AK Adib Kadir

Field notes on enterprise AI
and the engineering factory

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Writing / 35 dispatches

Notes from the work,
not the sidelines.

Daily insights on rolling out AI at large firms.

  1. 01 article customer-data-platform / data-platform Build the Data Platform Once A field guide to building a governed customer data platform from collection through activation, with an architecture ready for AI agents.
  2. 02 repo tool-brief / engineering-factory Agent Skills: packaging what your org knows An Apache licensed spec for portable agent capabilities. The enterprise angle is that know-how stops being locked to one vendor's agent.
  3. 03 tool tool-brief / ai-for-employees Open weights walk in the front door of GitHub Copilot Kimi K2.7 Code is the first open weight model in Copilot's picker. The story is distribution, not benchmarks.
  4. 04 model engineering-factory / ai-for-employees Kimi K3 changes your leverage, not your stack The first open 3T-class model is here. Almost no enterprise will ever host it, and that is not where the value is.
  5. 05 model tool-brief / engineering-factory MiniMax M3: judge it by the 24 hour run MiniMax's new flagship pairs a 1M token context with the metric that matters for agentic delivery: how long it stays coherent without a human.
  6. 06 repo engineering-factory / agents Agents Need Eyes: The Verification Layer Is Arriving Chrome ships DevTools as an MCP server for coding agents. It is one of the clearest signals that verification, not code generation, is where agentic delivery gets decided.
  7. 07 repo tool-brief / ai-for-customers Astryx: Meta Makes the Design System the Agent Contract Meta's new open source design system calls itself agent ready. That phrase is the strategy: components as the guardrails agents build UI through.
  8. 08 tool tool-brief / ai-for-customers HubSpot AEO: An Incumbent Prices AI Search Visibility at $50 HubSpot now sells answer engine optimization as a standalone product. When an incumbent productizes a category at $50 a month, the category stops being exotic.
  9. 09 tool tool-brief / ai-for-employees TrueDoc: Document Fraud Detection for the Generative Era AI made convincing fake paystubs free to produce. TrueDoc is the countermeasure: ensemble detection for forged and AI-generated documents at intake.
  10. 10 article ai-for-employees / enterprise-ai Bringing a Regional Insurer Into the AI Era: Start With the Gateway, Not the Chatbot A hypothetical first 90 days at a regional insurance carrier. The right first move is a model gateway and shadow AI measurement, not a customer-facing chatbot.
  11. 11 repo tool-brief / engineering-factory OpenAI Shipped a Codex Plugin for Claude Code. Read the Signal. The official codex-plugin-cc repo lets Claude Code users run Codex reviews and delegate tasks. The interop matters more than the feature.
  12. 12 repo tool-brief / engineering-factory Graphify Turns Your Repo Into a Knowledge Graph Agents Can Query An open source skill that maps code, docs, and media into a queryable graph for coding agents. Context retrieval is the real constraint on agent quality.
  13. 13 tool tool-brief / engineering-factory TestMu's Browser Cloud Sells Real Browsers to AI Agents The company formerly known as LambdaTest now offers managed Chrome sessions as agent infrastructure. Verification capacity is becoming a line item.
  14. 14 article ai-for-customers / product AI for customers: ship the boring capability first The first layer of enterprise AI is customer-facing product. Most companies get it backwards by shipping a chatbot before removing a single point of friction.
  15. 15 article ai-for-employees / governance AI for employees: shadow AI is a demand signal, not a crime wave The second layer of enterprise AI is workforce enablement. The companies that win it treat unsanctioned AI use as product feedback for the internal platform.
  16. 16 tool tool-brief / product Articos and the synthetic user research bet AI user research in about 30 minutes with synthetic interviews and no recruitment. Fast and cheap, if you understand exactly what it cannot tell you.
  17. 17 repo tool-brief / trending-repos A joke repo just made the best point about token economics Caveman, a Claude Code skill that cuts about 65 percent of tokens by talking like a caveman, went viral. The punchline is a real budget line.
  18. 18 article engineering-factory / agentic-coding AI as the engineering factory: copilots are stage one, not the strategy The third layer of enterprise AI redesigns how software gets built. A maturity model for going from individual assistants to an agentic delivery system.
  19. 19 tool tool-brief / marketing GeoFide and the rise of Generative Engine Optimization A platform for getting your content cited by AI search engines. GEO is becoming a real channel, and most enterprise marketing teams have no owner for it.
  20. 20 model tool-brief / open-models GLM-5.2 and the open-weights step change for enterprise agents Z.ai's MIT-licensed flagship claims near-frontier agentic coding with a usable 1M-token context. The enterprise story is what this does to cost and data residency.
  21. 21 repo agentic-security / trending-repos Pentesting is becoming a pipeline stage Strix, an open source AI pentest agent, is trending. The interesting question for enterprises is not the tooling, it is who approves what the agent attacks.
  22. 22 model tool-brief / video-generation Seedance 2.5 and what native 30-second video does to media cost structures ByteDance's new video model generates 30-second 4K clips in one pass with up to 50 reference inputs. That is aimed at the most expensive line items in a media P&L.
  23. 23 repo tool-brief / trending-repos Superpowers: agentic skills as an operating methodology A 245,000-star framework for giving coding agents reusable skills. The signal is that agent capability is becoming a managed artifact, like code.
  24. 24 article agents / dokploy Build Agentic Preview Environments on Your Own VPS Build isolated pull request previews on your VPS with Dokploy, PostgreSQL, dedicated workers, safe credentials, tests, and automatic cleanup.
  25. 25 article agents / github How to Build a Safe Agentic Software Pipeline Build an agentic delivery pipeline where every pull request gets isolated code, data, workflows, tests, and a live Preview URL.
  26. 26 article vps / scaling Stop Overengineering Your App From Day One A cheap VPS can handle more traffic than most teams expect. Avoid premature complexity, tune the basics, and scale only when evidence demands it.
  27. 27 article cms / orm Do You Really Need a CMS in 2026? Rethink CMS defaults: start with a typed ORM schema, generate admin UIs with AI, and reserve full CMS platforms for real governance needs.
  28. 28 article analytics / data How to Make Product Decisions Faster With Trusted Metrics Cut decision time by design: learn how analytics becomes a product, build a 10 to 30 metric spine, and set data SLAs so teams trust numbers and move fast.
  29. 29 article ai / typescript AI Is Quietly Changing How You Should Pick a Tech Stack Tech stack choices now include an AI factor: training data, ecosystem maturity, and how reliably AI can help you ship and maintain code.
  30. 30 article nextjs / postgres How I built this site... or should I say guided my agents to build it? Discover how to build a fast, database-driven site with a static shell and cache-driven fragments using Next.js, Cache Components, and AI-assisted workflows.
  31. 31 article velocity / ownership PM, Dev, QA Are Merging: Meet the Rise of the Product Engineer Uncover how AI merges PM, dev, and QA into a single product engineer. Learn to specify user needs, criteria, and metrics to accelerate delivery.
  32. 32 article leadership / velocity Stop Blaming Your Engineers: The Real Reason They're Slow Stop blaming engineers: the perfection loop slows delivery. Learn how rapid deployments, feature flags, and real-time observability speed shipping.
  33. 33 article analytics / cdp Stop Paying for Duplicate Analytics: Fix Collection First Fix inconsistent analytics by consolidating event collection with a CDP, adding governance, and restoring trust so teams can decide faster.
  34. 34 article architecture / simplicity How to Ship Faster by Ditching 'Future-Proof' Over-Engineering Ship simple to learn fast: avoid premature, complex architecture for a future that may not exist. Discover how data should drive scale and momentum.
  35. 35 article velocity / leadership Tickets are comforting. Outcomes are accountable. Move from closing tickets to delivering real user value. Learn how redefining 'done' and ownership drives end-to-end impact and meaningful shipping.