Team Skills Are the Operating Layer for AI Product Engineering
A team Skill system defines what agents read, produce, verify, and write back so AI-assisted product engineering becomes governable.
5 min
历史文章
共 151 篇文章
SGLang Should Be Judged as an Inference Operations Layer
A practical evaluation guide for SGLang, focused on LLM inference serving, operating boundaries, failure behavior, and production readiness.
6 min
OpenSpec for AI Coding: A Control Layer Before the Patch
OpenSpec turns vague AI coding requests into reviewable Change artifacts, giving long-running agents a safer control surface.
6 min
Local Coding Agents Are Infrastructure, Not Just a Model Choice
A local coding agent stack needs operational boundaries around model serving, harness behavior, filesystem access, telemetry, and rollback.
6 min
Firecrawl turns the web into an agent data ingress layer
A product-operations view of Firecrawl: search, scrape, crawl, structure, and screenshot web data so agents can run recurring research and monitoring workflows.
5 min
Loop Engineering is governance for persistent coding agents
A product-operations take on loop-driven development: the real challenge is not making agents run longer, but defining completion, risk zones, stop rules, and accountability.
6 min
Hermes MoA is best understood as decision hygiene for agents
A product-operations view of Hermes MoA: multi-model reasoning is useful when it becomes a review checkpoint for high-risk agent work, not a default way to make every answer longer.
8 min
AI IDEs are becoming the interface for software that does not need a GUI
Why AI IDEs, terminals, scripts, and file outputs often beat generated GUIs for internal tools, data workflows, automation, and agent-native software work.
11 min
book-to-skill turns technical books into operational agent memory
A practical analysis of book-to-skill: how turning PDFs, docs, and internal references into Agent Skills can reduce context waste and make technical knowledge usable inside coding agents.
10 min
CasaOS is a local-first operating model for small private infrastructure
CasaOS is best understood as a local-first home infrastructure model: easy to start, useful for files and media, but still dependent on backups, security, and recovery planning.
5 min
pm-skills shows how AI product work moves from documents to decision workflows
A detailed product-operations analysis of pm-skills: how AI can support discovery, strategy, execution, launch, and growth without replacing accountable product judgment.
6 min
Cloudflare mail is a practical middle path for domain email, not a magic Gmail replacement
A detailed guide for indie builders using Cloudflare-based mail systems: what works, what does not, and how to structure custom domain email safely.
6 min
Taste Skills Help Teams Remove AI Landing-Page Smell Before It Ships
A practical evaluation guide for taste skills, focused on AI-assisted product design review, operating boundaries, failure behavior, and production readiness.
5 min
Do Not Build a Small Product Launch Around an Unreleased Frontier Model
A practical evaluation guide for frontier model delays, focused on AI product planning, operating boundaries, failure behavior, and production readiness.
5 min
Agnes AI makes multimodal calls cheap enough for small product ideas
A small-product reading of Agnes AI’s free multimodal API: cheap generation turns images and long context into material for timers, onboarding, campaign drafts, and personal tools.
5 min
Claude Mythos is a patch-window warning for small teams
A practical security-operations reading of Claude Mythos: the real issue for small teams is faster exploit validation compressing patch and incident-response windows.
5 min
Claude Tag and the real AI coworker test: can it close the loop?
A product-operations review of Claude Tag: why Slack context, async follow-up, permissions, and audit logs matter more than chatbot novelty.
6 min
Your 10 Minute Mail Address: A Practical Guide to tempmail.ee
A 10 minute mail address gives you a temporary inbox for moments when a website asks for email but you do not want to expose your primary address. tempmail.ee k
9 min
Getting Started with site-memory: Stop Making Browser Agents Learn the Same Website from Scratch
Browser agents waste tokens and time when they revisit the same sites as if every session were the first visit. site-memory adds a narrow, practical memory loop for website navigation: stable selectors, interaction paths, pitfalls, and confirmation points that agents can recall, verify, and update across repeated tasks.
16 min
Getting Started with OpenPencil: Bringing AI Design Files into the Engineering Pipeline
OpenPencil is interesting not because it can generate a UI from a prompt, but because it treats design as a JSON-based, diffable, programmable artifact. Its .op files, canvas, CLI, MCP server, orchestrated agents, and code export targets move AI-assisted design closer to Git, review, automation, and real engineering workflows.
15 min