeklyautomationlocal-modelsnewslettercommunity https://cairoglyphics.ai/posts/plan-with-the-big-model/ https://cairoglyphics.ai/posts/plan-with-the-big-model/ Sun, 31 May 2026 12:00:00 +0000 A one-command change that puts your expensive thinking where thinking actually happens — plus the planning feature I wish I'd found sooner. Cairo LabsBuild Logclaude-codeai-agentscostworkflowtipswwmld https://cairoglyphics.ai/posts/scaling-bug-hunting/ https://cairoglyphics.ai/posts/scaling-bug-hunting/ Fri, 29 May 2026 12:00:00 +0000 Automating the building half of software makes the finding-problems half the bottleneck. Here's what it looks like to point a second system at your own codebase overnight. Cairo LabsBuild Logai-agentscode-reviewlocal-modelsdgx-sparktools https://cairoglyphics.ai/posts/the-qa-loop/ https://cairoglyphics.ai/posts/the-qa-loop/ Thu, 28 May 2026 12:00:00 +0000 When Claude Code finishes writing, Codex reviews it, Claude reads the findings and fixes them, and they go around again — up to five rounds before it stops and asks for me. Cairo LabsBuild Loglumberghcode-reviewai-agentsautomationclaude-code https://cairoglyphics.ai/posts/standards-before-speed/ https://cairoglyphics.ai/posts/standards-before-speed/ Tue, 26 May 2026 12:00:00 +0000 I'm not a software engineer, and I've built a lot of software. The thing that made the difference wasn't better prompts — it was writing down the rules once so I'd stop repeating them. Cairo LabsEssayai-agentsstandardsprocessclaude-codewwmld https://cairoglyphics.ai/posts/the-macro-question-ai-productivity-vs-the-human-element/ https://cairoglyphics.ai/posts/the-macro-question-ai-productivity-vs-the-human-element/ Wed, 06 May 2026 12:00:00 +0000 AI isn't making us smarter. It's making us more productive. Why nobody has cracked AI at macro scale yet, and where the human element fits. Cairo ConsultingEssayaiproductivitymacroscale https://cairoglyphics.ai/posts/make-backups/ https://cairoglyphics.ai/posts/make-backups/ Mon, 27 Apr 2026 12:00:00 +0000 Replit's agent deleted a customer's production database during a code freeze, then told him recovery was impossible. It was wrong about that too. The lesson isn't about that agent - it's about what your agents are allowed to reach. Cairo LabsEssaybackupsai-agentssafetyinfrastructurewwmld https://cairoglyphics.ai/posts/the-tps-report/ https://cairoglyphics.ai/posts/the-tps-report/ Wed, 15 Apr 2026 12:00:00 +0000 A day and a half of building bought me a single page that answers "what is my AI pipeline actually doing right now" — and it changed how I work. Cairo LabsBuild Loglumberghdashboardsobservabilitydgx-spark https://cairoglyphics.ai/posts/picking-a-local-model/ https://cairoglyphics.ai/posts/picking-a-local-model/ Sat, 11 Apr 2026 12:00:00 +0000 The bigger model isn't always the better model, the benchmark won't tell you which one fits your job, and the only test that counts is the one you run on your own work. Cairo LabsBuild Loglocal-modelsollamadgx-sparkbenchmarksgetting-startedwwmld https://cairoglyphics.ai/posts/skills-vs-mcp/ https://cairoglyphics.ai/posts/skills-vs-mcp/ Mon, 16 Mar 2026 12:00:00 +0000 If the knowledge is timeless, it goes in a markdown skill. If it needs a live connection, it goes through MCP. One sentence that resolves most of the confusion. Cairo LabsEssaymcpskillsai-agentsarchitecturewwmld https://cairoglyphics.ai/posts/the-certification-that-actually-matters-why-were-betting-on-/ https://cairoglyphics.ai/posts/the-certification-that-actually-matters-why-were-betting-on-/ Sat, 14 Mar 2026 12:00:00 +0000 Companies have stopped asking how to use AI and started asking how to fit it into their workflows. Why I'm pursuing a workflow certification instead of another AI badge. Cairo ConsultingEssayaiworkflowcertificationwwmld https://cairoglyphics.ai/posts/the-backup-that-saved-my-skin/ https://cairoglyphics.ai/posts/the-backup-that-saved-my-skin/ Wed, 04 Mar 2026 12:00:00 +0000 An AI told me a deletion was safe. It wasn't. The backup I built before anything else had 481 sessions of history back the same morning. Cairo LabsEssayaipromptingstrategywwmld https://cairoglyphics.ai/posts/many-small-agents/ https://cairoglyphics.ai/posts/many-small-agents/ Thu, 26 Feb 2026 12:00:00 +0000 AT&T cut AI costs 90% by replacing big agents with a network of small ones. The same logic is why my planning tier runs on models small enough to sit on my desk. Cairo LabsEssayai-agentsorchestrationlocal-modelscostwwmld https://cairoglyphics.ai/posts/it-outsourced-it-to-itself/ https://cairoglyphics.ai/posts/it-outsourced-it-to-itself/ Sun, 08 Feb 2026 12:00:00 +0000 A small moment that told me more about where agent tooling was heading than any release note did. Cairo LabsBuild Logclaude-codeai-agentsparallelismdocumentation https://cairoglyphics.ai/posts/which-ai-reviews-your-ai/ https://cairoglyphics.ai/posts/which-ai-reviews-your-ai/ Sun, 08 Feb 2026 12:00:00 +0000 I ran three phases of Claude Code's output past several reviewer models and kept score. Here's the configuration I settled on, and why one reviewer gets you most of the way. Cairo LabsBuild Loglumberghcode-reviewai-agentsmulti-modelwwmld https://cairoglyphics.ai/posts/build-the-bicycle/ https://cairoglyphics.ai/posts/build-the-bicycle/ Fri, 06 Feb 2026 12:00:00 +0000 The moment I decided to stop hand-feeding work to AI coding agents and build the thing that feeds them for me. Cairo LabsBuild Loglumberghai-agentsautomationorigin-story https://cairoglyphics.ai/posts/how-to-use-ai-to-explore-new-markets/ https://cairoglyphics.ai/posts/how-to-use-ai-to-explore-new-markets/ Thu, 22 Jan 2026 12:00:00 +0000 A client wanted the top vendors in a market we had never worked in. Three AI models, eighteen research reports, and a human reading every stage - here is the workflow, and why the humans were the long pole. Cairo NetworksEssayairesearchconsultingworkflowdeep-researchverificationwwmld https://cairoglyphics.ai/posts/the-ai-gap-is-widening-and-why-early-adopters-are-already-wi/ https://cairoglyphics.ai/posts/the-ai-gap-is-widening-and-why-early-adopters-are-already-wi/ Fri, 09 Jan 2026 12:00:00 +0000 The gee-whiz phase of AI is over. The companies that started early are pulling ahead, and every month of waiting makes the gap harder to close. Cairo ConsultingEssayopenaienterpriseadoptionwwmld https://cairoglyphics.ai/posts/sparky-phase-one/ https://cairoglyphics.ai/posts/sparky-phase-one/ Sat, 22 Nov 2025 12:00:00 +0000 Phase 1 of standing up an NVIDIA DGX Spark — monitoring, logging, backups, and the agent that builds things — by someone who has always detested Linux. Cairo LabsBuild Logdgx-sparklocal-modelsmonitoringorigin-storygetting-started https://cairoglyphics.ai/posts/dont-avoid-naas-embrace-it/ https://cairoglyphics.ai/posts/dont-avoid-naas-embrace-it/ Sat, 26 Jul 2025 12:00:00 +0000 Network-as-a-Service is doing to networking what the cloud did to storage and compute. A network engineer's case for why that is an opportunity rather than a threat. Cairo NetworksEssaynaasnetworkingenterprise-itindustrycareerswwmld https://cairoglyphics.ai/posts/say-goodbye-to-network-trouble-tickets/ https://cairoglyphics.ai/posts/say-goodbye-to-network-trouble-tickets/ Sat, 26 Jul 2025 12:00:00 +0000 Enterprise networks sit around 90-95% reliability. Getting past that isn't more of the same effort - it means removing the causes of tickets rather than resolving them faster. Cairo NetworksEssaynetworkingenterprise-itreliabilitynaasautomation