REGISTERED TAG
Agent tool use
Design tool contracts, permissions and action verification.
Cloudflare Sandbox SDK 1.0: execution state, snapshots, and migration boundaries
Read Sandbox SDK 1.0 as an execution-state contract: Durable Object control, immutable snapshots, explicit network policy, and a rehearsed one-way migration.
Version agent work with Cloudflare Artifacts
Separate Git history, execution state, and large outputs; scope credentials and validate the exact commit before accepting agent work.
Design AI agents that survive disconnects
Separate a browser connection, durable work, and stored conversation state. Use PiHarness to reason about admission, reconnects, replay, and permission boundaries.
Understand Skills by separating them from other mechanisms
Learn what changes and what stays the same, rather than memorizing names.
Antigravity 09-2026: file edits, hook coverage, and stale-state rejection
A new file-tool contract changes both dispatch and authorization; rehearse one edit and reject stale state before migrating.
Separate discovery, reading, and use
Understanding loading stages helps you isolate why a Skill is not working.
Read catalogs by purpose rather than popularity
Separate official status, familiarity, and novelty from usefulness for your own work.
Read safety, licenses, and dependencies
A Skill is text to read and can also lead to code and external connections.
Create a small Skill: review a lesson against its sources
Reduce one failure of your own before adding many ready-made Skills.
Compare with and without a Skill fairly
Explain what your experiment changed instead of relying on one impression.
Read differences and retain them in an experiment ledger
Move from feeling that things improved to explaining what changed.
What will Skills do as models improve?
Turn possible future value into testable questions instead of predictions stated as facts.
Databricks AI roles: Genie, governed agents, memory and evaluation
Assign business questions, agent workflows and coding assistance to the right roles. Follow tool identities, state isolation, budget limits and failure evidence in a support case.
Jev Choice, Score, and Noul: do not confuse probability, confidence, and authority
Learn the roles of three question primitives and how to prevent concentrated distributions from becoming permission to automate.
Jev implementation lab: connect candidate generation, abstention, and E2E evaluation
Connect semantic judgment to deterministic candidate generation and safety boundaries, then design end-to-end evaluation with controls.
Local-model runtime evidence: evaluate Strata without inheriting its claims
Read a dated local-runtime release as a configuration and evidence contract: code and weight rights, local serving, release assets, author measurements, and a bounded offline fixture.
llama.cpp /v1/systemone: use a local decision endpoint as a routing signal
A dated local GGUF decision endpoint returns typed probabilities; it narrows routing, but never grants authority.
Move on when you can explain what you learned
Turn AI guidance into your own understanding supported by evidence
Agent evaluation: repeat the configured system before crediting the model
A bounded offline worksheet for measuring a specific agent configuration, its verifier authority, and repeat-to-repeat variation.
Choose AI providers as operating layers, not a capability table
Design OpenAI, Anthropic, Google, ElevenLabs, Databricks, Vercel, and Cloudflare as model, data, execution, voice, and delivery layers.
Evaluation, safety, and cost design before placing generative AI in production
Connect evidence, authority, recovery, observability, and updates before measuring model cleverness, so answer quality remains reproducible in operation.
Data-connected AI with Databricks: Agent Bricks and Unity Gateway in practice
Design authorization, meaning, audit, and cost before retrieval quality when connecting AI to enterprise data.
AI apps on Vercel: put AI SDK, Gateway, and Workflow at product boundaries
Use Vercel’s agentic-infrastructure announcements to design streaming, tool calls, durable jobs, secrets, and evaluation as one web product.
Edge AI with Cloudflare: boundaries for Workers AI, AI Gateway, and Agents
Design state, authentication, cost, caching, and tool execution separately before shipping edge inference or an AI app quickly.