What Test Companion is, who it's for, how to start (it's in free Alpha), and the honest catch — BrowserStack put a test-writing, failure-diagnosing, self-healing agent inside your editor, wired to a 30,000-device real cloud.
What Arize Phoenix is, who it's for, how to start (one pip install), what's free vs paid (as of July 2026), and the honest catch — the OTel-native tracing-plus-evals layer you can run on your own box before you pay anyone.
What Braintrust is, who it's for, how to start free, what it costs (as of July 2026), and the honest catch — the eval-first observability layer that Notion, Replit, and Ramp use to ship AI without guessing.
Context editing deletes old tool results to keep your agent inside the window — but every clear invalidates the cache below it. The clear_at_least knob is the whole fix. Here's the break-even math and the config to set it right.
What it is, who's behind it, how to make your first parse call, and what it costs — the a16z-backed document platform that Scale AI, Airtable, and Harvey use to turn scans and nested tables into clean, LLM-ready structure.
What Aion 1.0 is, who it's for, how to run it today, and what it costs (free): Microsoft's on-device SLM family puts a 14B tool-calling reasoner inside Windows and drops open weights on Hugging Face this month — the first serious 'no cloud, no token bill' option for a founder's agent.
Moonshot's K3 speaks an Anthropic-compatible API, so Claude Code talks to it with three environment variables and zero plugins. Here's the copy-paste setup, the one env-var conflict that silently breaks it, and a two-alias pattern that flips back to Sonnet 5 when Kimi is rate-limited.
A watched agent can answer a 'reach this host?' prompt. An unattended one can't — so the prompt is the wrong control. Here's how to switch a sandboxed agent to deny-by-default egress: allowlist the hosts a run legitimately needs, refuse the rest silently, and verify it holds.
Article 50 of the EU AI Act applies August 2, 2026. If your bot talks to EU users, it must tell them it's a bot. Here's the minimal correct fix, in an afternoon.
Kimi K3 is OpenAI-SDK compatible: change two lines — base URL and model name — and a 2.8T open model with a 1M-token context is answering your agent's calls. Python, Node, and curl, plus the one-line OpenRouter fallback.
The one-file vector store that runs anywhere SQLite runs spent its whole life doing exact brute-force scans. In 2026 an approximate index finally started landing — in alpha. Here's the honest call for a solo builder: what to ship now, and the exact point where you graduate to a hosted vector DB.
GPT-5.6 can now write JavaScript that orchestrates your tools in a sandbox instead of round-tripping every call through its context. Here is when that saves you money — and when it just adds a layer.
Your agent runs for 30 seconds behind a dead spinner. Stream a live activity feed from the tool and step events it already emits, and the wait feels fast and honest.
A hands-on walkthrough of the free, MIT-licensed toolkit that turns a vague feature idea into a spec, a plan, a task list, and working code — with the exact commands, in order, for Claude Code, Copilot, or Cursor.
Signup confirmations and password resets die in spam because your domain is unauthenticated — three DNS records and a real sending provider fix that for good.
Emergent just became a unicorn selling non-technical founders production software from a prompt. Before you run your company on one, run this six-point export-and-ownership audit.
A practical pattern for metering every LLM call per user, enforcing a dollar budget before the call fires, and tripping a kill-switch before one customer runs up a catastrophic invoice.
Enterprise runtime-control planes cost a procurement cycle. The primitive they're built on — an interception point plus a hard stop — is about forty lines of Python. Here's the minimal version, framework-agnostic.
Prompt-to-app platforms hit unicorn scale by selling software to people who can't code. Nobody priced the maintenance tail. Here's the checklist that keeps a generated codebase from becoming a liability.
Ephemeral code execution is not a persistent workspace. Three persistence models decide whether your agent's multi-day run survives — and founders keep confusing them.
If your agent re-retrieves and re-sends the same context on every call, you're paying full input price for it over and over. Four techniques that move that cost off the hot path — with the numbers on each.
Presence is enterprise-only and human-delivered. But its feature list is a spec. Here's each of the six controls, rebuilt with open tools you can wire in this afternoon.
Harness, AWS, and a wave of governance startups now sell tooling to build, test, deploy, and watch AI agents like software. Here's the honest staging for a team of one — the three layers worth adopting early, and the three safe to ignore until you have staff.
The AI governance world just split into two incompatible blocs. Here's the config boundary that lets one codebase serve both — and why retrofitting it later costs 10x more than building it today.
The open standard from Stripe and OpenAI lets an agent complete a purchase from your store without a browser or a checkout page. Here are the five endpoints you implement, the payment token that keeps you in control, and the two defaults that will bite you.
From an empty file to a running fan-out-and-join agent in one sitting — using the minimal event bus that shipped stable on June 22, 2026. Copy-paste the steps, then swap in your own model and tools.
The 2026-07-28 spec killed the session handshake — so any replica now serves any request, and blue-green deploys finally become a five-command chore instead of an outage risk.
An "agent" is a while-loop around a model call with tool results fed back in — the framework is optional, and the spine that makes it a coding agent is about 40 lines.